Genetic analysis of resistance to Fusarium head blight in wheat (Triticum spp.)
using phenotypic characters and molecular markers
By
Ali Malihipour
A thesis submitted to the Faculty of Graduate Studies of the University of
Manitoba in partial fulfilment of the requirements of the degree of
DOCTOR of PHILOSOPHY
Department of Biological Sciences
University of Manitoba
Winnipeg
Copyright © 2010 by Ali Malihipour
ABSTRACT
Fusarium head blight (FHB), caused mainly by Fusarium graminearum
(teleomorph: Gibberella zeae), is one of the most damaging diseases of wheat.
A ‘Brio’/‘TC 67’ spring wheat population was used to map quantitative trait loci
(QTLs) for resistance to FHB, and to study the association of morphological and
developmental characteristics with FHB resistance. Interval mapping (IM) detected a
major QTL on chromosome 5AL for resistance to disease severity (type II resistance) and
Fusarium-damaged kernels (FDK) under greenhouse and field conditions, respectively.
Inconsistent QTL(s) was also detected on chromosome 5BS for disease severity and index
using field data. The associations of plant height and number of days to anthesis were
negative with disease incidence, severity, index, and deoxynivalenol (DON) accumulation
data under field conditions. However, number of days to anthesis was positively
correlated with disease severity (greenhouse) and FDK (field). Awnedness had a negative
effect on FHB, namely the presence of awns resulted in less disease in the population.
Spike threshability also affected FHB so that the hard threshable genotypes represented
lower disease.
Phylogenetic relationships of putative F. graminearum isolates from different
sources were characterized using Tri101 gene sequencing data. Canadian and Iranian
isolates clustered in F. graminearum lineage 7 (=F. graminearum sensu stricto) within
the F. graminearum clade while the isolates received from CIMMYT, Mexico were
placed in F. graminearum lineage 3 (=Fusarium boothii) within the Fg clade or Fusarium
cerealis. The PCR assay based on the Tri12 gene revealed the presence of the NIV, 3ADON, and 15-ADON chemotypes with 15-ADON being the predominant chemotype.
I
While we did not find the NIV chemotype among the Canadian isolates, it was the
predominant chemotype among the Iranian isolates. High variation in aggressiveness was
observed among and within Fusarium species tested, with the isolates of F. graminearum
sensu stricto being the most aggressive and the NIV chemotype being the least
aggressive.
The interactions between Fusarium isolates and wheat genotypes from different
sources were investigated by inoculating isolates of F. graminearum sensu stricto and F.
boothii on wheat genotypes. Significant differences were observed among the genotypes
inoculated by single isolates. Results also showed significant interactions between
Fusarium isolates and wheat genotypes. The F. boothii isolates from CIMMYT produced
low disease symptom and infection on wheat genotypes regardless of the origin of the
genotypes while F. graminearum sensu stricto isolates from Canada and Iran resulted in
higher FHB scores.
II
ACKNOWLEDGEMENTS
I gratefully acknowledge my supervisor Dr. Jeannie Gilbert for her valuable
guidance, mentorship, and patience. Her strong support and continuous encouragement
motivated me throughout my study leading to successful completion of the project.
I extend my sincere appreciation to Drs. Anita Brûlé-Babel, George Fedak, and
Michele Piercey-Normore for serving as my PhD committee members and for their
valuable guidance, support, and the critical review of the thesis.
I would like to thank Dr. Sylvie Cloutier (Cereal Research Centre, AAFC,
Winnipeg, MB) for providing me access to her lab to do sequencing analysis of Fusarium
isolates, her scientific advice, and comments on data analysis. I also thank Dr. Daryl
Somers (Cereal Research Centre, AAFC, Winnipeg, MB) for providing the facilities for
microsatellite analysis of the Triticum timopheevii derived mapping population in his lab
I wish thank to Dr. Wenguang Cao (Eastern Cereal and Oilseed Research Centre,
AAFC, Ottawa, Ontario) for development of the experimental wheat population, Dr.
Sheila Woods (Cereal Research Centre, AAFC, Winnipeg, Manitoba) for her comments
regarding experimental design in the greenhouse and field and data analysis, Dr. Kerry
O’Donnell (National Center for Agricultural Utilization Research, USDA, Peoria, IL) for
his information on PCR primers and Fg clade sequences, and Susan Patrick (Canadian
Grain Commission, Winnipeg, Manitoba) for letting me access to her lab and assistance
to do chemotype analysis of the Fusarium isolates.
I would like to acknowledge Ron Kaethler, Kirsten Slusarenko, Uwe Kromer, Tim
Unrau, Andrzej Walichnowski, Leslie Bezte, and Allison Brown for their kind
cooperation and technical assistance in laboratory and field work at the Cereal Research
III
Centre, AAFC, Winnipeg, Manitoba. I also would like to thank Roger Larios (Dept. of
Plant Science, University of Manitoba) for his assistance in Carman Fusarium nurseries
and Sally Buffam (Eastern Cereal and Oilseed Research Centre, AAFC, Ottawa, Ontario)
for DON analysis.
I wish to thank all support and administration staff of the Cereal Research Centre,
AAFC and Dept. of Biological Sciences, University of Manitoba for their kindness and
help during my studies.
My doctoral scholarship to do my PhD studies in Canada was funded by the
Agricultural Research, Education and Extension Organisation (AREEO), Ministry of
Agriculture, Iran which is greatly appreciated.
Finally, I wish to thank my wife Mina Mahboubi and my children Parisa and
Parsa for being supportive and patient during my studies and to my parents for their
prayers and patience.
IV
V
TABLE OF CONTENTS
ABSTRACT .....................................................................................................................I
ACKNOWLEDGEMENTS ........................................................................................... III
DEDICATION ............................................................................................................... V
TABLE OF CONTENTS............................................................................................... VI
LIST OF TABLES......................................................................................................... XI
LIST OF FIGURES .................................................................................................... XIV
INTRODUCTION........................................................................................................... 1
CHAPTER 1: GENERAL LITERATURE REVIEW ....................................................... 5
Fusarium head blight................................................................................................... 6
Introduction............................................................................................................ 6
Symptoms .............................................................................................................. 8
The pathogens and geographical distribution .......................................................... 9
Epidemiology ....................................................................................................... 11
Disease cycle .................................................................................................. 11
Sources of inoculum ........................................................................................ 12
Inoculum production ....................................................................................... 14
Inoculum release and dispersal ........................................................................ 15
Infection and colonisation of the heads ............................................................ 17
Incubation and sporulation .............................................................................. 19
Sources of resistance ............................................................................................ 20
Components of resistance ..................................................................................... 26
VI
Molecular and biochemical mechanisms of resistance........................................... 27
Inheritance of resistance ....................................................................................... 30
Pathogen profile (Fusarium graminearum)................................................................ 34
Molecular phylogenetics and the Fusarium graminearum complex....................... 35
Genetic diversity of Fusarium graminearum populations...................................... 38
Mycotoxin production and trichothecene chemotypes........................................... 42
Variation in pathogenicity/aggressiveness............................................................. 47
Vegetative compatibility groups (VCGs) and phenotypic variation ....................... 48
Mapping of QTLs for fusarium head blight resistance ............................................... 49
Plant material ....................................................................................................... 49
Phenotyping ......................................................................................................... 50
Genotyping........................................................................................................... 52
QTLs for FHB resistance ...................................................................................... 53
QTLs from Sumai 3 and its derivatives ........................................................... 54
QTLs from Wangshuibai and its derivatives .................................................... 59
QTLs from other spring wheat sources ............................................................ 60
QTLs from winter wheat ................................................................................. 62
QTLs in tetraploid wheat ................................................................................. 66
QTLs from wild relatives of wheat .................................................................. 68
CHAPTER 2: MOLECULAR MAPPING OF QUANTITATIVE TRAIT LOCI FOR
FUSARIUM HEAD BLIGHT RESISTANCE IN A POPULATION OF WHEAT WITH
TRITICUM TIMOPHEEVII BACKGROUND ............................................................... 70
Summary................................................................................................................... 71
VII
Introduction .............................................................................................................. 72
Materials and methods .............................................................................................. 80
Plant materials ...................................................................................................... 80
Greenhouse evaluation.......................................................................................... 82
Field evaluation .................................................................................................... 84
Agronomic traits................................................................................................... 85
Statistical analysis of phenotypic data................................................................... 86
DNA preparation, PCR amplification, and genotypic data collection .................... 87
SSR markers and bulked segregant analysis.......................................................... 89
Construction of the linkage map and QTL mapping .............................................. 90
Results ...................................................................................................................... 90
FHB resistance ..................................................................................................... 90
Correlations among FHB resistance traits ............................................................. 94
Agronomic traits................................................................................................... 96
Association between agronomic traits and resistance to FHB................................ 99
SSR markers and bulked segregant analysis........................................................ 101
QTL mapping ..................................................................................................... 102
Discussion............................................................................................................... 105
FHB resistance ................................................................................................... 105
Correlation between agronomic traits and resistance to FHB............................... 106
QTL mapping and molecular markers................................................................. 109
VIII
CHAPTER 3: MOLECULAR GENETIC DIVERSITY AND VARIATION FOR
AGGRESSIVENESS AMONG FUSARIUM GRAMINEARUM ISOLATES FROM
DIFFERENT SOURCES ............................................................................................. 115
Summary................................................................................................................. 116
Introduction ............................................................................................................ 117
Materials and methods ............................................................................................ 123
Fusarium isolates ............................................................................................... 123
Mycelium production and DNA extraction ......................................................... 124
DNA amplification and sequencing .................................................................... 125
Phylogenetic analysis ......................................................................................... 130
Determination of trichothecene chemotypes........................................................ 130
Inoculum production and aggressiveness tests .................................................... 131
Statistical analysis .............................................................................................. 133
Results .................................................................................................................... 133
Identification of the pathogen isolates................................................................. 133
Moleculr phylogenetic analysis........................................................................... 135
Trichothecene chemotypes.................................................................................. 138
Aggressiveness ................................................................................................... 140
Association between pathogen profile and aggressiveness .................................. 141
Association between trichothecene chemotypes and aggressiveness.................... 142
Discussion............................................................................................................... 143
CHAPTER 4: HOST-PATHOGEN INTERACTIONS BETWEEN WHEAT
GENOTYPES AND FUSARIUM ISOLATES FROM DIFFERENT SOURCES ......... 147
IX
Summary................................................................................................................. 148
Introduction ............................................................................................................ 149
Materials and methods ............................................................................................ 152
Field experiments and wheat genotypes used ...................................................... 152
Fusarium isolates ............................................................................................... 153
Greenhouse experiments and data collection....................................................... 155
Statistical analysis .............................................................................................. 156
Results .................................................................................................................... 157
Discussion............................................................................................................... 162
CHAPTER 5: GENERAL DISCUSSION AND CONCLUSIONS............................... 167
General discussion and conclusions......................................................................... 168
REFERENCES............................................................................................................ 175
APPENDIX ................................................................................................................. 240
X
LIST OF TABLES
Table
Page
Table 2.1. Type, number, and source of the primers used in the study ........................... 89
Table 2.2. Analysis of variance of fusarium head blight disease severity data (type II
resistance) collected on 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’ under
greenhouse conditions.................................................................................................... 91
Table 2.3. Analysis of variance of Fusarium-damaged kernels single location-year and
combined data of two locations in two years collected on 230 recombinant inbred lines
from the cross ‘Brio’/‘TC 67’ ........................................................................................ 92
Table 2.4. Means and ranges of fusarium head blight disease severity data (type II
resistance) under greenhouse conditions and Fusarium-damaged kernels using single
location-year and combined data of two locations in two years among 230 recombinant
inbred lines from the cross ‘Brio’/‘TC 67’ ..................................................................... 94
Table 2.5. . Spearman correlation coefficients among fusarium head blight resistance
traits using combined data of two locations in one year and greenhouse data among 230
recombinant inbred lines from the cross ‘Brio’/‘TC 67’ ................................................. 96
Table 2.6. Analysis of variance of agronomic traits using greenhouse and combined data
of two locations in one year collected on 230 recombinant inbred lines from the cross
‘Brio’/‘TC 67’ ............................................................................................................... 97
XI
Table 2.7. Spearman correlation coefficients between agronomic traits and fusarium head
blight among 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’ using field and
greenhouse data ............................................................................................................. 99
Table 2.8. Coefficient of determination (R2) values from regression analysis of
awnedness and fusarium head blight resistance traits on 230 recombinant inbred lines
from the cross ‘Brio’/‘TC 67’ using field and greenhouse data sets.............................. 100
Table 2.9. Coefficient of determination (R2) values from regression analysis of spike
threshability and fusarium head blight resistance traits on 230 recombinant inbred lines
from the cross ‘Brio’/‘TC 67’ using field and greenhouse data sets.............................. 101
Table 2.10. Screening SSR markers of different genomes on parental lines, resistant and
susceptible bulks, and individuals of the bulks to select polymorphic markers to map a
‘Brio’/‘TC 67’ recombinant inbred line population ...................................................... 102
Table 3.1. List of Fusarium isolates used for genetic diversity and variation for
aggressiveness showing with their identification code, host, geographic origin, and year
of collection................................................................................................................. 126
Table 3.2. List of primers used for Tri101 gene amplification and/or sequencing in
Fusarium isolates......................................................................................................... 129
Table 3.3. Distribution of trichothecene chemotypes among Fusarium isolates collected
from Canada, Iran, and CIMMYT, Mexico based on Tri12 gene.................................. 140
Table 4.1. Fusarium head blight severity following spray inoculation of wheat genotypes
from Canada, Iran, and CIMMYT (Mexico) ................................................................ 154
XII
Table 4.2. Fusarium head blight severity following single-floret inoculation of the
cultivar ‘Roblin’ by Fusarium isolates from Canada, Iran, and CIMMYT (Mexico) under
controlled conditions ................................................................................................... 155
Table 4.3. Disease severity on wheat genotypes following single-floret inoculation with
Fusarium isolates under controlled conditions ............................................................. 158
Table 4.4. Analysis of variance of fusarium head blight disease severity data collected
from the inoculation of 15 wheat genotypes by six Fusarium isolates under greenhouse
conditions .................................................................................................................... 159
Table 4.5. Comparison of least squares means of fusarium head blight severity and
grouping of six Fusarium isolates inoculated on 15 genotypes of wheat under greenhouse
conditions .................................................................................................................... 160
Table 4.6. Comparison of least squares means of fusarium head blight severity and
grouping of 15 genotypes of wheat inoculated by six Fusarium isolates under greenhouse
conditions .................................................................................................................... 161
Table 4.7. Comparison of least squares means and grouping of six Fusarium isolates
based on the reaction of individual wheat genotypes under greenhouse conditions....... 164
Table 4.8. Comparison of least squares means and grouping of 15 wheat genotypes based
on their reaction to individual Fusarium isolates under greenhouse conditions............. 165
XIII
LIST OF FIGURES
Figure
Page
Figure 1.1. Symptoms of fusarium head blight on wheat head......................................... 9
Figure 1.2. Fusarium head blight disease cycle on small grain cereals ........................... 12
Figure 2.1. Development of the mapping population ‘Brio’/‘TC 67’ using single seed
descent used in the present study ................................................................................... 81
Figure 2.2. Single-floret inoculation of wheat genotypes in the greenhouse................... 83
Figure 2.3. Spray inoculation of the Fusarium nurseries using backpack sprayer........... 86
Figure 2.4. Frequency distribution of fusarium head blight disease severity (type II
resistance) collected under greenhouse conditions and Fusarium-damaged kernels using
single location-year and combined data of two locations in two years among 230
recombinant inbred lines from the cross ‘Brio’/‘TC 67’ ................................................. 95
Figure 2.5. Frequency distribution of agronomic traits using greenhouse and combined
data of two locations in one year among 230 recombinant inbred lines from the cross
‘Brio’/‘TC 67’.
Means are back-transformed from least squares means of arcsine-transformed data.
Values of the parental lines are indicated by arrows ....................................................... 98
Figure 2.6. Linkage map and LOD curves after interval mapping (IM) analysis of
fusarium head blight resistance on chromosome 5A on 230 recombinant inbred lines from
the cross ‘Brio’/‘TC 67’............................................................................................... 103
XIV
Figure 3.1. Use of glassine bags to cover the single-floret-inoculated spikes in the
greenhouse .................................................................................................................. 132
Figure 3.2. Fusarium graminearum cultural and morphological characteristics ........... 134
Figure 3.3. One of 300 most-parsimonious phylograms generated from the Tri101 gene
sequencing data using PAUP* v. 4.0b10 along with chemotypes and aggressiveness
values of Fusarium isolates.......................................................................................... 137
Figure 3.4. Amplification products of Tri12 gene for Fusarium isolates produced by
multiplex PCR using the primers 12CON, 12NF, 12-15F, and 12-3F specific to
trichothecene chemotypes NIV, 15-ADON, and 3-ADON, respectively....................... 139
Figure 3.5. Comparison of aggressiveness of Fusarium isolates collected from Canada,
Iran, and Mexico on the susceptible cultivar ‘Roblin’ measured as disease spread 21 days
after inoculation using single-floret injection ............................................................... 141
Figure 4.1. A general view of inoculations and experiments in the greenhouse............ 156
XV
INTRODUCTION
1
Introduction
Wheat is the most important cereal crop; it is widely grown in different parts of
the world and and is increasing in production. Wheat, along with maize and rice, feeds
much of the world, providing 44% of total edible dry matter and 40% of food crop energy
consumed in developing countries {Dixon, 2005 #707}. Bread wheat, which accounts for
90% of total wheat production, is grown on a substantial scale in more than 70 countries
{Lantica, 2005 #706}. Given the steady increases in wheat productivity during the past 40
years, it has continued to play a major role in global food security. However, global food
security remains quite fragile because of challenges such as susceptibility to diseases and
pests.
Wheat is susceptible to many diseases, the more destructive including rusts, bunts,
powdery mildew, and fusarium head blight (FHB). Fusarium head blight is one of the
most devastating diseases of wheat and other small grain crops in humid and semi-humid
areas worldwide. Methods of control of FHB include agronomic practices, chemical
control, biological control, and the use of resistant cultivars. Development of resistant
cultivars is the most practical and economic approach for environmentally safe and
sustainable control of the disease {Yang, 2005 #352}. The long-term effectiveness of
resistant cultivars depends on the type of genetic resistance present in wheat genotypes,
the nature of the pathogen, and the host-pathogen interactions.
Even though no complete resistance or immunity to FHB has been observed,
genotypic variation is large and well-documented in wheat and its relatives. Although
QTLs/genes from different sources have been mapped and in some cases successfully
used in wheat breeding programs, finding new sources of resistance is needed to avoid
2
complete dependence on limited sources. Triticum timopheevii (Zhuk.) Zhuk. is a source
of FHB resistance which has been used to introgress resistance into wheat {Fedak, 2004
#105}. Mapping and tagging the FHB resistance available in a wheat cultivar with an
alien background such as T. timopheevii may be of great interest for use in wheat
breeding programs.
Fusarium graminearum Schwabe (teleomorph: Gibberella zeae (Schwein.) Petch.)
is the most dominant and widespread pathogen causing FHB on wheat and other small
grain cereals worldwide. Fusarium graminearum was thought to be a single panmictic
species spanning six continents until recently. Using phylogenetic analysis of DNA
sequences from isolates of F. graminearum collected from around the world, 13
phylogenetically distinct and biogeographically structured lineages (=species) were
discovered within the F. graminearum complex {O'Donnell, 2000 #247;O'Donnell, 2008
#713;O'Donnell, 2004 #248;Starkey, 2007 #306;Ward, 2002 #334;Yli-Mattila, 2009
#709}. These species which have been formally named, have different geographic
distributions, differ in production of trichothecenes, and may differ in their ability to
cause disease on particular crops. Genetic diversity studies of F. graminearum showed
high genetic variation within individual field populations, populations sampled across a
large-scale geographical zone, or within collections of isolates. In addition, Fusarium
species produce trichothecenes which are divided into different categories. The
aggressiveness of F. graminearum isolates depends on their capacity to produce
trichothecenes {Mesterházy, 2002 #219;Miedaner, 2000 #224}. High variation in
aggressiveness and/or pathogenicity has been observed among F. graminearum isolates
from different geographical regions {Akinsanmi, 2004 #3;Bai, 1996 #24;Cullen, 1982
#88;Cumagun, 2004 #89;Mesterházy, 1984 #214;Miedaner, 1996 #223;Miedaner, 2000
3
#224;Miedaner, 1996 #225;Muthomi, 2000 #241;Walker, 2001 #323;Wu, 2005 #347}.
Understanding the genetic profile and diversity of the pathogen may provide insights into
the epidemiological and destructive potential of the pathogen, and may lead to an
improvement in our strategies for control of the pathogen and management of the
disease(s) caused by it.
Although different isolates of Fusarium may show variation in aggressiveness and
there may be significant interactions between wheat cultivars and pathogen isolates, there
is no evidence for stable pathogen races. Resistance to FHB in wheat is usually stable and
resistant cultivars show consistent resistance to almost all isolates of F. graminearum
worldwide. Based on reaction of wheat cultivars to different species of Fusarium, it has
been concluded that resistance to certain isolates of F. graminearum as well as to other
species of Fusarium was not strain-specific or species-specific in wheat cultivars
{Mesterházy, 1981 #215}.
In this study, genetic analysis of resistance to fusarium head blight in wheat (Triticum
spp.) using phenotypic characters and molecular markers was investigated. The present
thesis consists of five chapters: chapter 1 provides a general literature review for FHB and
all of the following chapters of the thesis, chapter 2 presents an overview to molecular
mapping of quantitative trait loci for fusarium head blight resistance in a population of
wheat with a T. timopheevii background, chapter 3 examines the molecular genetic
diversity and variation for aggressiveness among Fusarium graminearum isolates from
different sources, chapter 4 presents the results of host-pathogen interactions between
selected wheat genotypes and Fusarium isolates from different sources, and chapter 5
provides the general discussion and conclusions.
4
CHAPTER 1
GENERAL LITERATURE REVIEW
5
Fusarium head blight
Introduction
Fusarium head blight (FHB), also called scab, is a devastating disease of wheat
and other small grains in humid and semi-humid areas worldwide. This fungal disease can
completely destroy a potentially high-yielding crop within a few weeks of harvest
(McMullen et al. 1997).
FHB was first described just over a century ago and was considered a major threat
to wheat and barley during the early years of the twentieth century (Dickson and Mains
1929). During recent decades there have been outbreaks of FHB in the United States and
Canada (McMullen et al. 1997). The most extended episodes of epidemics have occurred
in winter wheat and spring wheat growing areas of midwestern and eastern states of the
United States as well as in Manitoba and Ontario in Canada (Kephart 1991; McMullen et
al. 1997; Tuite et al. 1990; Wong et al. 1992). FHB has remained the most serious fungal
disease of wheat in eastern Canada, Manitoba, and eastern Saskatchewan since 1993,
resulting in millions of dollars of losses annually; its incidence has steadily spread to
western parts of Canada (Gilbert and Tekauz 2000; Tekauz et al. 2000). In China, FHB
can be found in two-thirds of the provinces, where it affects more than seven million
hectares of wheat (Wang et al. 1982). Disease epidemics generally occur in the lower and
middle reaches of the Yangtze Valley, coastal areas of southern China, and eastern parts
of Heliongjiang province (Zhuang and Li 1993). In Iran, FHB is one of the most
important diseases of wheat in the coastal northern and north-western wheat growing
areas and sometimes in other parts of the country when rainfall is unusually high. Wheat
FHB has also become a threat to wheat production in many other countries (Bai and
6
Shaner 1994; Ban 2001; Gilchrist et al. 1997; Mesterházy 2003; Reis 1990; Snijders
1990b; Snijders 1990d; Sutton 1982).
Fusarium head blight can significantly reduce grain yield and quality. Yield
reduction results from shrivelled grains which may be eliminated from the combine
because of their light weight. Diseased kernels which are not eliminated from the
combine reduce grain weight. FHB causes indirect losses by reducing seed germination
and causing seedling blight and poor stands (Chongo et al. 2001; Gilbert and Tekauz
1995; Sutton 1982; Tuite et al. 1990). In addition, FHB-infected grains may contain
significant levels of mycotoxins such as deoxynivalenol (DON) and zearalenone which
pose a serious threat to animal and human health and food safety (Bai and Shaner 1994;
Desjardins et al. 1996; Marasas et al. 1984; McMullen et al. 1997; Miller et al. 1991;
Parry et al. 1995; Snijders 1990b; Sutton 1982; Tuite et al. 1990). These mycotoxins have
been associated with livestock toxicoses, feed refusal, diarrhoea, emesis, alimentary
haemorrhaging, and contact dermatitis. Effects of the mycotoxins in human include
toxicosis, nausea, vomiting, anorexia, and convulsions (Bennett and Klich 2003). Grains
may be downgraded or rejected in commerce because of the presence of Fusariumdamaged kernels (FDK) in crop and/or contamination with one or more mycotoxins
(McMullen et al. 1997; Tuite et al. 1990). Milling, baking, and pasta-making properties of
wheat also are affected (Dexter et al. 1996; Dexter et al. 1997) as the pathogen destroys
starch granules, cell walls, and endosperm proteins (Bechtel et al. 1985; Nightingale et al.
1999).
7
Symptoms
Initial infections appear as small, water-soaked, brownish spots at the base or
middle of the glume, or on the rachis (Mathre 1982). Water soaking and discoloration
may then spread in all directions from the point of infection (Figure 1.1). Other symptoms
include tan to brown discoloration (‘blight’) of the rachis especially at the base of the
spike, a pink or orange coloured mold along the edge of the glumes or at the base of the
spikelets under moist conditions, and kernels that are shrivelled, white, and chalky
(‘tombstone’) in appearance. Premature death or bleaching of the spikelets is also a
common symptom, and is particularly clear on immature spikes where one or more
spikelets or the entire spike is affected (Wiese 1987). Awns often become deformed,
twisted and curved downward. During prolonged warm and moist weather conditions,
spikelets on early-infected spikes appeared speckled as a result of the development of
blue/black perithecia, giving the ‘scabbed’ appearance (Mathre 1982). Such perithecia are
commonly associated with spikes infected with Gibberella zeae (Schwein.) Petch., the
sexual stage of Fusarium graminearum Schwabe. When wheat spikes are severely
infected by FHB, the spike may turn dark brown (Parry et al. 1995).
8
Figure 1.1. Symptoms of fusarium head blight on
wheat head.
Photograph courtesy of Jacolyn Morrison, USDA,
ARS, Cereal Disease Laboratory, St. Paul, MN.
The pathogens and geographical distribution
Smith (1884) in England made the first record of FHB and attributed the disease
to the fungus Fusisporium culmorum W. G. Smith. In the United States, Chester (1890)
and Arthur (1891) independently reported the disease and stated that ‘scab’ was becoming
important in wheat. In Ohio, USA, Detmers (1892) also recorded the disease and
attributed it to Fusisporium culmorum. In the 1920s, serious epidemics of the disease
9
caused predominantly by F. graminearum were recorded in wheat throughout the USA
(Johnson et al. 1920; Koehler et al. 1924; Maclnnes and Fogelman 1923).
Since the first records, FHB has been reported in most wheat-growing areas of the
world, and at least 17 different Fusarium species have been associated with the disease
(Parry et al. 1995). In spite of the number of Fusarium species involved, three species are
predominant in different parts of the world: F. graminearum (teleomorph: G. zeae),
Fusarium culmorum (W. G. Smith) Sacc. initially named as Fusisporium culmorum with
no known teleomorphic state, and Fusarium avenaceum (Corda ex Fries) Sacc.
(teleomorph: Gibberella avenacea R. J. Cook). Their geographical distribution is related
to their temperature requirements. In warmer regions of the world, including parts of the
USA, Canada, Australia, and Central Europe, F. graminearum is the most important
species causing FHB. In cooler regions of Northwest Europe, F. culmorum is the
predominant species, and Fusarium poae (Peck) Wollenw. and Microdochium nivale (Fr.)
Samuel et Hallett have a great importance. F. avenaceum has been isolated from diseased
samples over a range of climates, but usually represents only a small proportion of
Fusarium isolates (Parry et al. 1995).
Fusarium graminearum is the predominant species causing fusarium head blight
in many countries (Clear and Abramson 1986; Schroeder and Christensen 1963; Sutton
1982; Wang et al. 1982; Wiese 1987). The pathogen also is associated with stalk and ear
rot of corn and may cause a root rot of cereals (McMullen et al. 1997).
10
Epidemiology
Disease cycle
It is clearly understood from the disease cycle on small grain cereals how
fusarium head blight relates to seed infection, seedling blight, and foot rot (Figure. 1.2).
In the centre of the cycle is the initial source of Fusarium inoculum from the soil or cereal
stubble and residue which survives as saprophytic mycelium, chlamydospores, or
perithecia. Sowing cereal seed into Fusarium-infested soil may result in the infection of
plants and the development of both seedling blight and foot rot. Later in the growing
season, air-borne inoculum, usually in the form of conidia or ascospores, may infect the
spikes of plants, resulting in FHB. Under conditions of high relative humidity (RH) or
rain, infected spikes may produce pinkish mycelia and sporodochia, resulting in
production of macroconidia. Later in the season, macroconidia may infect secondary
tillers. Fusarium-infected grain obtained from the diseased spikes, if used as seed, may
provide a source of inoculum for the development of seedling blight which completes the
disease cycle (Parry et al. 1994).
When temperature and moisture are favourable, FHB infection occurs during
anthesis, which is the growth stage most susceptible to infection (Andersen 1948; Arthur
1891; Atanasoff 1920; Caron 1993; Dickson et al. 1921; Lacey et al. 1999; Pugh et al.
1933; Rapilly et al. 1973; Strange and Smith 1971). Because of this short period of
vulnerability, the fungus is generally limited to one infection cycle per season (Bai and
Shaner 1994).
11
Figure 1.2. Fusarium head blight disease cycle on small grain cereals.
Sources of inoculum
Fusarium head blight pathogens survive on stubble and debris of wheat and other
small grain cereals as well as in old maize stalks and ear pieces (Burgess and Griffin
1968; Gordon 1952; Gordon 1959; Hoffer et al. 1918; Shurtleff 1980; Warren and
Kommedahl 1973). The previous crop and amount of crop residue on the soil surface are
major factors related to local inoculum levels (Dill-Macky and Jones 2000; Teich and
Hamilton 1985). In an investigation on the survival of G. zeae in infected wheat kernels,
Inch and Gilbert (2003b) observed the survival of G. zeae and development of perithecia
12
on wheat kernels two years after being left on the soil surface or buried at 5 and 10 cm,
but ascospores developed only in perithecia on the kernels left at the soil surface. Similar
results were reported for survival and sporulation of G. zeae on wheat and maize tissues
(Khonga and Sutton 1988). The rate of decomposition of residues is more rapid within the
soil than above or on the soil surface (Dill-Macky 1999; Khonga and Sutton 1988; Todd
et al. 2001). In conjunction with the lack of spore production within the soil, it can be
concluded that buried residues contribute little to inoculum production (Gilbert and
Fernando 2004). The fungi are present and survive in colonised crop residues, and may
develop saprophytically on residues during the fall, winter, and spring (Sutton 1982).
When maize and wheat are grown in rotation they provide an abundance of debris on
which a primary source of Fusarium inoculum can develop (Sutton 1982). The fungi also
survive saprophytically and parasitically on wheat leaves throughout the growing season
(Ali and Francl 2001; Osborne et al. 2002). Other sources of inoculum include numerous
plant hosts such as soybean (Martinelli et al. 2001), grasses and broadleaved weeds (Inch
and Gilbert 2003a; Parry et al. 1995), and noncereal residues such as canola and field
peas (Gilbert et al. 2003). However, the importance of weeds as a support for survival of
Fusarium inoculum has not yet been determined (Jenkinson and Parry 1994a). Grains
contaminated with the pathogens are another major source of inoculum, which may cause
disease early in the growing season (Caron 1993; Cassini 1970). The soil may also be
contaminated by FHB pathogens (Atanasoff 1920; Sutton 1982) but wet soil conditions
do not favour fungal survival (Dickson 1923). Soil-borne infections take part less rapidly
than seed-borne infections, so their attacks affect the collar and the upper parts of the
roots (Cassini 1970). Probably the most obvious source of inoculum for the development
of fusarium head blight epidemics originates from fusarium foot rot in a growing cereal
13
crop, but the relationship between fusarium foot rot and FHB is not very clear and needs
further investigations (Parry et al. 1995).
Inoculum production
Conidia, chlamydospores, or hyphal fragments can serve as inoculum, but in the
case of G. zeae (F. graminearum), ascospores are also an important form of primary
inoculum (Bai and Shaner 1994; Parry et al. 1995; Sutton 1982).
Mycelial growth and germination of macroconidia in F. graminearum occur in
temperature ranges of 4-32 C with the optimum of 28 C and 28-32 C for mycelial growth
and conidial germination, respectively (Andersen 1948). Perithecial production of G. zeae
occurs in temperatures of 15-32 C with an optimum of 29 C (Caron 1993; Tschanz et al.
1976). Dufault et al. (2002a; 2002b) reported that an extended period of maize stalk
wetness at temperatures between 15 and 25 C favoured perithecial development under
both field and controlled conditions. The optimum temperature range of 28-32 C for
production of macroconidia (Andersen 1948) is higher than that for the production of
ascospores which is 25-28 C (Caron 1993; Ye 1980). Light is required for the production
of perithecia in G. zeae (Tschanz et al. 1976). The recent shift to conservation tillage
practices has resulted in increased amounts of crop residue on soil surface, which may
increase the amount of inoculum and infection of wheat and other small grains (Bai and
Shaner 1994; Dill-Macky and Jones 2000; Krupinsky et al. 2002). But where a large,
regional source of atmospheric inoculum exists, tillage practices may not significantly
affect FHB in individual fields (Schmale III et al. 2006). However, the effect of tillage
management on FHB has not been demonstrated conclusively (Miller et al. 1998a; Sturz
and Johnston 1985).
14
Inoculum release and dispersal
Relative humidity (RH) and rainfall are among the factors that favour the
formation of perithecia (Caron 2000). Ascospore discharge is strongly associated with an
increase in RH following the decrease in temperature that occurs at the end of the
afternoon, and spores are released at night with peak numbers usually trapped between
16:00 and midnight (Paulitz 1996; Paulitz and Seaman 1994). In spite of this, ascospore
release is inhibited by >5 mm rain, intermittent rain, or days with continuous RH>80%
(Gilbert and Tekauz 2000). Paulitz (1996) reported that hourly spore counts ranged
between 600 and 9000 ascospores/m3 and that release occurred over a range of
temperatures (11-30 C) and RH (60-95%). Mode of dispersal of Fusarium inoculum to
spikes of cereals has not been demonstrated conclusively, but several alternatives have
been proposed (Parry et al. 1995). Wind has long been considered the principal vector for
spore dispersal, and observations indicate that it can play an important role in dispersal of
Fusarium inoculum (Atanasoff 1920; Martin 1988; Parry et al. 1995). Wind is important
in the transport of ascospores (Caron 1993; Gilbert and Tekauz 2000; Parry et al. 1995).
A decline in seed infection within 5-22 m of the inoculum source in artificially inoculated
field plots (Fernando et al. 1997) or in ascospore concentration within 60 m of a naturally
overwintered source of inoculum (de Luna et al. 2002) showed wind-driven gradients
over short distances. The idea that ascospores might be taken into the planetary boundary
layer was proposed by Del Ponte et al. (2002). They recorded ascospore occurrence at
altitudes of more than 180 m above ground, over lakes and regions far from farm fields,
using remote-controlled model aircrafts fitted with spore traps. Long-distance dispersal of
inoculum occurs when ascospores are transported by air streams in the atmosphere at high
altitudes (Fernando et al. 2000; Maldonado-Ramirez et al. 2005). Rain is another factor
15
that plays an important role in the dispersal of Fusarium inoculum (Fernando et al. 2000;
Hörberg 2002; Jenkinson and Parry 1994b; Millar and Colhoun 1969; Parry et al. 1995).
Splashing transports spores especially macroconidia (Gilbert and Tekauz 2000).
Champeil et al. (2004) concluded that splashing alone is sufficient to transfer a conidium
from crop residues or stem base to the spike, assuming there is no obstacle. Another
important environmental factor which is worthy of note for ascospore release is light. It
appears that the process of ascospore release does not directly require light, as most
ascospores are trapped during the night (Inch et al. 2000; Paulitz 1996; Schmale III et al.
2002). However, Trail et al. (2002) reported that under lab conditions, ascospore release
was 8-30% greater in light than in complete darkness.
The possibility of systemic infection of spikes through foot and/or stem has long
been the subject of debate (Champeil et al. 2004; Parry et al. 1995). Systemic infection of
wheat spikes was disregarded earlier by Atanasoff (1920), who isolated F. graminearum
from the peduncle segments taken from near the spikes, but not from those segments
taken from near the flag leaf. Further evidence against the systemic infection of wheat
spikes was provided by Bennett (1933), who failed to isolate either F. avenaceum or F.
culmorum from segments above the second internode. In another study, the tops of plants
produced from seeds inoculated with M. nivale and those grown from healthy seeds had
similar numbers of perithecia, even though the plants grown from inoculated seeds had
more perithecia at the base of the stem (Millar and Colhoun 1969). In addition, following
inoculation of the base of the wheat stem, only 3% of plants displayed colonisation
beyond the second node and no fungus were detected beyond the fifth node (Clement and
Parry 1998). However, there are other findings that confirm the relationship between foot
rot and head blight due to Fusarium. After inoculating seedlings of winter wheat below
16
soil level with F. culmorum, Jordan and Fielding (1988) re-isolated the pathogen from all
intenodes and some spikes of plants. During similar studies with F. avenaceum, F.
culmorum, F. graminearum and M. nivale, Hutcheon and Jordan (1992) later reported the
colonisation of spikes of winter wheat. The systemic growth of F. culmorum in the stems
of winter wheat has also been demonstrated by Snijders (1990e), who after inoculating
the plants at soil level, re-isolated the pathogen from stem segments up to 70 cm above
ground level.
Arthropod vectors such as insects and mites may be involved in Fusarium
inoculum dispersal. During a survey of Fusarium species over Canada, Gordon (1959)
isolated F. avenaceum, F. culmorum and F. poae from several insects including the
common housefly (Musca domestica L.), clover leaf weevil [Hypera punctata
(Fabricius)], and grasshoppers [Melanoplus bivittatus (Say)]. Windels et al. (1976)
isolated seven Fusarium species including F. graminearum and F. avenaceum from
picnic beetles [Glischrochilus quadrisignatus (Say)]. Other insects such as the orange
wheat blossom midge [Sitodiplosis mosellana (Géhin)] may transmit F. graminearum in
nature (Mongrain et al. 2000). Some mites also have been shown to play a role in the
dispersal of Fusarium inoculum. For example, the mite Siteroptes graminum (Reuter) has
been demonstrated to carry spores of F. poae (Cherewick and Robinson 1958; Cooper
1940). These observations show that insects and/or mites may play a role in dispersal of
Fusarium inoculum.
Infection and colonisation of the spikes
Once Fusarium inoculum has been dispersed to the spike, several factors
determine whether disease develops. Anthesis is the most susceptible growth stage of
17
cereals to Fusarium infection (Andersen 1948; Arthur 1891; Atanasoff 1920; Caron 1993;
Dickson et al. 1921; Lacey et al. 1999; Pugh et al. 1933; Rapilly et al. 1973; Strange and
Smith 1971) and susceptibility strongly decreases after the start of the dough stage (Caron
1993; Lacey et al. 1999; Pugh et al. 1933; Rapilly et al. 1973; Strange and Smith 1971).
Findings show that the initial infection of spikes takes place via extruded anthers
(Dickson et al. 1921; McKay and Loughnane 1945; Pugh et al. 1933; Strange and Smith
1971) and elimination of the anthers from wheat decreases the frequency of infection by
F. graminearum (Andersen 1948; Strange and Smith 1971). Similarly, sterile wheat lines
are less susceptible to head blight than fertile lines (Matsui et al. 2002). These findings,
along with extensive colonisation of wheat anthers by F. graminearum observed by
Andersen (1948) and Strange and Smith (1971), indicated that fungal growth is
stimulated in these structures. Strange and Smith (1978) found that two substancescholine chloride and betaine hydrochloride-are much more concentrated in the anthers
compared to other organs. They showed that these substances favour the development of
hypha, but not the germination of spores in F. avenaceum, F. culmorum, and F.
graminearum (Strange and Smith 1978). In a more recent study, Engle et al. (2004) found
that hyphal growth and spore germination of F. graminearum were not significantly
affected by choline, betaine, or a combination of both. Using a strain of F. graminearum
inoculated on resistant and susceptible wheat cultivars, Miller et al. (2004) observed
hyphae of the pathogen inside the floret at the point of inoculation with a particular
affinity for the pollen and anthers of both cultivars.
The infection process in susceptible and resistant varieties is very similar (Kang
and Buchenauer 2000). The pathogen first penetrates host tissues 36–48 h after
inoculation (Kang and Buchenauer 2000). The first organs affected are the anthers (Pugh
18
et al. 1933), the lemma and the tip of the ovaries (Kang and Buchenauer 2000; Wanjiru et
al. 2002), and glumes and the rachides (Schroeder and Christensen 1963). The penetration
of the fungus into the spike is favoured by relatively low temperatures and high humidity
(Rapilly et al. 1973). The hypha of F. graminearum and/or F. culmorum invade the host
tissues predominantly by direct penetration (Kang and Buchenauer 2000) as well as
through the stomata (Kang and Buchenauer 2000; Schroeder and Christensen 1963). The
pathogens then propagate into the spike passing through and around the cells in their path
(Kang and Buchenauer 2000, 2002; Pugh et al. 1933) and degrade the cells that they
infect (Kang and Buchenauer 2000, 2002; Schroeder and Christensen 1963). They move
mainly toward the rachis (Kang and Buchenauer 2000; Wanjiru et al. 2002) or toward the
young grains which they invade via the parenchyma of the pericarp (Schroeder and
Christensen 1963). Shortly after flowering, the parenchyma of the infected pericarp
begins to break down, the nuclei and cytoplasm of the cells disappear, and the cell walls
break down (Pugh et al. 1933).
Incubation and sporulation
Soon after infection, dark-brown, water-soaked spots appear on the glumes of
infected florets. Later, entire florets become blighted. The fungus infects other spikelets
internally through vascular bundles of the rachilla and rachis (Bushnell et al. 2003).
Blight becomes more severe as the fungus spreads within the spike. Eventually the entire
spike becomes blighted. The dark brown blight symptoms usually extend into the rachis
even down into the stem tissue as the fungus spreads within the spike. The clogging of
vascular tissues in the rachis can cause the spike to ripen prematurely, so that even grains
not directly infected will be shrivelled as a result of shortage of water and nutrients (Bai
19
1995; Schroeder and Christensen 1963). Perithecia and conidia develop on the surface of
spikelets and rachis under humid climatic conditions (Sutton 1982). The duration of the
incubation period decreases with increasing relative humidity (Caron 1993). In conditions
of saturating humidity, the duration of incubation required for the appearance of
macroconidia of F. culmorum and F. graminearum on the spike was 12 days at 14 C, less
than 5 days at 20 C, and less than 3 days in temperatures between 25 and 30 C (Caron
1993; Sutton 1982). More spores are formed after a long period of high humidity. This
may then result in the infection of later crops, such as maize (Champeil et al. 2004). The
timing of rain appears to be critical for the development of a head blight epidemic. For
example, Mains et al. (1929) found that prolonged wet weather conditions during May
and June following anthesis resulted in an epidemic of wheat scab in Indiana, USA, in
1928. Nakagawa et al. (1966) showed that the incidence of FHB caused by F.
graminearum was significantly associated with rainfall during May in Japan where wheat
reaches anthesis between mid-April and mid-May. In a review of FHB epidemics on
winter wheat in the Netherlands, Snijders (1990b) found a strong correlation between the
incidence of infected spikelets and the total rainfall during the period of June 11 to July
11, when wheat was in anthesis. Because of the short period of vulnerability of the plants
to the fungi (anthesis period), the disease is generally limited to one infection cycle per
season (Bai and Shaner 1994).
Sources of resistance
Arthur (1891) was the first to note differences in resistance/susceptibility to FHB
among wheat cultivars. Considerable efforts since then have been made to find sources of
resistance to use in breeding programs (Bai et al. 1989b; Hanson et al. 1950; Liu et al.
20
1989; Liu and Wang 1990; Wang et al. 1989). Most authors conclude that no wheat
cultivar is immune, a few are moderately resistant, but most are susceptible.
Only a handful of resistance sources to FHB have been identified in common
wheat (Triticum aestivum L., 2n = 6x = 42, AABBDD). Reported sources of FHB
resistance in spring wheat include ‘Sumai 3’ and its derivatives from China;
‘Nobeokabouzu-komugi’, ‘Shinchunaga’, ‘Nyu Bai’, and their relatives from Japan; and
‘Frontana’ and ‘Encruzilhada’ from Brazil (Bai et al. 1989b; Ban 2000; Ban and Suenaga
2000; Liu and Wang 1990; Mesterházy 1987; Schroeder and Christensen 1963; Wang et
al. 1989; Yu et al. 2006).
‘Sumai 3’ which is derived from ‘Funo’ and ‘Taiwanxiaomai’, was reported to
have high general combining ability for both FHB resistance and yield traits, and has
been successfully used as a resistant parent in wheat breeding programs worldwide (Bai
et al. 1990; Liu et al. 1991; Wang et al. 1989; Zhuang and Li 1993). ‘Ning 7840’ and
‘Ning 8026’ derived from ‘Sumai 3’ are moderate yielding wheat cultivars with excellent
resistance to FHB as well as some resistance to leaf rust, stem rust, and powdery mildew
(Wang et al. 1982; Zhou 1985). ‘Ning 8623’, ‘Ning 8633’, ‘Ning 8675’, ‘Ning 8641’, and
some other lines derived from ‘Sumai 3’ possess moderate resistance to FHB and have
higher yield potential, shorter stature, higher test weight, and better processing quality
than ‘Sumai 3’ (Bai et al. 1989b). Some other derivatives of the Italian cultivar ‘Funo’
such as ‘Yangmai 3’, ‘Yangmai 4’, and ‘Yangmai 5’ which are moderately susceptible to
FHB, have high yield potential and have been widely adopted for commercial production
(Bai and Shaner 1994). Among Japanese resistance sources, ‘Shinchunaga’ which is an
old cultivar selected from a natural mutation of landrace ‘Nakanaga’, has been
successfully used as a resistant parent in improving FHB resistance in wheat breeding
21
programs in Japan (Ban 2000). Similar to Chinese FHB resistant landraces, Japanese
sources all are inferior to ‘Sumai 3’ for various agronomic traits (Ban 2001). Two
Brazilian cultivars, ‘Frontana’ and ‘Encruzilhada’, have been used as parents in some
breeding programs (Ban 2001; Gilbert et al. 1997; Mesterházy 1997a; Singh and van
Ginkel 1997).
From winter wheat germplasm, the cultivars ‘Arina’, ‘Renan’, and ‘Praag-8’ from
Europe were reported as FHB resistance sources (Gervais et al. 2003; Ruckenbauer et al.
2001; Snijders 1990c).
In the United States, winter wheat cultivars ‘Ernie’ and ‘Freedom’ have a low
disease incidence and severity in the field and have been used as parents in some U.S.
breeding programs (Rudd et al. 2001). Novel FHB resistance was also postulated to be
present in several recently released cultivars, including in the winter wheat cultivar
‘Truman’ (McKendry et al. 2005), and in two spring wheat cultivars ‘Steele-ND’
(Mergoum et al. 2005), and ‘Glenn’ (Mergoum et al. 2006).
Diploid and tetraploid wheat species usually are highly susceptible to FHB (Wan
et al. 1997b). For example, durum wheat [Triticum turgidum L. subsp. durum (Desf.)
Husn., 2n = 4x = 28, AABB] is consistently more susceptible to FHB caused by F.
graminearum and F. culmorum than common wheat (Atanasoff 1924; Hanson et al. 1950)
and sources of resistance are limited in durum wheat (Buerstmayr et al. 2003b; Stack
1988; Stack et al. 2002).
A number of wild relatives of wheat have been identified as sources of resistance
to FHB (Ban 1997; Buerstmayr et al. 2003b; Chen et al. 2001; Liu et al. 2000; Shen et al.
2004; Wan et al. 1997a; Wan et al. 1997b) and alien chromatin carrying resistance genes
to FHB has been transferred from wild relatives to cultivated wheat (Chen and Liu 2000;
22
Fedak et al. 2003; Han and Fedak 2003; Liu et al. 2000). Olivera et al. (2003) evaluated
the reaction of 82 accessions of Aegilops sharonensis Eig (2n = 2x = 14, SlSl) originating
from Israel to FHB and found that 11 of them exhibited high levels of resistance. Elymus
giganteus Vahl [syn.: Leymus racemosus (Lam.) Tzvel. subsp. racemosus, 2n = 4x = 28,
JJNN], Roegneria kamoji (Ohwi) Ohwi ex Keng [syns.: Elymus kamoji (Ohwi) S. L.
Chen and Agropyron kamoji Ohwi, 2n = 6x = 42, StsStsHtsHtsYtsYts], and Roegneria
ciliaris (Trin.) Nevski [syn.: Elymus ciliaris (Trin.) Tzvel. subsp. ciliaris, 2n = 4x = 28,
ScScYcYc] have been shown to have resistance to FHB (Liu et al. 1989; Mujeeb-Kazi et
al. 1983; Wang et al. 2001; Wang et al. 1986; Wang et al. 1991; Weng and Liu 1989;
Weng and Liu 1991). The FHB resistance in E. giganteus is associated with three
chromosomes (Chen et al. 1997). Ban (1997) evaluated four indigenous Japanese species
in the genus Elymus and found that Elymus humidus (Ohwi et Sakamoto) Osada (2n = 6x
= 42, SSHHYY) and Elymus racemifer (Steud.) Tzvel. (2n = 4x = 28, SSYY) exhibited a
high level of resistance to FHB. Fedak (2000) also reported that the native Japanese
species E. humidus was immune to FHB. This species exhibited FHB resistance at a level
higher than ‘Sumai 3’ (Ban 1997; Cai et al. 2005). Thinopyrum elongatum (Host) D. R.
Dewey [syn.: Lophopyrum elongatum (Host) A. Löve, 2n = 2x = 14, EE] is known as
another source of FHB resistance (Jauhar and Peterson 1998). Furthermore, Jauhar and
Peterson (2001) identified FHB resistance in an accession of Thinopyrum junceiforme (A.
Löve et D. Löve) A. Löve (2n = 4x = 28, J1J1J2J2). Finally, accessions of Thinopyrum
intermedium (Host) Barkworth et D. R. Dewey (2n = 6x = 42), Thinopyrum ponticum
(Podp.) Barkworth et D. R. Dewey (2n = 10x = 70), and Thinopyrum junceum (L.) A.
Löve (2n = 6x = 42) have been identified with FHB resistance equal to that of ‘Sumai 3’
(Cai et al. 2005).
23
Relatives of common and durum wheat under the genus Triticum are genetically
more closely related to them than the species in other genera under Triticeae. Some of the
species in Triticum share genomes with common and durum wheat and have high
crossability with them. Resistance to FHB has been found in some of these relatives.
Triticum tauschii (Coss.) Schmalh. [syn.: Aegilops tauschii (Coss.), 2n = 2x = 14, DD]
has been reported to be a source of resistance to FHB (Gagkaeva 2003; Gilchrist et al.
1997). Fedak et al. (2004) also found 7 Triticum speltoides (Tausch) Gren. ex K. Richt.
(syn.: Aegilops speltoides Tausch var. speltoides, 2n = 2x = 14, BB) accessions resistant
to FHB. In another study, Gagkaeva (2003) identified resistance to FHB in 252
accessions in 26 species of Triticum, including Triticum aethiopicum Jakubz. (2n = 4x =
28, AABB), Triticum turanicum Jakubz. (2n = 4x = 28, AABB), Triticum urartu Thum.
ex Gandil. (2n = 2x = 14, AA), Triticum timopheevii (Zhuk.) Zhuk. (2n = 4x = 28,
AAGG), Triticum persicum (Boiss.) Aitch. et Hemsl. (2n = 4x = 28, AABB), Triticum
ispahanicum Heslot (2n = 4x = 28, AABB), Triticum karamyschevii Nevski (2n = 4x =
28, AABB), Triticum vavilovii Jakubz. (2n = 6x = 42, AABBDD), Triticum dicoccoides
(Körn ex Asch. et Graebn.) Schweinf. (2n = 4x = 28, AABB), Triticum sphaerococcum
Perc. (2n = 6x = 42, AABBDD), Triticum militinae Zhuk. et Migush. (2n = 4x = 28,
AAGG), Triticum dicoccum Schrank (2n = 4x = 28, AABB), and Triticum spelta L. (2n =
6x = 42, AABBDD). The most resistant accessions were from the species T. timopheevii,
T. karamyschevii, T. militinae, T. persicum, T. dicoccum, and T. spelta. Fedak et al.
(2004) also found FHB resistance in T. timopheevii and Triticum monococcum L. (2n =
2x = 28, AA). Recently, Fedak et al. (2009) reported the introgression of FHB resistance
from T. monococcum, T. speltoides, and Triticum cylindricum (Host) Ces. (2n = 4x = 28,
CCDD) into bread wheat.
24
Tetraploid wheat genotypes have been evaluated for their reaction to FHB. Miller
et al. (1998b) evaluated 282 wild emmer wheat [Triticum turgidum L. subsp. dicoccoides
(Körn ex Asch. et Graebn.) Thell., 2n = 4x = 28, AABB] accessions for reaction to FHB
and identified 10 accessions that were more resistant than the best available durum wheat.
Buerstmayr et al. (2003b) screened 151 wild emmer accessions originating from different
areas of Israel and Turkey and identified eight accessions resistant to FHB. Oliver et al.
(2007) evaluated 416 accessions of wild emmer wheat for reaction to FHB and found that
there was wide variation in response to FHB, ranging from highly susceptible to highly
resistant. In another study, Oliver et al. (2008) evaluated 376 accessions of five cultivated
subspecies of T. turgidum, including Persian wheat [T. turgidum L. subsp. carthlicum
(Nevski) A. Löve et D. Löve, 2n = 4x = 28, AABB], cultivated emmer wheat [T.
turgidum L. subsp. dicoccum (Schrank ex Schübl.) Thell., 2n = 4x = 28, AABB], Polish
wheat [T. turgidum L. subsp. polonicum (L.) Thell., 2n = 4x = 28, AABB], Oriental wheat
[T. turgidum L. subsp. turanicum (Jakubz.) A. Löve et D. Löve, 2n = 4x = 28, AABB],
and Poulard wheat (T. turgidum L. subsp. turgidum, 2n = 4x = 28, AABB) in the
greenhouse and field, and observed that 16 T. turgidum subsp. carthlicum and 4 T.
turgidum subsp. dicoccum accessions were consistently resistant or moderately resistant
to FHB. Furthermore, in the evaluation of 255 accessions of six tetraploid wheat species
including Persian wheat, wild emmer wheat, cultivated emmer wheat, Polish wheat,
oriental wheat, and poulard wheat, Cai et al. (2005) found one accession of Persian wheat
and four accessions of cultivated emmer wheat with a high level of resistance to FHB.
Resistance to FHB also has been occasionally identified among Persian wheat and
cultivated emmer wheat by other workers (Clarke et al. 2004; Gagkaeva 2003; Gladysz et
al. 2004; Somers et al. 2006).
25
Transfer of FHB resistance genes to wheat from alien genomes without homology
to wheat genomes is more difficult compared to alien genomes that are homologous or
closely related to the wheat genome (Cai et al. 2005). In addition, the resistance found in
alien species is usually associated with undesirable traits which are difficult to remove
from the progeny (Bai and Shaner 2004). Special chromosome manipulation is needed to
introgress FHB resistance genes into wheat from distantly related alien species (Cai et al.
2005) and significant effort and time may be required for pre-breeding to remove these
‘wild’ characters (Bai and Shaner 2004).
Components of resistance
Schroeder and Christensen (1963) proposed two types of resistance in wheat:
resistance to initial infection (now referred to as type I resistance) and resistance to spread
of blight symptoms within a spike (now referred to as type II resistance). They found that
the two types of resistance varied independently among cultivars. The first example of
type II resistance was provided by Schroeder and Christensen (1963), who showed that
hyphal growth could not be sustained in the resistant cultivar, ‘Frontana’. Three other
types of resistance to FHB have been proposed: decomposition or no accumulation of
mycotoxins, resistance to kernel infection, and tolerance (Mesterházy 1995; Miller et al.
1985; Wang and Miller 1988).
Infected grain usually contains DON regardless of the degree of resistance of a
cultivar to head blight. However, grain DON contents differ among cultivars (Bai et al.
2001b). Mesterházy (2002) reported toxin levels near zero in most resistant genotypes but
very high toxin levels in susceptible cultivars, both caused by the same isolates and
inoculum. Low DON accumulation in some wheat cultivars compared to other cultivars
26
grown in the same environment has been described as type III resistance (Miller and
Arnison 1986; Miller et al. 1985). Low DON content in a kernel could result from three
possible causes: (a) a low level of DON produced by the fungus, (b) a degradation of
DON by plant enzymes during kernel development, or (c) a high level of DON in spike
tissue other than kernels, but failure of DON to move into kernels during their
development (Bai and Shaner 2004). Whether resistance to DON accumulation is
independent of type I or type II is still unknown (Bai and Shaner 2004).
Resistance to kernel infection (type IV resistance) can be quantified by measuring
the percentage of infected kernels. However, the degree of kernel infection may be
reduced by the presence of type I or type II resistance in the plant, so this must be taken
into account when attempting to measure resistance to kernel infection (Shaner 2002).
Tolerance (type V resistance) can be measured by relative yield reduction when diseased
and healthy plants of the same cultivar are compared in a similar experimental design
(Bai and Shaner 2004).
Type I and type II resistance are commonly used but type III, type IV, and type V
resistance have not been used consistently by researchers (Shaner 2002). Type II
resistance has been extensively studied in wheat as it appears to be more stable and less
affected by non genetic factors (Bai and Shaner 1994).
Molecular and biochemical mechanisms of resistance
Many attempts have been made to understand the mechanisms of resistance of
wheat to FHB (Bai et al. 2001a; Chen et al. 1999; Desjardins et al. 1996; Mesterházy
1995; Miller et al. 1985; Pritsch et al. 2000; Pritsch et al. 2001), but the biochemical and
molecular basis of resistance is mainly unknown (Bai and Shaner 2004). The expression
27
of pathogenesis-related proteins including PR-1, PR-2 (β-1,3-glucanases), PR-3
(chitinase), PR-4 (hevein-like protein), PR-5 (thaumatin-like proteins), and peroxidase
was induced in both resistant and susceptible cultivars after point inoculation (Pritsch et
al. 2001). These proteins were detected as early as 6-12 h after inoculation and reached
the peak after 36-48 h (Pritsch et al. 2000). PR-4 and PR-5 transcripts expressed earlier
and higher levels in ‘Sumai 3’ than in the susceptible cultivar ‘Wheaton’ (Pritsch et al.
2000). In another study, Li et al. (2001) found that β-1,3-glucanases and chitinases also
accumulated faster in ‘Sumai 3’ than in its susceptible mutant. Expression of a rice
thaumatin-like protein gene in wheat delayed FHB symptoms in wheat spikes inoculated
with Fusarium (Chen et al. 1999). This phenomenon shows that pathogenesis-related
genes in wheat are activated after fungal infection and they may play a role in general
defence against Fusarium infection, even though they may not be the key factors
responsible for resistance (Bai and Shaner 2004). Several other enzymes, such as
superoxide dismutase, catalase, phenylalanine ammonia lyase, ascorbic acid peroxidase,
and ascorbic acid oxidase have also been related to FHB resistance in wheat (Bai and
Shaner 2004).
Preformed chemical compounds in FHB resistant and susceptible cultivars are
different. Choline content in susceptible cultivar spikes was twice that of a resistant
cultivar during anthesis (Li and Wu 1994). Content of chlorogenic acid (a phenolic
compound) in the susceptible cultivar was also higher than that in the resistant cultivar
(Ye et al. 1990).
DON produced by the fungus during fungal infection has been proposed as a
virulence factor (Proctor et al. 1995). Aggressiveness of F. graminearum isolates also
depends on their DON-producing capacity (Mesterházy 2002; Miedaner et al. 2000).
28
Disruption of the gene encoding trichodiene synthase (Tri5) in F. graminearum, an
enzyme which catalyzes the first step in the DON biosynthetic pathway, reduced DON
production and disease severity (Desjardins et al. 1996). Bai et al. (2001a) indicated that
the DON-nonproducing isolates still could infect wheat spikes in both greenhouse and
field conditions but could not spread beyond the initial infection, suggesting that DON is
an aggressiveness factor, rather than a pathogenicity factor (Harris et al. 1999; Proctor et
al. 1995). Bai and Shaner (2004) reached the conclusion that DON may not be essential
for primary infection by the fungus, but may enhance symptom development and spread
of the pathogen within a spike. If this is true, low DON content in an infected kernel or
expression of a DON detoxificating gene from the fungus in wheat may improve wheat
resistance (Bai and Shaner 2004). More recently, trichothecene 3-O-acetyltransferase
(Tri101) gene has been successfully transferred into wheat (Okubara et al. 2002). Tri101,
encoding an enzyme that catalyzes the conversion of toxic Fusarium trichothecenes
including DON to less-toxic products, has been proposed as a metabolic self-protection
mechanism in F. graminearum (Kimura et al. 1998). So, expression of Tri101 may limit
the accumulation of DON and enhance the level of resistance in wheat. After DON,
Gpmk1, a mitogen-activated protein (MAP) kinase, is known as the second virulence
factor in F. graminearum (Jenczmionka et al. 2003).
Resistance in wheat probably involves a complex network of signalling pathways
(Bai and Shaner 2004). Application of large-scale gene analysis such as microarray
analysis and global monitoring of pathogenesis-related genes may allow the identification
of genome-wide gene expression, a better understanding of the molecular basis of wheat
defence against infection by the pathogen, and facilitate discovery of critical pathways
and key genes involved in these pathways (Bai and Shaner 2004).
29
Inheritance of resistance
Christensen et al. (1929) first showed that resistance to FHB was an inherited
characteristic and observed transgressive resistance among progenies of ‘Marquis’ x
‘Preston’. Hanson et al. (1950) crossed relatively resistant spring wheat cultivars with
more susceptible cultivars and observed transgressive resistance among the progenies
inoculated with a mixture of Fusarium species.
Inheritance of type II resistance in wheat has been extensively studied (Bai et al.
2000b; Bai et al. 1989a; Bai et al. 1990; Ban 2001; Buerstmayr et al. 1999; Liu et al.
1991; Nakagawa 1955). Many investigators consider FHB resistance to be quantitatively
inherited and controlled by many minor genes (Chen 1983; Liao and Yu 1985; Snijders
1990d; Wu 1986; Yu 1990; Yu 1982), some researchers provide evidence of oligogenic
control (Bai et al. 1989a; Bai et al. 1990; Li and Yu 1988; Nakagawa 1955), and others
have shown that the resistance is controlled by a small number of major genes (Yang
1994). The number of major genes varies with varieties and they may have different
effects (Yang 1994). It can be concluded that a few major genes accompanied by some
minor genes control type II resistance (Bai and Shaner 1994; Bai et al. 1989a; Liao and
Yu 1985; Nakagawa 1955; Van Ginkel et al. 1996).
Additive gene effects play a major role in the inheritance of type II resistance to
FHB but non-additive gene effects might also be significant (Bai et al. 2000b; Bai et al.
1993; Bai et al. 1989a; Bai et al. 1989c; Chen 1983; Lin et al. 1992; Snijders 1990a, d;
Wu et al. 1984; Zhang and Pan 1982). Dominance appears to be the most important
component of the non-additive gene effect (Bai et al. 1990; Chen 1983; Snijders 1990d).
Epistatic effects were considered significant in some studies (Bai et al. 2000b; Bai et al.
1993; Snijders 1990a) but not in another (Zhuang and Li 1993). Heritabilities are usually
30
high (Bai et al. 1989c; Chen 1983; Liao and Yu 1985), but there are exceptions (Zhang et
al. 1990).
Using a set of diallel crosses among seven spring and winter genotypes with
different levels of resistance (including ‘Sumai 3’, ‘Xinzhongchang’, and ‘Wangshuibai’),
Lin et al. (1992) indicated that inheritance of resistance to a strain of F. graminearum is
governed by the additive-dominance model with additive gene action being the most
important factor of resistance. The number of genes governing resistance in this
population was estimated to vary from two to four. In an investigation, Singh et al. (1995)
showed that the resistance of ‘Frontana’ is controlled by the additive interaction of a
minimum of three minor genes. In this study transgressive segregants were identified,
indicating that the susceptible (or moderately susceptible) parents also carry one (or two)
minor genes. The combination of these genes with the genes in ‘Frontana’ produced the
progenies with significantly better FHB resistance than that of ‘Frontana’ (Singh et al.
1995). Other classic genetics studies identified two resistance genes in ‘Frontana’, ‘Ning
7840’ (Van Ginkel et al. 1996), ‘WZHHS’, ‘Sumai 3’, and ‘Ning 7840’ (Bai et al. 1990),
and three genes in ‘WSB’ and ‘YGFZ’ (Bai et al. 1990). There is evidence that different
numbers of genes have been proposed in the same resistant cultivar in different studies
(Lu et al. 2001). Kolb et al. (2001) mentioned several possible reasons for these
inconsistent results including polygenic control of FHB resistance in wheat, effect of
different genetic backgrounds, different types of resistance evaluated, genotype and
environment interactions, heterogeneous sources of a resistant parent, or inoculation
techniques used in different studies.
Nakagawa (1955) reported that three pairs of epistatic factors might control FHB
resistance in some wheat cultivars. Major genes at different loci on a chromosome may
31
differ in their effects and may show complementation (Bai and Shaner 1994). Minor
genes may function as modifiers of the major genes, as reported in resistance to stripe rust
(Bai et al. 1989a; Lewellen et al. 1967).
Monosomic or chromosome substitution analysis indicate that resistance genes
from different Chinese and Japanese wheat cultivars are distributed over the entire wheat
genome except on chromosome 1A (Lu et al. 2001). ‘Sumai 3’ has FHB resistance genes
on chromosomes 1B, 2A, 5A, 6D, and 7D (Yu 1982), ‘Wangshuibai’ on chromosomes
4A, 5A, 7A, 7B, and 4D (Liao and Yu 1985), and the cultivar ‘PHJZM’ on chromosomes
6D, 7A, 3B, 5B, and 6B (Yu 1990). The moderately susceptible cultivar ‘HHDTB’ has
resistance genes on chromosomes 5D, 1B, 7B, and 4D (Bai and Shaner 1994) and the
cultivar ‘YGFZ’ on chromosomes 3A and 4D (Yu 1990).
Li and Yu (1988) suggested that disease resistance could be measured in five
ways: incubation period, time required for disease spread from the infection site to the
rachis, daily rate of FHB progress before and after symptoms reach the rachis, and
severity. They concluded that disease spread to the rachis was an important criterion in
disease rating. Resistance at different stages of FHB development might be controlled by
different genes in wheat. Li and Yu (1988) indicated that in cultivar ‘WZHHS’ resistance
genes on chromosomes 1B, 2A, 3D, 4B, 6A, 6D, 6B, 7B, and 7D affected the incubation
period; genes on 3D, 6A, and 7D controlled spread of the fungus from the inoculated
spikelet to the rachis; and genes on 2A, 3D, 4D, 5B, 6B, and 7D were responsible for
spread of the fungus to the entire spike. The accumulation of different resistance genes in
plants that operate at different stages of disease development may enhance the overall
resistance of a cultivar (Bai and Shaner 1994).
32
Resistance to FHB in wheat usually is stable and resistant cultivars show
consistent resistance to almost all isolates of F. graminearum worldwide. Since its release
30 years ago, ‘Sumai 3’ and its derivatives are still the major sources of resistance to FHB
in wheat breeding programs in China (Bai et al. 2003a; Lu et al. 2001) and International
Maize and Wheat Improvement Centre (CIMMYT), Mexico (Bai and Shaner 2004).
These resistance sources have also been extensively tested for FHB resistance in Japan,
the United States, and many European countries with a worldwide collection of F.
graminearum isolates (Bai 1995; Bai et al. 2003a; Ban 2001; Kolb et al. 2001;
Mesterházy 2003). Failure of resistance to FHB in ‘Sumai 3’ source has not been
reported; it is still the best source of type II resistance worldwide (Bai and Shaner 2004).
Although different isolates of Fusarium may differ widely in aggressiveness and
there may be significant interactions between wheat cultivars and pathogen isolates, there
is no evidence for stable pathogen races (Bai and Shaner 1996; Mesterházy 2003;
Snijders and Van Eeuwijk 1991; Wang and Miller 1987), such as those found in cereal
rust fungi, powdery mildew fungi, and some other specialized pathogens. Based on the
test of reaction of wheat cultivars to different species of Fusarium, Mesterházy (1981)
concluded that resistance to certain isolates of F. graminearum as well as to other species
of Fusarium was not strain-specific or species-specific in wheat cultivars. The species of
Fusarium that cause head blight in wheat can infect many other cereals and maize without
showing specialization, and a host-specific, blight-causing Fusarium species has not been
documented to date (Van Eeuwijk et al. 1995). It can be concluded that resistance to FHB
is a horizontal or non-specific nature at least for the most prevalent species like F.
culmorum and F. graminearum (Mesterházy et al. 1999; Snijders and Van Eeuwijk 1991;
Van Eeuwijk et al. 1995). So the resistance genes in ‘Sumai 3’ and other sources of
33
resistance currently used in breeding programs are not expected to be overcome by new
isolates of the pathogen in the near future. However, given the large genetic variability
that exists in Fusarium spp. (Bowden and Leslie 1999), use of at least a few different
resistance genes in a wheat breeding program would be a wise approach (Buerstmayr et
al. 2009).
Pathogen profile (Fusarium graminearum)
The name Fusarium graminearum (teleomorph: Gibberella zeae) was used for a
long time to describe a Fusarium species isolated from head blight affected wheat and
barley (Hordeum vulgare L.), stalk rot affected maize (Zea mays L.), head scab affected
pearl millet [Pennisetum typhoides (Burm f.) Stapf. and C. E. Hubbard.], and crown rot
affected barley, oats (Avena sativa L.), and common wheat grass [Agropyron scabrum (R.
Br.) P. Beauv.]. Later, two naturally occurring and morphologically distinct populations
within F. graminearum were described by Purss (1969; 1971) and Francis and Burgess
(1977). Two populations, originally designated as group 1 and group 2, were based on the
inability or ability of cultures to form perithecia, respectively (Francis and Burgess 1977).
Group 1 heterothallic fungi are normally associated with diseases of the crown while
group 2 homothallic isolates are associated with diseases of aerial parts of plants (Burgess
et al. 1975). Subsequent analysis based on both morphological features and DNA
sequence data has led to renaming of group 1 F. graminearum as Fusarium
pseudograminearum Aoki and O’Donnell (teleomorph: Gibberella coronicola Aoki and
O’Donnell) (Aoki and O'Donnell 1999a, b).
34
Although the former group 2 population, F. graminearum (G. zeae), has the
ability to reproduce both sexually and asexually, and both macroconidia and ascospores
can infect cereal heads (Sutton 1982), the relative proportion of each reproduction system
is not very clear. Since G. zeae isolates are haploid and homothallic, sexual reproduction
can occur either by cross-or self-fertilization, but the relative frequency of outcrossing
and selfing in nature is not well-known. Perithecia are readily produced in culture and on
plant materials in the field as evidenced by the massive amounts of ascospores (Schmale
III et al. 2006; Schmale III et al. 2005). Extensive sexual recombination should increase
the level of variation in the F. graminearum (G. zeae) population (Burdon 1993).
Fusarium graminearum isolates demonstrate high variation in different features
such as genotypic characteristics and phylogenetic profiles, genetic diversity, mycotoxin
production and trichothecene chemotypes, pathogenicity/aggressiveness, vegetative
compatibility groups (VCGs), and phenotypic characteristics. Better understanding of the
pathogen profile is a key approach to deal with FHB and to employ appropriate strategies
for disease control.
Molecular phylogenetics and the Fusarium graminearum complex
The FHB primary pathogen, F. graminearum (G. zeae), was thought to be a single
species spanning six continents until the genealogical concordance phylogenetic species
recognition (GCPSR) approach (Taylor et al. 2000) was used to investigate species limits
using a global collection of FHB causing fungal isolates (O'Donnell et al. 2000; Ward et
al. 2002). Results of the phylogenetic analysis using DNA sequences of six nuclear genes
(7.1 kb) from 99 isolates of the F. graminearum, collected from a variety of substrates
from around the world, revealed seven biogeographically structured lineages within F.
35
graminearum clade (referred to as the Fg clade) (O'Donnell et al. 2000). This suggests
that the lineages within the Fg clade represent phylogenetically distinct species among
which gene flow has been limited during their evolutionary history (O'Donnell et al.
2000). Using a 19-kb region of the trichothecene gene cluster from 39 isolates of F.
graminearum representing the global genetic diversity of species in the Fg clade, Ward et
al. (2002) identified all seven aforementioned lineages plus a new one named lineage 8
within the Fg clade.
O’Donnell et al. (2004) investigated species limits within the Fg clade through
phylogenetic analyses of DNA sequences from portions of 11 nuclear genes (13.6 kb) and
identified the eight previously known and a new phylogenetically distinct lineages
(species) within the Fg clade. The 1–9 lineage designations used formerly have been
abandoned as they were assigned new species names as follows: [1] Fusarium
austroamericanum, [2] Fusarium meridionale, [3] Fusarium boothii, [4] Fusarium
mesoamericanum, [5] Fusarium acaciae-mearnsii, [6] Fusarium asiaticum, [7] Fusarium
graminearum, [8] Fusarium cortaderiae, and [9] Fusarium brasilicum (O'Donnell et al.
2004).
By employing more isolates of Fg clade and use of phylogenetic analysis of
multilocus DNA sequence data from 13 genes (16.3 kb) together with analyses of their
morphology, pathogenicity to wheat, and trichothecene toxin potential, Starkey et al.
(2007) introduced two novel species within F. graminearum species complex: Fusarium
vorosii and Fusarium gerlachii. Later two new species including Fusarium aethiopicum
from Ethiopia (O'Donnell et al. 2008) and Fusarium ussurianum from the Russian Far
East (Yli-Mattila et al. 2009) were reported.
36
So, the previously known F. graminearum ‘group 2’ is now known to be a
monophyletic species complex consisting of at least 13 separate phylogenetic species.
These new species have different geographic distributions, differ in production of
trichothecene mycotoxins, and may differ in their ability to cause disease on particular
crops (Cumagun et al. 2004; O'Donnell et al. 2000; O'Donnell et al. 2004).
The name F. graminearum (former lineage 7 in the Fg clade) which corresponds
to the teleomorph G. zeae, was assigned to the major causal agent of FHB in wheat and
barley, and appears to have a cosmopolitan distribution (O'Donnell et al. 2004). It looks
to be the predominant species in the Fg clade found in Canada (K. O’Donnell, Pers.
Comm.), USA (Burlakoti et al. 2008; Zeller et al. 2003, 2004), Argentina (Ramirez et al.
2007), and central Europe (Tóth et al. 2005). Fusarium graminearum sensu stricto
isolates have also been detected from New Zealand (Monds et al. 2005) and several Asian
countries, including China (Gale et al. 2002), Japan (Karugia et al. 2009; Suga et al.
2008), and Korea (Lee et al. 2009). Fusarium asiaticum is predominantly found in Asia
(Gale et al. 2005; Gale et al. 2002; Karugia et al. 2009; Lee et al. 2009; O'Donnell et al.
2004; Suga et al. 2008) but has also been identified in very low numbers from samples
originating from Brazil and the United States (Gale et al. 2005). Fusarium
mesoamericanum is endemic to Central America, while F. acaciae-mearnsii appears to be
endemic to Australia or less likely Africa (O'Donnell et al. 2004). Fusarium meridionale,
F. brasilicum, F. austroamericanum, and F. cortaderiae are endemic to South America,
but the endemic area of F. boothii is problematic given its distribution in Africa, Mexico,
and Mesoamerica (O'Donnell et al. 2004).
Although the description of these species and the nomenclature system is yet to
receive widespread acceptance (Miedaner et al. 2008), demonstration of fertile crosses
37
between lineage 7 and all other lineages and also between some others (Bowden et al.
2006) questions the validity of species designation for the interfertile lineages. However,
inter-lineage hybridization must have been a rare event; otherwise the lineages could not
have been established (Miedaner et al. 2008).
Genetic diversity of Fusarium graminearum populations
A population is defined as a group of individuals originating from a limited
geographical area which are sharing a common gene pool (McDonald and McDermott
1993). Genetic diversity of a population is the result of all evolutionary processes that
have influenced a population (McDonald and Linde 2002). Recombination, gene flow,
and mutation increase genetic diversity, while selection and genetic drift decrease it.
Understanding the nature of genetic diversity within populations, the level of population
subdivision, and its association with phenotypic traits such as aggressiveness and
mycotoxin production is essential to help in predicting the evolutionary potential of FHB
pathogens with measures for disease control.
Recombination is the most obvious mechanism to shuffle and maintain high
genetic diversity in populations (Miedaner et al. 2008). In F. graminearum, sexual
recombination has been observed under laboratory conditions with a moderate level of
outcrossing (Bowden and Leslie 1999), but under field conditions it is inferred only from
high genotypic diversity which is detected using VCGs and molecular markers and by
population estimates like linkage disequilibrium (Miedaner et al. 2008). Questions
regarding sexual recombination can only be addressed if outcrossing is observed in the
population (Gale et al. 2002). Even rare outcrossing events may contribute significantly to
genetic diversity (Leslie and Klein 1996).
38
Gene flow breaks down boundaries that could isolate populations and introduces
new genetic diversity into agricultural fields (McDonald and Linde 2002). The exchange
of both genes and genotypes can contribute to gene flow between populations. Dispersal
of sexual and asexual propagules plays an important role in gene flow to keep the genetic
diversity in F. graminearum high (Miedaner et al. 2008).
Most studies have revealed a high level of genetic diversity in F. graminearum
within individual field populations or populations sampled across a large-scale
geographical zone. Using random amplified polymorphic DNA (RAPD) primers applied
to 72 isolates of F. graminearum collected from three provinces of Canada (Quebec,
Ontario, and Prince Edward Island), Dusabenyagasani et al. (1999) showed that all
isolates were genetically distinct and most of the genetic variability among the isolates
was explained by within-region variation. Carter et al. (2000) analyzed a collection of 62
F. graminearum isolates from maize, wheat, and rice from different locations in Nepal
using molecular markers, and detected variation within the collection. Miedaner et al.
(2001) detected high genetic variation within four field populations of F. graminearum
from Germany, Hungary, and Canada using polymerase chain reaction (PCR)-based
fingerprinting. In another study, Miedaner et al. (2001) found 84% of the molecular
variance within a sampling area of approximately 1 m2. All 225 isolates of the Fg clade
collected from four wheat fields in Zhejiang, China belonged to F. asiaticum but there
was high genotypic variation among the isolates (Gale et al. 2002). In Canadian F.
graminearum populations, 92–97% (Mishra et al. 2004) and 75% (Fernando et al. 2006)
of the molecular variation was associated with differences among isolates within
populations. On the other hand, Ouellet and Seifert (1993) characterized F. graminearum
isolates from Canada using RAPD and PCR, and demonstrated a relatively low amount of
39
genetic diversity among the isolates tested which could not be grouped according to host
or geographic origin.
Analysis of biodiversity and phylogeny of F. graminearum isolates originating
from Russia, China, Germany, and Finland using isozyme variation, β-tubulin and
intergenic spacer (IGS) sequences demonstrated a high level of genetic diversity among
the isolates (Gagkaeva and Yli-Mattila 2004). High genotypic variation has also been
found among the isolates of F. graminearum from USA (Walker et al. 2001), Australia
(Akinsanmi et al. 2006), and Europe (Waalwijk et al. 2003).
Amplified fragment length polymorphism (AFLP) analysis of large numbers of G.
zeae isolates from different populations collected across USA indicated that all
populations of the pathogen belonged to F. graminearum sensu stricto, and that the
genetic identity among the populations and the estimated effective migration rate were
high (Zeller et al. 2003, 2004). It is concluded that a large, homogeneous, interbreeding
population of the pathogen is present over USA; genetic diversity results from a
continuous recombination among inocula in the atmosphere which are most likely from
multiple origins over large geographical distances (Zeller et al. 2003, 2004). Although the
New York atmospheric populations of G. zeae were genotypically diverse, they were
genetically similar and potentially part of a large, interbreeding population of the
pathogen in North America (Schmale III et al. 2006). When New York populations were
compared with those collected across the United States, the observed genetic identities
among the populations was high. However, there was a significant negative correlation
between genetic identity and geographic distance, suggesting that some genetic isolation
may occur on a continental scale (Schmale III et al. 2006). Variable number tandem
repeat (VNTR) markers showed that all populations sampled from barley, wheat, potato,
40
and sugar beet in the upper Midwest of the United States were assigned to F.
graminearum sensu stricto, but gene and genotype diversity were high in all populations
(Burlakoti et al. 2008).
Furthermore, little or no population subdivision has been observed among the
isolates of F. graminearum sampled from fields separated by hundreds of kilometres in
Europe (Naef and Defago 2006), China (Gale et al. 2002), and Canada (Fernando et al.
2006).
Based on AFLP analysis of 113 isolates of the Fg clade collected from Argentina,
all isolates were assigned to F. graminearum sensu stricto, but a high genotypic variation
was detected among the isolates (Ramirez et al. 2007). Using sequence characterized
amplified regions (SCARs) and AFLP analyses of 437 Fg complex isolates from wheat
spikes in China, two species of Fusarium were recovered: F. graminearum sensu stricto
mainly from wheat growing in the cooler regions and F. asiaticum from warmer regions
(Qu et al. 2008). However, more diversity was detected by AFLP, revealing several
subgroups within each species.
AFLP and PCR analysis of 356 isolates of Fg complex from rice in Korea showed
that 333 isolates belonged to F. asiaticum and 23 isolates to F. graminearum sensu stricto
(Lee et al. 2009). Most isolates of the Fg complex sampled from a 500-m2 experimental
wheat field in Kumamoto Prefecture, Japan were classified as F. asiaticum with high
gene diversity; only four isolates were classified as F. graminearum sensu stricto
(Karugia et al. 2009).
Populations of F. graminearum are highly flexible in adapting to their
environments. Impressive changes from F. culmorum to F. graminearum have been
reported in the last decade in the Netherlands (Waalwijk et al. 2003), southern (Obst et al.
41
1997) and northern Germany (Miedaner et al. 2008), and south-west of England and
south Wales (Jennings et al. 2004). The specific causes for these changes are unclear,
however, the rapid evolutionary changes on large geographical scales demonstrate the
high genetic flexibility of these fungal populations (Miedaner et al. 2008). However, the
shift from F. graminearum to F. culmorum may have significant consequences for cereal
production as F. graminearum is generally regarded to be more damaging pathogen than
F. culmorum in terms of both yield loss and mycotoxin production (Jennings et al. 2004).
Mycotoxin production and trichothecene chemotypes
Fusarium head blight of cereals may result in contamination of cereal grains with
mycotoxins such as trichothecenes and estrogenic toxins (Bai and Shaner 1994;
Desjardins et al. 1996; Marasas et al. 1984; McMullen et al. 1997; Miller et al. 1991;
Parry et al. 1995; Snijders 1990b; Sutton 1982; Tuite et al. 1990). The trichothecenes
produced by Fusarium are divided into two broad categories based on the presence (Btrichothecenes) or absence (A-trichothecenes) of a keto group at the C-8 position of the
trichothecene ring (Ueno et al. 1973). All Fg clade species are B-trichothecene producers
(Ward et al. 2002). Trichothecenes are synthesized by a complex biosynthetic pathway
that requires the coordinated expression of more than 14 trichothecene (Tri) genes
(Peplow et al. 2003). Except the 3-O-acetyltransferase (Tri101) gene (Kimura et al.
1998), all other trichothecene genes are localized within a gene cluster (Brown et al.
2001). In F. graminearum, the ultimate product of the pathway is nivalenol (NIV); 4deoxynivalenol (DON) is a pathway intermediate product (Lee et al. 2002).
Large variation for type and amount of mycotoxin production has been found in
collections of F. graminearum isolates from different regions (Gang et al. 1998; Miedaner
42
et al. 2000). Under normal cultural conditions, a high variation in zearalenone production
has been reported among the isolates of G. zeae (Caldwell 1968; Cullen et al. 1982;
Eugenio 1968). Fifteen Canadian isolates of F. graminearum varied for ergostrol and
mycotoxin production (Gilbert et al. 2001). Significant differences were found in in vitro
production of DON and zearalenone among 66 isolates of F. graminearum collected from
North Carolina (Walker et al. 2001). There are other reports describing variation in
mycotoxin production among the isolates (Atanassov et al. 1994; Goswami and Kistler
2005; Walker et al. 2001).
Based on the type of trichothecenes produced, Ichinoe et al. (1983) reported two
chemotaxonomic groups of G. zeae isolated from wheat and barley in Japan: (i) nivalenol
and fusarenon-X producers and (ii) deoxynivalenol and 3-acetyldeoxynivalenol
producers. Both groups were also identified among the isolates from wheat, barley, and
cockspur in Italy (Logrieco et al. 1988) and wheat and maize in Australia (Blaney and
Dodman 1988). Further differentiation was detected within F. graminearum with the
identification of 15-acetyldeoxynivalenol, a new derivative of deoxynivalenol (Miller et
al. 1983).
Miller et al. (1991) identified three strain-specific profiles of trichothecene
chemotypes within F. graminearum: chemotype I (DON chemotype) produced DON
and/or its acetylated derivatives, while chemotype II (NIV chemotype) produced
nivalenol and/or its diacetylated derivatives. Furthermore, isolates of chemotype I were
subclassified into two types: chemotype IA (3-ADON chemotype) which produced DON
and 3-ADON metabolites, and chemotype IB (15-ADON chemotype) which produced
DON and 15-ADON metabolites (Miller et al. 1991).
43
DON-producing isolates of F. graminearum appear to occur more frequently than
NIV-producing isolates in many parts of the world: isolates of the pathogen collected
from soil or cereals in the United States were classified mainly as 15-ADON producers
(Abbas et al. 1986; Abramson et al. 1993; Gale et al. 2007; Mirocha et al. 1989),
Argentinean isolates of the pathogen collected from wheat as DON, 15-ADON, and 3ADON producers (Faifer et al. 1990), Uruguayan isolates from barley as chemotype IB
(DON/15-ADON) (Pineiro et al. 1996), European isolates from wheat spikes mostly as
DON producers (Waalwijk et al. 2003), Korean isolates from corn and barley as 15ADON and NIV chemotypes (Moon et al. 1999; Seo et al. 1996), and the isolates
collected from soil or cereals in China, Australia, New Zealand, Norway, and Poland
mainly as 3-ADON producers (Mirocha et al. 1989). In other studies, the majority of
isolates of F. graminearum collected from England and Wales (Jennings et al. 2004),
central Europe (Tóth et al. 2005), and China (Ji et al. 2007) were recognized as 15-ADON
chemotype. Ramirez et al. (2006) recognized all isolates of the pathogen gathered from
wheat as DON producers (Ramirez et al. 2006). In an investigation conducted by Guo et
al. (2008) on two wheat cultivars in 15 locations in Manitoba, Canada, from 2004 to
2005, the percentages of 3-ADON and 15-ADON chemotypes ranged from 0 to 95.7 and
4.3 to 100%, respectively. However, in Japan (Ichinoe et al. 1983; Suga et al. 2008),
Korea (Kim et al. 1993), and Iran (Haratian et al. 2008) NIV-producing isolates appeared
to be predominant.
There have also been published the results of investigations conducted exclusively
on trichothecene chemotyping of Fg clade and F. graminearum sensu stricto isolates.
Most of 712 F. graminearum sensu stricto isolates gathered from nine states of the United
States belonged to 15-ADON chemotype, but genetically divergent groups of isolates
44
mainly as 3-ADON chemotype were also identified in some locations of Minnesota and
North Dakota (Gale et al. 2007). They cited it as a reason to reject the hypothesis that F.
graminearum sensu stricto in the United States consists of a single population.
Phylogenetic analyses and trichothecene chemotyping of 298 isolates of Fg clade
collected from wheat and barley in Japan revealed the presence and differential
distribution of F. graminearum sensu stricto and F. asiaticum in Japan, and different
chemotype compositions among the isolates: all isolates of F. graminearum sensu stricto
were of a 15- or 3-ADON chemotype, while most isolates of F. asiaticum were of NIV
chemotype (Suga et al. 2008). Chemical analyses of trichothecenes in 356 isolates of the
Fg complex from rice in Korea showed that 325 and 31 isolates had nivalenol and
deoxynivalenol, respectively (Lee et al. 2009). PCR assays of 82 isolates of the Fg clade
obtained from wheat kernels in Brazil to characterize the trichothecenes present showed
that 76 isolates were of the 15-ADON chemotype, 6 isolates of the NIV chemotype, and
none of the isolates were of the 3-ADON chemotype. DNA sequence analysis suggested
that the 15-ADON and NIV chemotype isolates were F. graminearum sensu stricto and
F. meridionale, respectively (Scoz et al. 2009). Out of a total of 183 Fg complex isolates
from Japan, 80 isolates were of the NIV type, while 103 isolates, including all four F.
graminearum sensu stricto isolates, were of the 3-ADON type, and no 15-ADON type
isolate was detected (Karugia et al. 2009). Analysis of the trichothecene chemotype
distribution among the isolates of F. graminearum sensu stricto from wheat in Argentina
revealed that 15-acetyldeoxynivalenol was the most common chemotype (Alvarez et al.
2009).
Recently a significant shift from DON- to NIV-producing F. graminearum in
northwestern Europe (Waalwijk et al. 2003) and from the original 15-ADON to 3-ADON
45
chemotype in North America (Ward et al. 2008) has been demonstrated. Analysis of FHB
pathogen diversity in North America in 2008 revealed that there was a significant
population structure associated with trichothecene chemotypes and that 3-ADON
producing F. graminearum isolates are prevalent (Ward et al. 2008). In western Canada
for example, the 3-ADON chemotype frequency increased more than 14-fold between
1998 and 2004 (Ward et al. 2008).
By analysis of a large field population of F. graminearum (>500 isolates) from
Nepal using SCARs, Desjardins et al. (2004) identified three groups that were genetically
distinct and polymorphic for trichothecene production: DON producers, NIV producers,
and DON and NIV producers. They reported that the ability to cause FHB differed
between SCAR groups and trichothecene chemotypes: DON producers were more
virulent than NIV producers. There are also several reports supporting that DONproducing isolates are more aggressive toward plants than NIV-producing isolates
(Cumagun et al. 2004; Desjardins et al. 2004; Goswami and Kistler 2005; Logrieco et al.
1990; Miedaner et al. 2000; Muthomi et al. 2000). The relationship between chemotype
and pathogenicity has not been established (Logrieco et al. 1990; Perkowski et al. 1997)
but Carter et al. (2002) reported the influence of mycotoxin chemotype in determining
pathogenicity of isolates at the seedling stage on a particular host. In a test of 31 isolates
belonging to eight species of the Fg clade, pathogenicity was not influenced by the type
of mycotoxin produced, but a significant correlation was observed between the amount of
the dominant trichothecene (DON and its acetylated forms or NIV) produced and the
level of aggressiveness on wheat (Goswami and Kistler 2005).
The chemotype differences may have important fitness consequences for the fungi
(Alexander et al. 1998; Kimura et al. 1998). Although DNA sequence analysis indicates
46
that NIV production is an ancestral trait, the worldwide distribution of DON and of DONproducing isolates of F. graminearum today suggests that DON production may have
some selective advantage for this pathogen (Desjardins et al. 2004). This may also be true
for the ability of 3-ADON and 15-ADON chemotypes to dominate ecological zones. The
isolates from 3-ADON populations produced more trichothecene and had higher
reproductivity and growth rates compared to the isolates from the 15-ADON populations
(Ward et al. 2008).
Trichothecene chemotypes do not correlate highly with the Fg clade phylogeny
(O'Donnell et al. 2000; Ward et al. 2002), indicating that each of these chemotypes has
multiple independent evolutionary origins or that their evolutionary history is different
from what is predicted by the Fg clade phylogeny (Ward et al. 2002). Mycotoxin analysis
of New Zealand Fg clade isolates showed that F. graminearum sensu stricto isolates
produced either NIV or DON, but F. cortaderiae isolates produced only NIV (Monds et
al. 2005). Analysis of 299 isolates of the Fg clade representing all regions in China
showed that 231 isolates were from F. asiaticum with 3-ADON, 15-ADON, and NIV
chemotypes and 3-ADON being the predominant chemotype. However, 68 isolates
assigned to F. graminearum sensu stricto consisted only of the 15-ADON chemotype
(Zhang et al. 2007).
Variation in pathogenicity/aggressiveness
A large variation in pathogenicity of G. zeae isolates, from non-pathogenic to
consistently pathogenic, has been reported in field trials (Cullen et al. 1982). Walker et al.
(2001) observed significant differences in pathogenicity among F. graminearum isolates
collected from North Carolina. Using coleoptile and floret inoculations for pathogenicity
47
assays, Wu et al. (2005) observed significant differences in pathogenicity among the 58
isolates of F. graminearum from China and detected a high positive correlation between
coleoptile and floret inoculations.
High variation in aggressiveness has also been found among F. graminearum
isolates from different geographical regions (Akinsanmi et al. 2004; Bai and Shaner 1996;
Mesterházy 1984; Miedaner et al. 1996, 2000 #224; Muthomi et al. 2000). Miedaner and
Schilling (1996) reported significant variation for aggressiveness among the isolates of F.
graminearum from a single field. A significant quantitative variation for aggressiveness
was observed within the individual field populations of F. graminearum from Germany
and among the isolates from a world collection tested on young winter rye in the
greenhouse (Miedaner et al. 2001). Gilbert et al. (2001) observed high variation in
aggressiveness among Canadian isolates of F. graminearum, with disease severity
ranging from 17.2 to 39.1 for single-floret injection and 39.1 to 69.0 for spray
inoculation. All F. graminearum isolates from central Europe were found to be highly
pathogenic in in vitro aggressiveness tests (Tóth et al. 2005). There are more reports
describing variation in aggressiveness among the isolates of F. graminearum (Cumagun
et al. 2004; Goswami and Kistler 2005; Xue et al. 2004).
Vegetative compatibility groups (VCGs) and phenotypic variation
Vegetative compatibility groups (VCGs) have been used in fungal pathogens to
assess the level of pathogen variability and obtain additional insights into their population
structure (Leslie 1993). VCG variation is very high within F. graminearum even at the
local level.
48
Bowden and Leslie (1992) found 24 different VCGs among 24 isolates of F.
graminearum collected from 23 wheat fields in Kansas, USA. In another investigation, 19
VCGs were detected among 26 isolates sampled from wheat spikes in a 0.25 m2 section
of a single wheat field (Bowden and Leslie 1994), indicating that F. graminearum
infecting wheat is genetically highly variable even within a very small area. Similarly,
McCallum et al. (2001) identified 34 VCGs among 43 isolates of F. graminearum
collected from barley spikes throughout Manitoba.
Diversity in VCGs have been detected among the isolates of F. graminearum
from Canada (Fernando et al. 2006; Gilbert et al. 2001; McCallum et al. 2001), USA
(Bowden and Leslie 1994; Zeller et al. 2003), Argentina (Ramirez et al. 2006), China
(Chen et al. 2007b), Korea (Moon et al. 1999), and Iran (Naseri et al. 2000).
Mapping of QTLs for fusarium head blight resistance
Plant material
In quantitative trait loci (QTL) mapping, segregating populations derived from a
cross of contrasting parents are used. Frequently used populations are recombinant inbred
lines (RIL), doubled haploid (DH) lines, or populations derived from backcrosses. Use of
introgression lines or intervarietal substitution lines developed by a backcrossing method
and other sets of genotypes such as cultivars, breeding lines, or introduced germplasm is
another option (Buerstmayr et al. 2009).
In QTL mapping the basic principle is to detect correlations between genotypes
and phenotypes in a population or sample of individuals on the basis of linkage
disequilibrium (Breseghello and Sorrells 2006; Gupta et al. 2005; Rostoks et al. 2006).
49
Phenotyping
In this procedure the goal is to determine the level of genetic resistance of every
line in the mapping population as precisely as possible. The level of FHB in wheat
genotypes is determined by the host resistance factors, the pathogen aggressiveness, and
the environment. The influence of environment on disease establishment and
development can lead to significant genotype-by-environment (GxE) interactions
(Campbell and Lipps 1998; Fuentes et al. 2005), which may significantly bias QTL
estimates (Ma et al. 2006a). Field and/or greenhouse evaluations are conducted under
optimum environmental conditions for disease development to detect the real reaction of
genotypes in experiments. A uniform inoculation method, inoculum pressure,
experimental condition during disease development, and scoring method are applied to all
genotypes of the mapping population during QTL studies.
Type I resistance is more difficult to evaluate and therefore fewer reports have
been published on the QTLs controlling type I resistance (Buerstmayr et al. 2009). As an
indicator of type I resistance, disease incidence (percentage of spikes with disease
symptoms) is measured in spray or naturally inoculated plots or pots. As a scale for type
II resistance, disease severity (percentage of diseased spikelets per unit area) is typically
measured following single-floret inoculation, conidial spray or grain-spawn inoculation.
Other disease-related traits including level of mycotoxins (mostly DON), percentage of
FDK in harvested samples, and amount of yield or yield components relative to noninoculated controls are usually measured using relevant scoring methods.
Morphological and developmental characteristics such as plant height (Draeger et
al. 2007; Klahr et al. 2007; Mesterházy 1995; Paillard et al. 2004; Schmale III et al.
2005), head compactness (Schmale III et al. 2005), flower opening (Gilsinger et al. 2005),
50
or heading date (Klahr et al. 2007; Miedaner et al. 2006; Wilde et al. 2007) may affect the
response of genotypes to the pathogen. Separating pleiotropic effects of genes involved in
morphological or developmental traits on FHB reaction from the effects of true resistance
genes which may be linked to such morphological or developmental genes is not always
easy and sometimes causes difficulty in QTL mapping (Buerstmayr et al. 2009). The
choice of the pathogen species or isolates for inoculation has also been discussed.
The number of lines in the mapping population is very important. It has been
shown that using more lines is always better than using fewer lines (Beavis 1998) and a
limited population size may lead to underestimation of QTL number, overestimation of
QTL effects, and failure to quantify QTL interactions (Vales et al. 2005a). If QTL of
moderate to small individual effects contribute to trait expression, a large number of lines
are needed for precise QTL estimation (Vales et al. 2005b). Although more than 300 lines
would be desirable to map quantitative traits controlled by multiple loci, because of
practical limitations, more than 300 lines are rarely used in QTL mapping in plants
(Melchinger et al. 2004; Schön et al. 2004). Most studies to date have used 100–200 lines.
Populations of less than 100 lines are considered too low to detect anything except large
effect QTLs for FHB resistance (Buerstmayr et al. 2009).
The number and design of the phenotyping experiments is very important in
successful QTL mapping. At least two independent experiments (locations or years) are
necessary to estimate the repeatability of the resistance evaluation and determine the
stability of QTL estimates across environments (Buerstmayr et al. 2009).
51
Genotyping
Genotypic information of each line in the mapping population is obtained using
different molecular markers. The type and number of markers applied depends on the
equipment and resources available.
The first DNA marker generation exploited is called restriction fragment length
polymorphisms (RFLPs). The main advantages of RFLP markers are their codominance
and high reproducibility (Weising et al. 2005). During the 1990s, RFLPs were very
popular, but PCR-based markers have become dominant in recent years. RAPD, DNA
amplification fingerprinting (DAF), and arbitrary primed PCR (AP-PCR) all use primers
of arbitrary nucleotide sequence to amplify anonymous PCR fragments from genomic
template DNA (Weising et al. 2005). The RAPD procedure introduced by Williams et al.
(1990), is technically the simplest version and is independent of any prior DNA sequence
information. Despite a number of drawbacks, RAPDs are still widely used.
Microsatellites, also known as simple sequence repeats (SSRs), consist of tandemly
repeated short DNA sequence motifs. They frequently are size-polymorphic in a
population, due to a variable number of tandem repeats (Weising et al. 2005). The
popularity of nuclear microsatellites originates from several important advantages
including their codominant inheritance, high abundance, enormous extent of allelic
diversity, and the ease of assessing size variation by PCR with pairs of flanking primers
(Weising et al. 2005). AFLP technology represents a combination of RFLP analysis and
PCR. AFLP can be applied to all organisms without previous sequence information and
generally results in highly informative fingerprints (Weising et al. 2005). It is one of the
most popular and powerful technologies to detect DNA polymorphism. Other techniques
such as cleaved amplified polymorphic sequences (CAPS), SCARs, microsatellite-primed
52
PCR (MP-PCR), target region amplification polymorphism (TRAP), randomly amplified
microsatellites (RAMS), secondary digest AFLP (SDAFLP), and single-strand
conformation polymorphism (SSCP) may be used to detect DNA variation. Markers
based on single nucleotide polymorphisms (SNPs) may become more popular in the
future (Buerstmayr et al. 2009).
Adequate number and appropriate choice of markers should be considered in QTL
mapping to achieve full coverage of the genome (e.g. no gaps >20 cM) especially in the
suspected QTL regions. Although any part of the wheat genome can be mapped using a
thousand SSR markers which are now available in the public domain, the development of
a dense map in hexaploid wheat is still demanding (Buerstmayr et al. 2009).
Molecular markers tightly linked to resistance genes provide a powerful
alternative tool for tracing resistance genes (Bai et al. 2003b). Exploitation of molecular
markers associated with FHB resistance genes has mainly focused on type II FHB
resistance (Anderson et al. 2001; Bai et al. 1999; Buerstmayr et al. 2002; Waldron et al.
1999; Yang et al. 2003; Zhou et al. 2002). Development of DNA marker-assisted
screening for the presence of resistance genes may make selection for resistance more
efficient in breeding programs (Bai et al. 1999; Kolb et al. 2001).
QTLs for FHB resistance
A broad spectrum of FHB sources of resistance from spring wheat, winter wheat,
tetraploid wheat, and wild relatives of wheat have been used for QTL mapping to find and
use QTLs for resistance to FHB in wheat breeding programs.
53
QTLs from Sumai 3 and its derivatives
The first two QTL mapping studies which published by Waldron et al. (1999) and
Bai et al. (1999) were both based on populations derived from Chinese cultivars with high
type II resistance to FHB. Waldron et al. (1999) found five QTLs associated with type II
resistance in a RIL mapping population derived from a cross between ‘Sumai 3’
(resistant) and ‘Stoa’ (moderately susceptible) in single-floret-inoculated greenhouse
tests. The QTL with the largest effect, originated from ‘Sumai 3’ and mapped to
chromosome 3BS, was designated as Qfhs.ndsu-3BS. Two other major effect QTLs,
derived from ‘Stoa’ and mapped to chromosomes 2AL and 4BL, and two minor effect
QTLs derived from ‘Sumai 3’ and mapped to separate regions on chromosome 6BS were
detected. Bai et al. (1999) identified 11 AFLP markers tightly linked to a major QTL for
type II resistance on chromosome 3BS in a RIL population derived from ‘Ning
7840’/‘Clark’ which was evaluated using single-floret inoculation in the greenhouse.
‘Ning
7840’
is
a
‘Sumai
3’-derived
resistant
parent
with
the
pedigree
‘Aurora’/‘Anhui11’//‘Sumai 3’ and ‘Clark’ is extremely susceptible to disease spread in
the spike. The aforesaid QTL was also associated with low DON accumulation in infected
kernels (Bai et al. 2000a).
In two RIL populations of wheat including ‘Sumai 3’ x ‘Stoa’ and ‘ND2603’
(‘Sumai 3’ x ‘Wheaton’) x ‘Butte 86’ evaluated in single-floret-inoculated greenhouse
tests, Anderson et al. (2001) detected two ‘Sumai 3’-derived QTLs for type II resistance
consist of the Qfhs.ndsu-3BS major QTL and a QTL on chromosome 6BS in both
populations, of which Qfhs.ndsu-3BS QTL explained 41.6% and 24.8% of phenotypic
variation in two populations, respectively. The authors also detected two new QTLs on
chromosomes 3AL and 6AS in ‘ND2603’/‘Butte 86’ population and two other QTLs on
54
chromosomes 2AL and 4BS originating from ‘Stoa’ in ‘Sumai 3’ x ‘Stoa’ population, all
for type II resistance. In another RIL population of wheat from the cross ‘Sumai 3’ x
‘Stoa’ evaluated for kernel shattering (KS) and FHB in field trials, Zhang and Mergoum
(2007) revealed four QTLs for FHB infection on chromosomes 2B, 3B, and 7A, three of
them (on 2B and 7A) coincided with and/or linked to the KS QTLs with opposite allele
effects in the corresponding genomic regions, which may explain the negative correlation
(r = -0.29 and P < 0.01) between the KS and FHB infection.
Buerstmayr et al. (2002; 2003a) used RFLP, AFLP, and SSR markers to map
QTLs for type I and type II FHB resistance in the field in a DH population derived from
‘CM-82036’ x ‘Remus’, in which ‘CM-82036’ was a selection from the cross of ‘Sumai
3’x‘Thornbird’ from the CIMMYT wheat program. They detected two QTLs for
resistance to visual disease severity on chromosomes 3B (Qfhs.ndsu-3BS) and 5A
(Qfhs.ifa-5A) which explained 29 and 20% of the phenotypic variation in the population,
respectively. These QTLs plus an additional QTL detected on 1B all originated from
‘CM-82036’. Using spray inoculations, the effects of Qfhs.ndsu-3BS and Qfhs.ifa-5A
were in a comparable range, but by use of single-floret inoculation, Qfhs.ndsu-3BS
showed a much larger effect than Qfhs.ifa-5A (Buerstmayr et al. 2002; Buerstmayr et al.
2003a). Based on their results from experiments using different inoculation methods, they
concluded that Qfhs.ifa-5A may contribute mainly to type I resistance and to a lesser
extent to type II resistance, whereas Qfhs.ndsu-3BS appears to play a role primarily in
type II resistance (Buerstmayr et al. 2003a). Similar conclusions were drawn by Chen et
al. (2006) who evaluated a ‘W14’ x ‘Pioneer Brand 2684’ DH population and found that
the 3BS QTL had a larger effect on resistance than the 5AS QTL in the single-floretinoculated greenhouse test, whereas, the 5AS QTL had a larger effect in the spray55
inoculated field experiment. The QTLs on 3B and 5A were also detected in five different
breeding populations with ‘CM-82036’ as a resistant parent (Angerer et al. 2003). Using
SSR and AFLP markers in a ‘Ning 7840’/‘Clark’ RIL population evaluated in singlefloret-inoculated greenhouse experiments, Zhou et al. (2002) detected one major QTL on
3BS and two QTLs with minor effects on 2BL and 2AS, all derived from ‘Ning 7840’
and all for type II resistance.
Using polymorphic SSR primers, in a DH population derived from ‘Wuhan1’/‘Maringa’ which later was corrected to‘Wuhan-1’/‘Nyu Bai’ (McCartney et al. 2007),
Somers et al. (2003) detected three QTLs on chromosomes 2DL, 3BS, and 4B for type II
resistance in the single-floret-inoculated test in the greenhouse and two QTLs on
chromosomes 2DS and 5AS for low DON content in the field. QTLs on 2DL and 3BS
reduced disease severity by 32% in the greenhouse, QTLs on 3BS and 4B showed a 27%
decrease in FHB in the field, and QTLs on 3BS and 5AS significantly reduced DON
accumulation in harvested grains from field.
Yang et al. (2005b) evaluated a DH population from the cross of ‘DH181’ (a
resistant line selected from the cross of ‘Sumai 3’ x ‘HY368’) and ‘AC Foremost’
(susceptible cultivar) in the field (spray inoculation) and greenhouse (single-floret
inoculation), and reported seven QTLs for type I resistance, four QTLs for type II
resistance, and six QTLs for resistance to kernel infection. QTLs on 2DS, 3BS, and 6BS
were associated with all three traits.
Recently, Ma et al. (2006b) found a major QTL on 3BS and smaller effect QTLs
on 2D, 4D, and 6A for resistance to disease severity in a RIL population from the cross of
‘CS-SM3-7ADS’ (a ‘Chinese Spring’-‘Sumai 3’ chromosome 7A substitution line which
is highly resistant to FHB) and ‘Annong 8455’ (a FHB susceptible cultivar) evaluated in
56
the field and greenhouse using point inoculation. All QTLs were derived from ‘CS-SM37ADS’.
Because of its high breeding potential, the chromosomal segment covering
Qfhs.ndsu-3BS was further fine mapped with AFLP, sequence tagged sites (STS), and
SSR markers for marker-assisted selection (Cuthbert et al. 2006; Guo et al. 2003; Liu and
Anderson 2003a; Liu and Anderson 2003b; Liu et al. 2006). Lemmens et al. (2005) found
that wheat lines carrying Qfhs.ndsu-3BS were able to convert DON into the less
phytotoxic DON-3-O-glycoside and hypothesized that Qfhs.ndsu-3BS either encodes a
DON-glucosyltransferase or regulates the expression or activity of such an enzyme.
The Qfhs.ndsu-3BS QTL was recently re-named Fhb1 (Liu et al. 2006). In high
resolution mapping populations segregating for Fhb1, this locus was mapped as a single
Mendelian gene with high precision (Cuthbert et al. 2006). Flanking STS markers
covering Fhb1 within a 1.2-cM interval are now available (Cuthbert et al. 2006; Lin et al.
2006). The QTL on 6BS, a significant type II resistance QTL originated from ‘Sumai 3’
or related lines (Anderson et al. 2001; Lin et al. 2004; Shen et al. 2003b; Waldron et al.
1999; Yang et al. 2005b), was named Fhb2 and mapped as a single Mendelian factor with
high precision in a fine mapping population (Cuthbert et al. 2007).
There are other Asian FHB resistance sources which their type II resistance is
largely assigned to Fhb1: ‘Huapei 57-2’ (Bourdoncle and Ohm 2003) which has no
pedigree reported for it, ‘Ning 894037’ which is a somaclonal variant from the FHB
susceptible cultivar ‘Yangmai 3’ (Shen et al. 2003b) but has the same marker haplotype
as ‘Sumai 3’ at five SSR markers around Fhb1 (Liu and Anderson 2003a), ‘W14’ (Chen
et al. 2006), and ‘CJ 9306’ (Jiang et al. 2007a; Jiang et al. 2007b) which both are highly
FHB resistant lines derived from a cross involving ‘Sumai 3’ and another resistant line
57
(Chen et al. 2006; Jiang et al. 2007a; Jiang et al. 2007b). It is possible that these sources
of resistance possess the same resistance allele as ‘Sumai 3’ at Fhb1 (Buerstmayr et al.
2009).
Although ‘Sumai 3’ has been shown to have the alleles to enhance FHB resistance
at several QTLs, it also has negative alleles at some loci, i.e. alleles that reduce the level
of resistance to FHB in plants and make them more susceptible. A study of the ‘Sumai 3’
x ‘Stoa’ population showed that ‘Sumai 3’ contributed susceptible alleles for the QTLs on
chromosomes 2AL and 4B (Anderson et al. 2001; Waldron et al. 1999). In two
populations of ‘Sumai-3’ x ‘Nobeokabozu-komugi’ and ‘Sumai 3’ x ‘Gamenya’, Handa
et al. (2008) identified and mapped a multidrug resistance-associated protein (MRP) gene
on chromosome 2DS. The initial expression level of the MRP homologue was higher in
the susceptible parent ‘Gamenya’ than in ‘Sumai 3’, and even after induction by FHB
inoculation the expression level of the ‘Sumai 3’ MRP was still the same as that of the
‘Gamenya’ MRP before induction. Their study indicated that the MRP allele associated
with the QTLs for both type II resistance and low-level DON content and additional
effect to Fhb1 of ‘Sumai 3’. Therefore, the possible susceptible ‘Sumai 3’ allele for MRP
should be excluded in order to obtain a higher level of FHB resistance in ‘Sumai 3’ in
breeding programs (Handa et al. 2008). The FHB resistance QTL region of chromosome
2DS is also flanking the reduced height gene rht8/Rht8 locus and the ‘Sumai 3’ allele at
this region decreases plant height by about 10 cm, indicating that ‘Sumai 3’ possesses a
semi-dwarf allele at this locus (Handa et al. 2008). In conclusion, Handa et al. (2008)
hypothesized that the FHB resistance QTL on chromosome 2DS is a resistance gene
complex consisting of specific gene(s) like MRP to control type II resistance by
detoxification of DON and rht8/Rht8 to control morphological traits and affecting type I
58
resistance. In a similar chromosomal region on 2DS, resistance QTL for type II resistance
were detected from the susceptible cultivar ‘Alondra’ in a RIL population of ‘Ning
894037’ x ‘Alondra’ in both field and greenhouse experiments (Shen et al. 2003b).
‘Sumai 3’ and its derivatives are the best-known sources of resistance to FHB and
they have been used widely in wheat breeding around the world. Mapping QTLs for FHB
resistance in ‘Sumai 3’ derived populations identified several major and minor effect
QTLs on different chromosomes for type I and type II resistance, low DON
accumulation, and kernel infection. Major effect QTLs on chromosomes 3BS and 6BS for
type II resistance and on chromosome 5A for type I resistance are potential factors of
resistance which can be used individually or along with other major or minor QTLs to
improve wheat resistance to FHB.
QTLs from Wangshuibai and its derivatives
The Chinese landrace ‘Wangshuibai’, which possesses high FHB resistance, has
received considerable attention as an alternative source of resistance for wheat breeding.
As ‘Wangshuibai’ had no evident association with ‘Sumai 3’ in its pedigree, the
expectation was to find novel QTLs in ‘Wangshuibai’ (Buerstmayr et al. 2009). This was
supported by the finding that several SSR and AFLP markers linked to the 3BS QTL on
‘Wangshuibai’ showed the same allele sizes as ‘Nyu Bai’ (McCartney et al. 2004) but
slightly different allele sizes than ‘Sumai 3’ (Bai et al. 2003b; Liu and Anderson 2003a;
McCartney et al. 2004).
In different mapping studies for type II resistance in ‘Wangshuibai’, the largest
effect was found on 3BS which explained 6–37.3% of phenotypic variation (Lin et al.
2004; Ma et al. 2006b; Yu et al. 2008; Zhang et al. 2004; Zhou et al. 2004). Similarly,
59
Mardi et al. (2005) found a significant QTL on 3BS and a QTL on 2DL for FHB severity
in a ‘Wangshuibai’ x ‘Seri 82’ RIL population evaluated in spray-inoculated field tests.
Jia et al. (2005) reported six QTLs for disease severity on chromosomes 2D, 3BS, 4B, 5B,
and 7A including the 3BS QTL in naturally infected trials in ‘Wangshuibai’ x
‘Alondra’"s" DH population. In a RIL population of the cross of ‘Wangshuibai’ x ‘Nanda
2419’, three major effect QTLs for type II resistance on chromosomes 2B, 3B, and 6B
were detected in single-floret-inoculated field trials (Lin et al. 2004) and three significant
QTLs for type I resistance on chromosomes 4B, 5A, and 5B in spray-inoculated field
experiments (Lin et al. 2006). They concluded that ‘Wangshuibai’ is a useful source for
both type I and type II resistance. In a population of ‘Wangshuibai’ x ‘Falat’ evaluated for
type II resistance in single-floret-inoculated greenhouse tests, Najaphy et al. (2006)
identified a QTL region on chromosome 3B and another QTL on chromosome 2A
accounting for 16% and 9.1% of phenotypic variation, respectively. Finally, Li et al.
(2008) identified five QTLs associated with FDK in spray-inoculated field trials in a RIL
population developed from the cross ‘Nanda 2419’ x ‘Wangshuibai’.
Although ‘Wangshuibai’ and some other Asian FHB resistance sources seem to be
genetically unrelated to ‘Sumai 3’, they possess QTLs with the same sequence of Fhb1 as
‘Sumai 3’ (Buerstmayr et al. 2009). In spite of this, they can be used as an alternative or
complementary source of resistance QTLs in wheat breeding programs.
QTLs from other spring wheat sources
In a study conducted on the ‘Chokwang’/‘Clark’ RIL mapping population which
was evaluated using single-floret inoculation in the greenhouse, the Korean cultivar
‘Chokwang’ was found to carry significant type II FHB resistance QTLs on chromosomes
60
4BL and 5DL, plus a QTL with marginal effect on 3BS (Yang et al. 2005a). This cultivar
seems to carry QTLs different from those in ‘Sumai 3’ and its relatives and therefore has
high potential in wheat breeding programs as a source of resistance genes (Buerstmayr et
al. 2009).
The Brazilian cultivar ‘Frontana’ was identified as a source of resistance to FHB
by Schroeder and Christensen (1963). An extensive mapping study using a DH
population derived from a ‘Frontana’ x ‘Remus’ cross using single-floret and spray
inoculations in the field detected two major effect QTLs on chromosomes 3A and 5A for
resistance to disease severity, and less stable QTLs on 1B, 2A, 2B, 4B, 5A, and 6B
(Steiner et al. 2004). In this study, the contribution of QTLs towards resistance to fungal
penetration (disease severity and incidence) and fungal spread was 25% and ≤10%,
respectively, indicating that FHB resistance in ‘Frontana’ primarily inhibits fungal
penetration (Steiner et al. 2004). In a RIL population of ‘Frontana’ x ‘Falat’, Mardi et al.
(2006) confirmed the 3AL QTL of ‘Frontana’ and detected three additional QTLs
associated with FHB resistance on chromosomes 1BL, 3AL, and 7AS. In summary,
‘Frontana’ seems to be a source of moderate type I resistance which is possibly partly
based on morphological or developmental traits, such as hard glumes and narrow flower
opening (Buerstmayr et al. 2009).
Given that spring wheat resistance sources such as ‘Chokwang’ and ‘Frontana’
carry FHB resistance QTLs which are different from those found in ‘Sumai 3’ and other
Asian sources, introgression of resistance QTLs from them along with QTLs from ‘Sumai
3’ and the related sources may lead to pyramiding resistance QTLs and the development
of wheat lines with an enhanced level and stability of resistance.
61
QTLs from winter wheat
Less emphasis has been placed on molecular genetic analysis of winter wheat
varieties for FHB resistance compared to the large investments that went into mapping of
spring wheat resistance sources (Buerstmayr et al. 2009), a reflection of the importance of
spring wheat in the world and/or outbreaks of severe FHB epidemics on spring wheat. As
a result, the most FHB resistant lines are found in spring wheat.
A RIL winter wheat population derived from the cross of ‘Sincron’ (susceptible)
and ‘F1054W’ (moderately resistant) was evaluated in a single-floret-inoculated field
experiment in Romania for FHB resistance and was analyzed with several storage protein
markers (Ittu et al. 2000). Two storage protein markers (GliR1 on T1BL.1RS
translocation chromosome and GliD1b on chromosome 1D) were associated with type II
FHB resistance derived from ‘Sincron’, suggesting the location of two FHB QTLs on
these chromosomes. Gervais et al. (2003) analyzed ‘Renan’ x ‘Recital’ winter wheat RIL
mapping population evaluated under spray-inoculated field conditions and detected three
QTLs with larger effects (one QLT on 2B and two QTLs on 5A) and a few QTLs with
smaller effects on 2A, 3A, 3B, 5A, 5D, and 6D, all for resistance to disease severity.
Association was observed between one of the FHB resistance QTLs on 5A and the B1
gene controlling the presence of awns, and there was overlap of some FHB QTLs with
plant height QTLs (2BS, 5A) and/or flowering date QTLs (2BS). Shen et al. (2003a)
analyzed type II resistance in RILs of a cross between ‘F201R’ (resistant) and ‘Patterson’
(susceptible) in a single-floret-inoculated greenhouse experiment. They found three QTLs
derived from ‘F201R’ on chromosomes 1B, 3A, and 5A, and one QTL derived from
‘Patterson’ on chromosome 3D. Gilsinger et al. (2005) evaluated 100 RILs from the cross
‘Patterson’ x ‘Goldfield’ for FHB incidence, flower opening width, and flower opening
62
duration in field. They found four markers which had significant association with QTLs
on chromosomes 2B and 7B controlling low FHB incidence, and that the QTL with major
effect for low FHB incidence was detected in the region of markers Xbarc200–Xgwm210
on chromosome 2BS. There was a significant association between low FHB incidence
QTL on 2B and narrow flower opening in the population (Gilsinger et al. 2005).
The Swiss cultivar ‘Arina’ has long been known for its moderate FHB resistance
(Buerstmayr et al. 1996; Snijders 1990c) and has been used in three independent QTL
mapping studies to date: 240 RILs from the cross ‘Arina’ x ‘Forno’ (Paillard et al. 2004),
93 DHs from the cross ‘Arina’ x ‘NK93604’ (Semagn et al. 2007), and 116 DHs from the
cross ‘Arina’ x ‘Riband’ (Draeger et al. 2007). In the ‘Arina’ x ‘Forno’ cross, assessed in
spray-inoculated field experiments, three main effect QTLs for resistance to disease
severity were detected on the long arms of chromosomes 6DL, 5BL, and 4AL, of which
5BL QTL originated from the susceptible parent ‘Forno’. Five smaller effect QTLs for
FHB resistance were also detected on chromosomes 2AL, 3AL, 3BL, 3DS, and 5AL. The
QTLs on 2AL, 5AL, 5BL, and 6DL overlapped with plant height and/or heading time,
indicating
either
linkage
or
pleiotropy
between
disease
severity
and
morphological/developmental traits (Paillard et al. 2004). In the ‘Arina’ x ‘NK93604’
population, evaluated under spray-inoculated field conditions, two QTLs on
chromosomes 1BL and 6BS originated from ‘Arina’ and two QTLs on 1AL and 7AL
from ‘NK93604’ were detected for resistance to disease severity. Two QTLs, both
derived from‘NK93604’ on chromosomes 1AL and 2AS were identified for low DON
content (Semagn et al. 2007). Finally, in the ‘Arina’ x ‘Riband’ population, evaluated in
spray-inoculated field and polytunnel experiments, 10 QTLs were detected for different
traits associated with resistance to FHB severity, but only the effect of the QTL on
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chromosome 4DS, co-localised with the semi-dwarfing locus Rht-D1, was significant and
stable (Draeger et al. 2007). The semi-dwarf allele Rht-D1b inherited by ‘Riband’
contributed to significantly increased susceptibility not due to plant height per se, rather
to either linkage of FHB susceptibility genes in some intervals and/or a pleiotropic
physiological effect of the dwarfing allele at Rht-D1b (Draeger et al. 2007). The
association of Rht-D1b allele with increased susceptibility to FHB was verified in an
independent mapping study based on the population derived from ‘Rialto’ x ‘Spark’
which was evaluated under spray-inoculated field conditions (Srinivasachary et al. 2008).
There is additional evidence showing that presence of Rht-D1b significantly impairs FHB
resistance (Buerstmayr et al. 2008; Gosman et al. 2007). Further research is needed to
clarify whether the association of Rht- D1b with susceptibility to FHB is due to linkage or
pleiotropy and to determine the relationship of other widely used dwarfing genes like RhtB1b and Rht8 with FHB resistance (Buerstmayr et al. 2009). Surprisingly, almost no
QTLs from the results of the three independent studies using ‘Arina’ were coincident. A
large number of QTLs in the ‘Arina’ mapping populations were derived from the
susceptible parents, indicating that ‘Arina’"s" resistance may not be detected in marker
assisted selection (MAS) (Buerstmayr et al. 2009).
In a winter wheat RIL mapping population developed from the cross ‘Dream’ x
‘Lynx’ and evaluated in a spray-inoculated field experiment, Schmolke et al. (2005)
detected four QTLs for resistance to disease severity: three were derived from FHB
resistant ‘Dream’ (2BL, 6AL, 7BS) and the fourth QTL was associated with the
T1BL.1RS translocation chromosome present in the susceptible parent ‘Lynx’. The QTL
on 6AL chromosome were associated to plant height and compactness and the QTL on
7BS with heading date (Schmolke et al. 2005). Häberle et al. (2007) verified the presence
64
of the two major QTLs mapped on chromosomes 6AL and 7BS in a ‘Dream’ x ‘Lynx’
population and their phenotypic effects on resistance to FHB. They found that both QTLs
were directly associated with plant height and designated them as Qfhs.lfl-6AL and
Qfhs.lfl-7BS, respectively (Häberle et al. 2007). Klahr et al. (2007) tested a winter wheat
RIL population derived from the cross ‘Ritmo’ (susceptible) x ‘Cansas’ (moderately
resistant) in four spray-inoculated field experiments and detected QTLs associated with
FHB severity on seven chromosome segments (1BS, 1DS, 3B, 3DL, 5BL, 7BS, and
7AL), two of which strongly overlapped with plant height and/or heading date QTLs
(5BL, 7AL) indicating disease escape effects rather than physiological resistance at these
two QTLs. The 1DS QTL primarily appeared to be involved in resistance to fungal
penetration, whereas the other QTLs mainly contributed to resistance to fungal spread.
However, the QTL on 5BL (Qfhs.whs-5B) was later relocalised to chromosome 1BL and
renamed as Qfhs.lfl-1BL (Häberle et al. 2009). In lines derived from the cross
‘Ritmo’/‘Cansas’ which were evaluated in four spray-inoculated experiments, Qfhs.lfl1BL reduced FHB severity by 42% (Häberle et al. 2009). Liu et al. (2007) used RILs from
the cross of the moderately resistant winter wheat ‘Ernie’ with the susceptible breeding
line ‘MO94-317’ to map QTL for resistance to fungal spread and found stable QTLs on
chromosomes 2B, 3B, 4BL, and 5A. None of these QTLs were associated with presence
or absence of awns, earliness, or the number of spikelets per spike. Finally, Schmolke et
al. (2008) reported two QTLs on chromosomes 1A (resistant allele from the susceptible
parent ‘Hussar’) and 2BL (resistant allele from the resistant parent ‘G16-92’) for disease
severity in the mapping population evaluated in spray-inoculated field tests. While the 1A
QTL was associated with plant height, the 2BL QTL was inherited independently of
morphological traits.
65
As mentioned above, several major and minor effect QTLs for resistance against
disease incidence, disease severity, and DON accumulation on different chromosomes
have been identified in winter wheat. In spite of the fact that fusarium head blight in
winter wheat may not be as important as in spring wheat, mapping QTLs for FHB
resistance and finding new sources of resistance among winter wheat genotypes may
provide additional QTLs available to use both in winter wheat and spring wheat breeding
programs wherever FHB is a problem.
QTLs in tetraploid wheat
The need for improving FHB resistance in tetraploid durum wheat is at least as
urgent as for hexaploid wheat as durum wheat is almost exclusively used for human
consumption and susceptibility to FHB can lead to a high risk to human health
(Buerstmayr et al. 2009). Because of the limited variation for FHB resistance available in
T. turgidum subsp. durum, its cultivated or wild relatives such as T. turgidum subsp.
dicoccum and T. turgidum subsp. dicoccoides may provide alternative sources of
resistance to FHB (Buerstmayr et al. 2003b; Oliver et al. 2007).
It has been shown that the 3A chromosome from the wild emmer (T. turgidum
subsp. dicoccoides) accession ‘FA-15-3’ (syn.: ‘Israel A’) provides resistance to fusarium
head blight (Ban and Watanabe 2001; Stack et al. 2002). Otto et al. (2002) developed a
single chromosome RIL population for the 3A chromosome of ‘FA-15-3’ from the cross
of ‘Langdon’ x ‘Langdon’ (T. turgidum subsp. dicoccoides-3A). A QTL for fungal
spread, Qfhs.ndsu-3AS, was found near Xgwm2 on 3AS in this population which
explained 55% of the genetic variation for type II resistance. Recently, this QTL region
was saturated with additional markers including Xmwg14 and Xbcd828. The QTL region
66
of about 10 cM is flanked by two target region amplification polymorphism (TRAP)
markers and peaks near two SSRs (Xgwm2, Xbarc45), a region not homoeologous to
Fhb1 (Chen et al. 2007a). Based on the fact that this QTL expressed in other genetic
backgrounds but not in ‘Israel A’ or T. turgidum subsp. dicoccoides possessing both 2A
and 3A chromosomes, a gene on chromosome 2A was proposed to suppress the FHB
resistance of the 3A QTL (Garvin et al. 2003). To determine regions of chromosome 2A
from ‘Israel A’ associated with the increased FHB susceptibility, Garvin et al. (2009)
mapped a recombinant inbred chromosome line population of the cross ‘Landon’ x
‘Langdon’ (T. turgidum subsp. dicoccoides-2A) evaluated in single-floret-inoculated
experiments in the greenhouse. QTL mapping identified a region on the long arm of
chromosome 2A that was associated with FHB, and the best SSR marker in this region
accounted for 21-26% of the variation for FHB resistance, with the ‘Israel A’ marker
alleles associated with increased FHB susceptibility.
Screening of chromosome 7A substitution lines for reaction to FHB in the
greenhouse showed that chromosome 7A possesses FHB resistance genes. In a RIL
population derived from a cross of ‘Langdon’ x ‘Langdon’ (T. turgidum subsp.
dicoccoides-7A), Kumar et al. (2007) mapped a significant QTL for fungal spread on
chromosome 7AL,in a chromosomal region where several QTLs in hexaploid wheat also
have been found.
In a DH mapping population derived from the cross of the T. turgidum subsp.
durum cultivar ‘Strongfield’ (susceptible) with the T. turgidum subsp. carthlicum cultivar
‘Blackbird’ (resistant) which was evaluated for type II resistance in the greenhouse,
Somers et al. (2006) found two significant QTLs on chromosomes 2BL and 6BS derived
from ‘Strongfield’ and ‘Blackbird’, respectively. Their results showed that the 6BS QTL
67
in ‘Blackbird’ was coincident with the ‘Sumai 3’ derived gene, Fhb2. In another study on
a DH population from the cross ‘Strongfield’ x ‘Blackbird’ evaluated under artificiallyinoculated field conditions, Singh et al. (2008) detected a QTL on chromosome 1AS
(Blackbird) explaining up to 24% of the phenotypic variation for FHB incidence, up to
15% for FHB severity, and up to 15% for the 1-9 disease rating scale.
Because of the importance of durum wheat in food industry and the relative
susceptibility of durum genotypes to FHB, developing FHB-resistant durum wheat
varieties is challenging and needed in FHB-prone parts of the world. Identification and
introgression of resistance QTLs from durum and other tetraploid wheat genotypes to
cultivated and commercial durum lines would be a wise approach as they are genetically
close and may exhibit less linkage drag problems.
QTLs from wild relatives of wheat
In a single chromosome recombinant population for chromosome 4A developed
from the cross ‘Hobbit-sib’ x ‘Hobbit-sib’ (T. macha-4A), Steed et al. (2005) detected a
QTL for type I resistance, which was co-segregating with Xgwm165 on the short arm of
chromosome 4A derived from T. macha. Shen and Ohm (2007) also detected a QTL for
type II resistance, located in the distal region of the long arm of 7el2, in a segregating
mapping population derived from the cross of two chromosome substitution lines of
different origins (7el1 and 7el2) both containing the introgressed Th. ponticum chromatin
but with different reactions to F. graminearum.
Several further alien species such as E. humidus, E. racemifer, R. kamoji, and L.
racemosus are potential donors of FHB resistance genes but as yet they have not been
genetically mapped (Ban 1997; Chen et al. 2005; Oliver et al. 2005). Mapping and
68
tagging of FHB resistance present in alien species would be of great interest for use in
wheat breeding programs.
69
CHAPTER 2
MOLECULAR MAPPING OF QUANTITATIVE TRAIT LOCI FOR
FUSARIUM HEAD BLIGHT RESISTANCE IN A POPULATION OF
WHEAT WITH TRITICUM TIMOPHEEVII BACKGROUND
70
Molecular mapping of quantitative trait loci for Fusarium head blight resistance in a
population of wheat with Triticum timopheevii background
Summary
A population of recombinant inbred lines (RILs) derived from the cross of ‘Brio’ (a
moderately susceptible bread wheat cultivar) and ‘TC 67’ (a Triticum timopheevii derived
FHB-resistant line) was used to map quantitative trait loci (QTLs) for FHB resistance
using microsatellite molecular markers, and to study the association between FHB
resistance traits and some morphological/developmental characteristics under greenhouse
and field conditions. Interval mapping (IM) detected a major QTL on chromosome 5AL
that explained 14.4% of the phenotypic variation for disease severity (type II resistance) in
the greenhouse and 19.2-23.0% for Fusarium-damaged kernels (FDK) under field
conditions. Inconsistent QTL(s) on chromosome 5BS were also detected for disease
severity and index (field) using single marker analysis (SMA). The association of plant
height and number of days to anthesis with disease incidence, severity, index, and
deoxynivalenol (DON) accumulation was negative and statistically significant, but values
were low. However, number of days to anthesis was positively correlated with FDK
(field) and disease severity (greenhouse). Awnedness had a negative effect on FHB,
namely the presence of awns resulted in less disease in the population. Spike threshability
also affected FHB so that the hard threshable genotypes represented lower disease. The
‘Brio’/‘TC 67’ population, especially the lines carrying the major QTL detected in this
study along with the linked SSR loci, provide an opportunity for breeding FHB-resistant
wheat varieties.
71
Introduction
Fusarium head blight (FHB), caused mainly by Fusarium graminearum Schwabe
[teleomorph: Gibberella zeae (Schwein.) Petch.], is one of the most important diseases of
wheat, in areas where the weather is warm and humid after wheat has headed. It attacks
during anthesis causing severe yield reduction and decreased grain quality (Bai and
Shaner 1994). In addition, infected grain may contain mycotoxins such as deoxynivalenol
(DON) and zearalenone (ZEA) which are harmful to animal and human health (Bai and
Shaner 1994; Desjardins et al. 1996; Ehling et al. 1997; Marasas et al. 1984; McMullen et
al. 1997; Miller et al. 1991; Parry et al. 1995; Snijders 1990b; Sutton 1982; Tanaka et al.
1988; Tuite et al. 1990; Yoshizawa and Jin 1995). Grain may be downgraded or rejected
in commerce because of the presence of Fusarium-damaged kernels (FDK) and/or
contamination with mycotoxins (McMullen et al. 1997; Tuite et al. 1990).
Chemical and agronomic measures for disease control are either not available or
not feasible. Development of resistant cultivars is the most practical and economic
approach for environmentally safe and sustainable long-term control (Yang et al. 2005b).
However, breeding wheat for resistance to FHB is difficult because of the polygenic
control of resistance, our limited knowledge of gene interactions, genotype x environment
interactions, and the high cost of phenotyping (Bai and Shaner 1994; del Blanco et al.
2003; McMullen et al. 1997; Somers et al. 2003; Yang et al. 2005b; Yang 1994). No
complete resistance or immunity to FHB has been reported, but genotypic variation is
large and well-documented in wheat and its relatives. Among well-known sources of
resistance to FHB are ‘Sumai 3’ and its derivatives from China, ‘Nobeokabouzu-komugi’,
‘Shinchunaga’, ‘Nyu Bai’ and their relatives from Japan, and ‘Frontana’ and
72
‘Encruzilhada’ from Brazil (Bai et al. 1989b; Ban 2000; Ban and Suenaga 2000; Liu and
Wang 1990; Mesterházy 1987; Schroeder and Christensen 1963; Wang et al. 1989; Yu et
al. 2006). FHB-resistant relatives of common wheat (Triticum aestivum L.) and durum
wheat [Triticum turgidum L. subsp. durum (Desf.)] such as Triticum timopheevii (Zhuk.)
Zhuk., Triticum monococcum L., Triticum dicoccum Schrank, and Triticum dicoccoides
(Körn ex Asch. et Graebn.) Schweinf. are genetically more closely related to cultivated
wheat sharing genomes and having high crossability. In some cases alien chromatin
carrying FHB resistance genes has been transferred to cultivated wheat (Cao et al. 2009;
Chen and Liu 2000; Fedak et al. 2003; Han and Fedak 2003; Liu et al. 2000). However,
the resistance found in alien species is usually associated with undesirable characteristics
which are difficult to remove from the genome (Bai and Shaner 2004).
Five types of resistance to FHB have been proposed: (I) resistance to initial
infection, (II) resistance to spread of infection (Schroeder and Christensen 1963), (III)
resistance to toxin accumulation, (IV) resistance to kernel infection, and (V) tolerance
(Mesterházy 1995; Miller et al. 1985; Wang and Miller 1988). It has also been recognized
that resistance to FHB in wheat involves active and passive mechanisms (Mesterházy
1995). Various morphological and agronomic traits such as heading date, plant height,
head compactness, and flower opening have been shown to be associated with resistance
to FHB in wheat. These traits which are passive resistance mechanisms (Mesterházy
1995), can result in apparent resistance by increasing the probability that the host escapes
infection rather than by reducing disease as a result of host defence response (Kolb et al.
2001).
Type I resistance is more difficult to evaluate and therefore fewer reports have
been published on genetic factors controlling type I resistance (Buerstmayr et al. 2009).
73
As an indicator of type I resistance, disease incidence (percentage of spikes with disease
symptoms) in spray or naturally inoculated plots or pots is measured (Buerstmayr et al.
2009). Type II resistance which is most often evaluated by point inoculation under
controlled conditions in the greenhouse, has been extensively studied in wheat as it
appears to be more stable and less affected by non genetic factors (Bai and Shaner 1994).
Injecting a conidial suspension of the pathogen into a floret of a flowering spike and
measuring disease severity/spread (percentage of diseased spikelets per spike) is
commonly used for evaluation of type II resistance (Bai et al. 1999; Waldron et al. 1999).
Disease severity has also been used as a measure of total FHB resistance in sprayinoculated experiments (Buerstmayr et al. 2009).
Results of classical and cytogenetic studies show that resistance to FHB in wheat
is quantitatively inherited and that the underlying quantitative trait loci (QTLs) are
distributed over the entire genome. Molecular markers provide an approach to study
quantitative traits such as FHB resistance in wheat and to trace genes that confer head
blight resistance. Different molecular markers such as restriction fragment length
polymorphisms (RFLPs), random amplified polymorphic DNAs (RAPDs), amplified
fragment length polymorphisms (AFLPs), and microsatellites have been used to map
FHB resistance QTLs. The basic principle in QTL mapping is to detect correlations
between genotypes and phenotypes in a population on the basis of linkage disequilibrium
(Breseghello and Sorrells 2006; Gupta et al. 2005; Rostoks et al. 2006). Once linkage is
established between a marker and a QTL, this QTL can be introduced into germplasm
using marker-assisted selection (del Blanco et al. 2003).
‘Sumai 3’ and its derivatives have been used widely for the development of
mapping populations and QTL analysis studies. In addition to several minor QTLs on
74
chromosomes 1B, 2AS, 2B, 2DS, 3AL, 5A, 6AS, 7A, and 7BL, a major QTL for type II
resistance was detected on chromosome 3BS (Qfhs.ndsu-3BS) which explained up to 60%
of the phenotypic variation following single-floret inoculation (Anderson et al. 2001; Bai
et al. 1999; Buerstmayr et al. 2002; Shen et al. 2003b; Waldron et al. 1999; Yang et al.
2005b; Zhang and Mergoum 2007; Zhou et al. 2002) and about 30% of the phenotypic
variation after spray-inoculation in the field (Buerstmayr et al. 2003a, 2003 #55). Wheat
lines carrying Qfhs.ndsu-3BS QTL have shown resistance against DON accumulation
(Lemmens et al. 2005), disease incidence, or kernel infection (Yang et al. 2005b). Other
QTLs for resistance to disease incidence or kernel infection originating from ‘Sumai 3’
and its derivatives have also been reported on chromosomes 1DL, 2DS, 3BC, 4DL, and
5AS (Yang et al. 2005b). Because of its high breeding potential, the chromosomal
segment covering Qfhs.ndsu-3BS was further fine mapped using different markers
(Cuthbert et al. 2006; Guo et al. 2003; Liu and Anderson 2003a; Liu and Anderson
2003b; Liu et al. 2006). This QTL was recently re-named Fhb1 (Liu et al. 2006). Another
major QTL from ‘Sumai 3’ or related lines was reported on 6BS for type II resistance
(Anderson et al. 2001; Lin et al. 2004; Shen et al. 2003b; Waldron et al. 1999; Yang et al.
2005b) which later was characterized as Fhb2. (Cuthbert et al. 2007). This QTL also
reduces disease incidence or FDK in wheat genotypes (Cuthbert et al. 2007; Yang et al.
2005b).
‘Wangshuibai’ which is another FHB-resistant Chinese wheat landrace with no
evident association with ‘Sumai 3’ in its pedigree, has received considerable attention as
an alternative source of resistance. In different mapping studies for type II resistance in
‘Wangshuibai’, the largest effect was found on 3BS with up to 37% phenotypic variation
(Jia et al. 2005; Lin et al. 2004; Lin et al. 2006; Ma et al. 2006b; Mardi et al. 2005; Yu et
75
al. 2008; Zhang et al. 2004; Zhou et al. 2004). Wheat lines carrying this QTL have shown
correlations with reduced DON accumulation or disease incidence (Ma et al. 2006b; Yu et
al. 2008). Several other QTLs in ‘Wangshiubai’ or its derivatives have also been detected
on chromosomes 1B, 2A, 2D, 3B, 3DL, 4B, 5B, 6B, and 7A for type II resistance (Jia et
al. 2005; Lin et al. 2004; Lin et al. 2006; Ma et al. 2006b; Mardi et al. 2005; Najaphy et
al. 2006; Yu et al. 2008; Zhou et al. 2004) or on 2A, 2D, 3AS, 4B, 5A, 5B, and 5DL for
resistance to disease incidence or DON content (Lin et al. 2006; Ma et al. 2006b; Yu et al.
2008). Li et al. (2008) identified five QTLs associated with FDK in a population of
‘Nanda 2419’ x ‘Wangshuibai’, four of which originated from ‘Wangshuibai’. Although
‘Wangshuibai’ seems to be genetically unrelated to ‘Sumai 3’, it possesses QTLs with the
same sequence of Fhb1 as ‘Sumai 3’ (Buerstmayr et al. 2009).
The Brazilian cultivar ‘Frontana’ carries two QTLs with major effects on
chromosomes 3A and 5A for disease resistance and less stable QTLs on 2B, 4B, 5A, and
6B (Steiner et al. 2004). In another study, Mardi et al. (2006) confirmed the 3AL QTL of
‘Frontana’ and detected two additional QTLs associated with FHB resistance on
chromosomes 3AL and 7AS. ‘Frontana’ seems to be a source of moderate type I
resistance which is possibly partly based on morphological or developmental traits, such
as hard glumes and narrow flower opening (Buerstmayr et al. 2009).
Although QTLs from different sources of resistance such as ‘Sumai 3’,
‘Wangshuibai’, ‘Frontana’, winter wheat, durum wheat, and wild relatives of wheat have
been mapped and in some cases successfully used in wheat breeding programs, finding
new sources of resistance is needed to avoid complete dependence on limited sources.
Introgression of additional resistance genes and pyramiding FHB resistance QTLs in
wheat lines may lead to development of wheat lines/cultivars with an enhanced level and
76
stability of resistance to prevent economic damage under high disease pressure. Triticum
timopheevii is a source of FHB resistance which has been used to introgress resistance
into wheat (Fedak et al. 2004). Mapping and tagging of FHB resistance available in wheat
cultivars with an alien background such as T. timopheevii may be of great interest for use
in wheat breeding programs.
Association of morphological and developmental traits with FHB resistance also
is of great importance in breeding wheat for disease resistance and applying strategies for
disease control. In general, short-statured, awned genotypes with a short peduncle and a
compact spike are more susceptible to FHB than tall lines that are awnless and have a
long peduncle and a lax head (Hilton et al. 1999; Mesterházy 1995; Parry et al. 1995;
Rudd et al. 2001), even though there are exceptions to these general rules.
The reports from at least one decade ago show that there is a relationship between
plant height and resistance to FHB in wheat (Hilton et al. 1999; Mesterházy 1995).
Buerstmayr et al. (2000) found negative correlations between plant height and FHB
symptoms in two different populations of wheat. In a DH wheat population derived from
‘Wuhan-1’/‘Maringa’ which later was corrected to‘Wuhan-1’/‘Nyu Bai’ (McCartney et
al. 2007), Somers et al. (2003) showed that taller and later plants had less FHB infection
under field conditions. They detected a QTL on chromosome 2DS for low DON
accumulation which coincided with a major gene for plant height.
The negative correlation between FHB resistance and plant height or flowering
date and the co-localization of FHB resistance QTLs and the QTLs for plant height and/or
flowering date have been reported in populations from the crosses of ‘Renan’/‘Recital’
(Gervais et al. 2003) and ‘Arina’/‘Forno’ (Paillard et al. 2004). Steiner et al. (2004) found
significant negative correlations between plant height and either disease incidence or
77
disease severity but the correlation between date of anthesis and resistance traits was
positive. The 4DS QTL from ‘Arina’ co-localised with the semi-dwarfing locus Rht-D1
(Draeger et al. 2007). The association of the Rht-D1b allele with increased susceptibility
to FHB later was verified in a mapping population derived from ‘Rialto’ x ‘Spark’
(Srinivasachary et al. 2008). In a population of ‘Dream’/‘Lynx’, two QTLs for plant
height, four QTLs for heading date, and three QTLs for ear compactness were identified
of which the 6AL QTL for height overlapped with QTLs for FHB resistance and ear
compactness and the 7BS heading date QTL overlapped with an FHB resistance QTL
(Schmolke et al. 2005). FHB resistance was significantly correlated with plant height and
heading date in ‘Cansas’/‘Ritmo’ population and overlapping QTLs for all three traits
were observed (Klahr et al. 2007). Co-localizations have also been found between a QTL
for disease severity resistance and a QTL for plant height in the resistant cultivar ‘G1692’ (Schmolke et al. 2008) and between an FHB resistance QTL and a QTL for plant
height and heading date in the mapping population derived from ‘Pelikan’/‘G93010’
(Häberle et al. 2009).
The linkage between FHB resistance and awnedness was first reported by Snijders
(1990a) in winter wheat infected with Fusarium culmorum (W. G. Smith) Sacc. Recently,
Ban and Suenaga (2000) demonstrated that one of the resistance genes in the FHB
resistant Chinese wheat cultivar ‘Sumai 3’ may be linked in repulsion to the dominant
suppressor B1 gene for awnedness. Gervais et al. (2003) also showed that the FHB
resistance QTL located on the long arm of chromosome 5A was linked to the gene B1 in a
population of ‘Renan’/‘Recital’. Mesterházy (1995) stated that the presence of awns in
wheat enhances the development of FHB.
78
Compactness of wheat spikes is another characteristic which is considered to have
association with FHB. Steiner et al. (2004) observed a significant negative but low
correlation between FHB and wheat spike compactness in a population derived from the
cross ‘Frontana’/‘Remus’. They also found QTLs for spike compactness on chromosomes
1A and 7A and in a non-determined location. In contrast, Mesterházy et al. (1995)
reported that plants with a dense head tend to be more susceptible to spike diseases
because of micro-climatic conditions. In a population of ‘G16-92’/‘Hussar’, a QTL for
ear compactness was detected on chromosome 5A (Schmolke et al. 2008).
It also seems that wheat plants with a narrow flower opening and/or a short
duration of flower opening will have a lower incidence of FHB by reducing the area and
time in which Fusarium spores can enter the floret and initiate infection (Gilsinger et al.
2005). A major QTL associated with narrow flower opening and low FHB incidence was
found on chromosome 2B in a population of ‘Patterson’/‘Goldfield’ which explained 29%
of the phenotypic variation for FHB incidence (Gilsinger et al. 2005).
Agronomic traits may play a role of markers in wheat breeding especially in
preliminary screening and may be used as positive/negative markers to select FHB
resistant genotypes in wheat breeding programs. Molecular markers associated with
agronomic traits can also be identified and used for marker assisted selection (MAS) to
break undesired associations between FHB resistance and other agronomic traits (Zhang
et al. 2004).
The objective of the present study was to map FHB resistance QTLs in a
population derived from the cross of ‘Brio’ (a moderately susceptible bread wheat
cultivar) and ‘TC 67’ (a T. timopheevii derived FHB-resistant line) using microsatellite
molecular markers, and to study the association between FHB resistance traits and some
79
morphological and developmental traits such as plant height, number of days to anthesis,
and spike threshability.
Materials and methods
Plant materials
As shown in Figure 2.1, the origin of the mapping population goes back to a cross
between the susceptible spring wheat cultivar ‘Crocus’ (T. aestivum, 2n = 6x = 42,
AABBDD) and a resistant accession of T. timopheevii (2n = 4x = 28, AtAtGG, PI
343447), and a backcross to ‘Crocus’ (Cao et al. 2009). ‘Crocus’ which is near-isogenic
to the cultivar ‘Columbus’, has three crossability genes Kr1, Kr2, and Kr3 derived from
‘Chinese Spring’ (Zale and Scoles 1999).
‘Crocus’ (PI 606243) was crossed to T. timopheevii (PI 343447) as the male
parent in the greenhouse, and the F1 plants were backcrossed with ‘Crocus’ (Figure 2.1).
A population of 1500 F2 plants was established and 535 BC1 F7 lines (T. aestivum, 2n =
6x = 42, AABBDD) were developed in the greenhouse using single seed descent (SSD).
One hundred lines were selected on the basis of plant fertility and agronomic traits and
were evaluated for reaction to FHB in the greenhouse and field FHB nursery. The line
‘TC 67’ was selected from this population, on the basis of its superior FHB reaction and
reasonable agronomic traits (Cao et al. 2009).
80
Figure 2.1. Development of the mapping population ‘Brio’/‘TC 67’ using single seed descent
used in the present study.
81
Later, the moderately susceptible wheat cultivar ‘Brio’ (T. aestivum, 2n = 6x = 42,
AABBDD) with the pedigree of Columbus/S68147//Laval19/Columbus was crossed to
‘TC 67’. An F7 mapping population consisting of 230 recombinant inbred lines (RILs)
developed using SSD from the cross of ‘Brio’ and ‘TC 67’ was used in this study (Figure
2.1).
Greenhouse evaluation
The genotypes were evaluated for resistance to fungal spread within the spike
(type II resistance) following single-floret inoculation in the greenhouse of the Cereal
Research Centre, Winnipeg, Manitoba in 2007. The experimental layout was a
randomized complete block design with three replicates and the 16 x 13 x 13 cm3-pots
were used as experimental plots. The greenhouse was maintained under conditions of 16
h light (25 C) and 8 h dark (20 C) supplemented with incandescent high pressure sodium
lights (OSRAM SYLVANIA LTD, Mississauga, ON, Canada). Wheat plants were treated
with a combination of propiconazole and spinosad one month after the seeding date to
control powdery mildew and thrips.
A mixture of four highly aggressive isolates of F. graminearum (J. Gilbert, Pers.
Comm.) including M6-04-4, M9-04-6, M1-04-1, and M8-04-3 stored at Cereal Research
Centre (CRC), Winnipeg, Manitoba, was used for inoculum production and the
greenhouse inoculations. The method used by Afshari-Azad (Afshari-Azad 1992) was
modified as follows and used for inoculum production: 2.5 g of blended straw from
wheat and barley was added to 125 ml tap water in a 250 ml flask, and autoclaved two
times with a 24 h interval. A small plug of PDA containing the fungal isolate was added
to the culture, and the culture was shaken for 96 h at 120 rpm at 25-30 C. The culture was
82
passed through a cheese cloth and the suspension diluted to 5 x 104 macroconidia/ml for
inoculations. As spikes reached 50% anthesis, they were inoculated by injecting a 10-µl
droplet of conidial suspension (5 x 104 macroconidia/ml) into the floret in a spikelet
positioned 1/3 from the top of the spike using a micropipette (Figure 2.2). At least five
spikes in each pot (replication) were inoculated and the spikes were covered with 20 x 5
cm2 glassine bags (Seedburo Equipment Co., Chicago, IL, USA) for 48 h to maintain
constant high humidity. Disease severity in the inoculated spikes was measured as the
percentage of diseased spikelets per spike 21 days after inoculation.
Figure 2.2. Single-floret inoculation of wheat genotypes in the greenhouse.
83
Field evaluation
The mapping population and the parental lines were evaluated for resistance to
initial infection (type I resistance), disease severity (a combination of type I and type II
resistances), disease index (type I and II resistances), DON accumulation (type III
resistance), and FDK (type IV resistance) in spray-inoculated field trials in two locations
(Carman and Glenlea) in Manitoba, Canada in 2006 and 2007. The experimental design
in both locations in 2006 was a randomized complete block design and in 2007 a 16 x 15
lattice design, each with three replicates. Plots consisted of 1 m (Carman) or 1.5 m
(Glenlea) length rows with 30 cm row spacing. Sowing density was ≈ 5 g of seed per plot.
Sowing date was May 29-30 and June 5 in Carman and Glenlea, respectively in 2006 and
May 9 in both locations in 2007. Appropriate measures for fertilizing the nurseries and
control of weed and insects were applied.
A mixture of the following isolates was used for inoculations in Carman in the
first year: 40/04, 71/04, 98/04, 136/04, MSDS 3/03, and EMMB 19/03. The same isolates
were used in Glenlea with the exception that instead of the last two isolates the isolates
M1-04-5 and M3-04-3 (originally received from Canadian Grain Commission) were used.
The isolates M1-04-1, M6-04-4, M8-04-3, and M9-04-6 were used in both locations in
the second year. Actively growing cultures of F. graminearum on potato dextrose agar
(DifcoTM, Sparks, Maryland, USA) were blended, added to liquid carboxymethyl
cellulose (CMC) sodium culture media (Sigma®, St. Louis, MO, USA), and incubated
under aeration for 5–7 days at room temperature. Concentrations of inoculum were
determined using a haemocytometer and adjusted to 5 x 104 macroconidia/ml.
Plots were spray-inoculated individually when 50% of the plants had reached
anthesis using a CO2-powered backpack sprayer (Figure 2.3), and repeated 2 or 3 days
84
later. Nurseries were mist-irrigated (Carman) or sprinkler-irrigated (Glenlea) for 1 h after
inoculation but in Carman the mist system operated for 12 more hours on the basis of 5
min per hour. Three weeks after inoculation, the genotypes were scored for disease
incidence and severity. Disease incidence was determined as the percentage of diseased
spikes in plots and disease severity according to a 0-100% scale for the visually infected
spikelets on a whole-plot basis. The FHB index was calculated as the product of disease
incidence x disease severity divided by 100. Rows were sickle harvested at maturity and
were threshed using a Wintersteiger Nursery Master Elite combine (Wintersteiger AG,
Ried, Austria). The threshing mechanism was set at a normal setting on the combine;
however the wind speed was decreased and sieves were opened to ensure that FDK were
retained in the harvested samples. A wheat head thresher (Precision Machine Co. Inc,
Lincoln, NE, USA) later was used to thresh wheat genotypes which were not well
threshed using Wintersteiger combine. Fusarium-damaged kernels were assessed by
counting the visually damaged kernels in three random sub-samples of 100 grains from
each plot. DON accumulation was measured using an ELISA method described by Sinha
and Savard (1995).
Agronomic traits
Measurements were taken for plant height and presence/absence of awns for each
line in the greenhouse, for spike threshability in the field, and for number of days to
anthesis in both environments. Field data were collected from two locations (Carman and
Glenlea) in 2006. Plant height was measured as the distance from the soil surface to the
top of the head without awns. Number of days to anthesis was measured as the number of
days from seeding date to 50% anthesis in the field and as the average number of days
85
from seeding to anthesis in the first five spikes reaching anthesis. Spike threshability was
scored using a 1-3 scale (Wise et al. 2001): 1 = free threshing so that naked seeds dropped
free of the glumes when spikes were crushed manually, 2 = not free threshing but glumes
could be torn off with forceps to free a seed, and 3 = not free threshing and glumes could
only be removed by scraping).
Figure 2.3. Spray inoculation of the Fusarium nurseries using backpack sprayer.
Statistical analysis of phenotypic data
All statistical analyses were performed using SAS® 9.2 (SAS Institute Inc.,
Raleigh, NC, USA). The Spearman correlation coefficients were calculated for every trait
on the least squares means of the RILs using the PROC CORR. Before conducting the
86
analysis of variance (ANOVA), all greenhouse and field data were tested for normality
using the PROC UNIVARIATE. As the residuals of the dependent variables did not
follow a normal distribution, an arcsine transformation was applied to the data. The
correlation between variances and means were plotted for transformed data using
variance-by-mean plots to check the independence of means and variances. Analyses of
variances were performed on transformed data of each trait using the PROC MIXED
based on a randomized complete block design. Genotype effect was considered fixed in
the statistical model while location, year, and block effects were considered random.
Regression analysis between resistance traits and agronomic characteristics or between
the markers and QTLs were estimated using the PROC REG procedure. Broad-sense
heritabilities for RILs were estimated from ANOVA (Hallauer and Miranda 1981) using
the formulae h 2 =
h2 =
σ G2
σ G2
[σ G2 + (σ e2 r )]
for single location-year or greenhouse data and
2
2
2
[σ G2 + (σ GL
l ) + (σ GY
y ) + (σ GYL
yl ) + (σ e2 ryl )]
for combined data of two
2
is genotype x location
locations in two years, where σ G2 is the genotypic variance, σ GL
2
2
variance, σ GY
is genotype x year variance, σ GYL
is genotype x location x year variance,
σ e2 is residual variance, r is the number of replications (blocks), l is number of locations,
and y is the number of years.
DNA preparation, PCR amplification, and genotypic data collection
The leaf tissue for DNA extraction was harvested two weeks after seeding the
wheat genotypes in the growth cabinet and lyophilized for 48 h. DNA was extracted from
230 RILs, the parents of the population (‘Brio’ and ‘TC 67’), and the parents of ‘TC 67’
87
(‘Crocus’ and the T. timopheevii line PI 343447) using the modified procedure developed
by Warner et al. (2002) and quantified by fluorometry using Hoechst 33258 stain.
For PCR amplification, the forward primer had a 19-bp fluorescent labelled M13
primer (5´-CACGACGTTGTAAAACGAC) at the 5´ end. A universal fluorescent
labelled M13 primer homologous to the same sequence added to each forward primer was
also added to the PCR reaction (Schuelke 2000; Somers et al. 2004). The PCR reaction
was performed in a 10 µl volume, containing 5 µl template DNA at 10 ng/µl, 1.5 mM
MgCl2, 0.8 mM of each dNTP (InvitrogenTM, Carlsbad, CA, USA), 0.02 pmol/µl forward
primer, 0.2 pmol/µl reverse primer (InvitrogenTM), 1.8 pmol/µl M13 primer fluorescently
labelled with FAM, HEX, or NED (Applied Biosystems, Foster City, CA, USA), 1x PCR
buffer, and 1 unit/µl Taq DNA polymerase. The PCR products were amplified in a PTC200 thermal cycler (MJ Research, Waltham, MA, USA) with the following cycling
program: 1) 94 C for 2 min (initial denaturing step), 2) 31 cycles of 95 C for 1 min (for
DNA denaturation), 0.5 C/s to 51/61 C, 51/61 C for 30 s (for primer annealing), 0.5 C/s to
73 C, and 73 C for 1 min (for primer extension), 3) 73 C for 5 min (for final extension),
and 4) 4 C to hold the program.
SSR amplification products were multiplexed by combining 0.5 µl of FAM-, 0.6
µl of HEX-, and 0.5 µl of NED-labelled PCR products with 5.0 µl of a 4% mixture of
GeneScanTM 500-ROX (Applied Biosystems) in Hi-Di formamide (Applied Biosystems).
The multiplex was denatured for 10 min at 95 C and quickly chilled on ice for 5 min. The
denatured sample was loaded on an ABI PRISM® 3130xl Genetic Analyzer (Applied
Biosystems) and fragment analysis was performed with GeneScan® 3.7.1 (Applied
Biosystems). Data collected by fluorescent capillary electrophoresis was converted to a
gel-like image using Genographer 2.0 (http://hordeum.msu.montana.edu/genographer/).
88
The images were formatted using CanvasTM 11 and the final images were printed and
scored manually.
SSR markers and bulked segregant analysis
A total of 851 SSR primer combinations stored at Cereal Research Centre,
Winnipeg, MB, Canada, including Xwmc, Xgwm, Xbarc, Xcfd, Xcfa, and Xgdm covering
all 21 wheat chromosomes were used (Table 2.1). All primers first were screened for
polymorphism on the two parents and two bulk DNA samples consisting of either
resistant or susceptible genotypes.
Based on the least squares means of the genotypes for disease severity under both
greenhouse and field conditions two bulks of DNA samples were formed from either nine
resistant or nine susceptible RILs by pooling equal amounts of diluted DNA for SSR
analysis (10 ng/µl) from each of the selected lines. SSR markers which were polymorphic
among the parental and bulk DNA samples were screened on the individual DNA
samples of the bulks. The markers for which the fragments of the individual DNA
samples were similar to the fragments of the bulks (similarity ≥ 90%), were used to
genotype the entire mapping population.
Table 2.1. Type, number, and source of the primers used in the study.
Primer type
Xwmc
Number
353
Source
Wheat Microsatellite Consortium (Gupta et al. 2002)
Xgwm
230
IPK, Gatersleben, Germany (Pestsova et al. 2000; Röder et al. 1998)
Xbarc
123
Xcfd
97
USDA-ARS, Beltsville, MD, USA (Song et al. 2002; Song et al. 2005)
INRA, Paris, France (Guyomarc'h et al. 2002; Sourdille et al. 2003)
Xcfa
28
INRA, Paris, France (Guyomarc'h et al. 2002; Sourdille et al. 2003)
Xgdm
20
IPK, Gatersleben, Germany (Pestsova et al. 2000; Röder et al. 1998)
89
Construction of the linkage map and QTL mapping
Three polymorphic SSR markers from chromosome 5A were used to construct a
genetic linkage map. MAPMAKER/EXP 3.0b (Lander et al. 1987) was used to estimate
the distance between the markers. A Kosambi map function (Kosambi 1944) was applied
to calculate the distance between the ordered markers. Linkage group(s) were established
using a minimum logarithm of odds (LOD) threshold of 3.0.
Least squares means of arcsine transformed data of the traits were used for QTL
analysis. Interval mapping (IM) was conducted with QTL Cartographer v. 1.17e (Basten
et al. 1997) to detect the association of SSR markers and QTLs on the A genome. A QTL
was declared significant if it achieved a LOD score > 3.0. To detect the association of the
markers and QTLs on B genome, single marker analysis (SMA) option of QTL
Cartographer was used to determine whether the markers were linked to a QTL and then a
regression analysis was applied using PROC REG procedure of SAS to estimate the
coefficients of determinations (R2) for the linked markers and QTLs.
Results
FHB resistance
Thirty two data sets consisting of disease incidence, severity, index, FDK, and
DON accumulation collected from the greenhouse or field were used for singleenvironment or combined data analysis. Analyses of variance of data showed significant
differences (P < 0.05) among the RILs for almost all resistance traits. The exceptions
were disease severity and index combined data of two locations in two years (results not
shown). Analyses of variance for disease severity data (greenhouse), FDK simple data of
90
Glenlea-2006,
Glenlea-2007,
and
Carman-2007,
and
FDK combined
data of
Carman+Glenlea-2006+2007 for which SSR markers linked to QTLs were detected (refer
to QTL mapping section), are shown in Tables 2.2 and 2.3, respectively.
Significant differences were observed among the genotypes in the RIL population
using analyses of variance of disease severity (greenhouse) and FDK single location-year
data (Tables 2.2, 2.3a, b, and c). For the combined data of FDK from two locations in two
years, the effects of genotype, genotype x location, genotype x location x year, and block
were significant (Table 2.3d).
A high range of variation was observed in disease severity (greenhouse),
incidence, severity, index, FDK, and DON accumulation (field) among the RILs and the
frequency of distribution of all traits studied in the population was continuous, indicating
polygenic and quantitative inheritance of resistance to FHB. Means, ranges, and
heritabilities of disease severity data (greenhouse) and of FDK using single location-year
and combined data over locations and years for the RIL population are presented in Table
2.4 and frequency distributions of these traits are shown in Figure 2.4.
Table 2.2. Analysis of variance of fusarium head blight disease severity data (type II resistance)
collected on 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’ under greenhouse
conditionsa.
a
Sources of Variation
Genotype
df
229
SS
186.4929
MS
0.8144
F Value
7.60
Pr > F
< 0.0001
Block
2
0.7563
0.3781
1.98
0.1796
Spike (Block)
12
2.3052
0.1921
1.79
0.0437
Residual
3031
324.6026
0.1071
-
-
Arcsine transformed data were used for data analysis.
91
Table 2.3. Analysis of variance of Fusarium-damaged kernels single location-year and combined
data of two locations in two years collected on 230 recombinant inbred lines from the cross
‘Brio’/‘TC 67’a.
a
a) Glenlea-2006
Sources of Variation
Genotype
df
201
SS
3.5309
MS
0.0176
F Value
4.09
Pr > F
< 0.0001
Block
2
0.2553
0.1276
29.72
< 0.0001
Residual
346
1.4862
0.0043
-
-
b) Carman-2007
Sources of Variation
Genotype
df
222
SS
6.7015
MS
0.0302
F Value
2.45
Pr > F
< 0.0001
Block
2
0.5692
0.2846
23.14
< 0.0001
Residual
428
5.2647
0.0123
-
-
c) Glenlea-2007
Sources of Variation
Genotype
df
208
SS
2.6289
MS
0.0126
F Value
3.12
Pr > F
< 0.0001
Block
2
0.1548
0.0774
19.11
< 0.0001
Residual
351
1.4220
0.0041
-
-
d) Carman+Glenlea-2006+2007
Sources of Variation
df
Genotype
225
SS
9.3715
MS
0.0417
F Value
2.34
Pr > F
< 0.0001
Location
1
8.6281
8.6281
11.49
0.1789
Year
1
1.7309
1.7309
2.37
0.3690
Location x Year
1
0.7320
0.7320
5.01
0.0523
Genotype x Location
214
4.9458
0.0231
1.54
0.0011
Genotype x Year
202
2.0198
0.0100
0.66
0.9978
Genotype x Location x Year
188
2.8397
0.0151
1.86
< 0.0001
Block (Location x Year)
8
1.2262
0.1533
18.90
< 0.0001
Residual
1471
11.9288
0.0081
-
-
Arcsine transformed data were used for data analysis.
Means of disease severity in the greenhouse ranged from 4.51% to 98.70% with
the mean of 35.08% for the population and values of 30.92% and 4.98% for ‘Brio’ and
92
‘TC 67’, respectively. Among the FDK field data set, Carman-2007 had the highest FDK
with an overall mean of 14.19% for the population and the highest variation of FDK in
the population with a range of 1.49-42-47%. Mean values of FDK for ‘Brio’ and ‘TC 67’
in Carman-2007 were 15.58% and 5.55%, respectively. Glenlea-2006 had the lowest
population mean of 3.76% with a range of means of 0.30-25.36% among the genotypes
and mean values of 5.81% for ‘Brio’ and 1.45% for ‘TC 67’. FDK means for the
genotypes in Glenlea-2007 ranged from 0.24 to 17.35% with the means of 4.37% for the
population, 4.98% for ‘Brio’, and 0.56% for ‘TC 67’. For the FDK combined data of two
locations in two years, means of genotypes varied in a range of 1.65-22.33% with the
population mean of 7.41% and mean values of 6.34% and 2.36% for ‘Brio’ and ‘TC 67’,
respectively. The majority of the RILs exceeded the disease level of ‘Brio’ in which the
disease value was close to the mean of the population (Figure 2.4). Transgressive
segregants were found within the population for all traits in the experiments (Table 2.4
and Figure 2.4).
Heritability which measures the proportion of the phenotypic variance that is due
to genetic effects, varied from 0.67 to 0.96 for the traits under greenhouse and field
conditions (Table 2.4).
93
Table 2.4. Means and ranges of fusarium head blight disease severity data (type II resistance)
under greenhouse conditions and Fusarium-damaged kernels using single location-year and
combined data of two locations in two years among 230 recombinant inbred lines from the cross
‘Brio’/‘TC 67’a.
Parents meansb
Trait
Population
Range of
Heritabilityc
RILs meansb
4.51-98.70
0.96
Brio
TC 67
Disease severity (greenhouse)
30.92
4.98
meanb
35.08
FDK (Glenlea-2006)
5.81
1.45
3.76
0.30-25.36
0.92
FDK (Carman-2007)
15.58
5.55
14.19
1.49-42.47
0.88
FDK (Glenlea-2007)
4.98
0.56
4.37
0.24-17.35
0.90
6.34
2.36
7.41
1.65-22.33
0.67
FDK
(Carman+Glenlea-2006+2007)
a
Disease severity and FDK are presented here using a 0-100% score.
b
Arcsine back-transformed.
c
Estimated using variances represented in Tables 2.2 and 2.3.
Correlations among FHB resistance traits
The correlations among FHB resistance traits using field (Carman and Glenlea in
2006) and greenhouse data are shown in Table 2.5. High positive correlations were
observed among disease incidence, severity, and index under field conditions (0.67-0.91)
while they had a range of correlations, none to intermediate, with FDK, DON
accumulation (field), and disease severity (greenhouse). The correlations among FDK,
DON accumulation (field) and disease severity (greenhouse) were also weak (0.26-0.37).
Similar results were observed for the association among disease traits using single
location-year data (data not shown).
94
Figure 2.4. Frequency distribution of fusarium head blight disease severity (type II resistance)
collected under greenhouse conditions and Fusarium-damaged kernels using single location-year
and combined data of two locations in two years among 230 recombinant inbred lines from the
cross ‘Brio’/‘TC 67’.
Means are back-transformed from least squares means of arcsine-transformed data. Values of the
parental lines are indicated by arrows.
95
Table 2.5. Spearman correlation coefficients among fusarium head blight resistance traits using
combined data of two locations in one year and greenhouse data among 230 recombinant inbred
lines from the cross ‘Brio’/‘TC 67’a.
Trait
Disease
severity (Fb)
0.67**
Disease
index (F)
0.91**
FDK (F)
DON (F)
0.26**
0.50**
Disease
severity (Gc)
0.25**
Disease severity (F)
-
0.89**
0.12
0.42**
0.31**
Disease index (F)
-
-
0.20**
0.48**
0.30**
FDK (F)
-
-
-
0.26**
0.37**
DON (F)
-
-
-
-
0.26**
Disease incidence (F)
a
Disease incidence, severity, index, FDK, and DON obtained from field experiments are based on least
squares means (LS means) of arcsine transformed data at two locations, Carman and Glenlea, Manitoba,
Canada in 2006 and disease severity from the greenhouse based on LS means of arcsine transformed data .
b
Field (combined data of Carman and Glenlea in 2006)
c
Greenhouse
** Significant at P < 0. 01 probability level.
Agronomic traits
Analyses of variance for plant height from greenhouse-grown plants and number
of days to anthesis from the greenhouse and field (Carman and Glenlea in 2006)
experiments are shown in Table 2.6. Significant differences were observed among the
genotypes for plant height and number of days to anthesis in the greenhouse (Tables 2.6a
and b, respectively). In addition to the effect of genotype, the effects of location and
genotype x location were significant for the combined data of number of days to anthesis
over two locations in the field (Table 2.6c).
96
Table 2.6. Analysis of variance of agronomic traits using greenhouse and combined data of two
locations in one year collected on 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’.
a
a) Plant height (greenhouse)
Sources of Variation
df
Genotype
230
SS
83989
MS
365.1674
F Value
4.13
Pr > F
< 0.0001
Block
2
3347.4892
1673.7446
18.93
< 0.0001
Residual
414
36600
88.4060
-
-
b) Number of days to anthesis (greenhouse)a
Sources of Variation
df
SS
Genotype
229
33.0065
MS
0.4141
F Value
51.24
Pr > F
< 0.0001
Block
2
6.4242
3.2121
7.71
0.0070
Spike (Block)
12
5.0880
0.4240
150.75
< 0.0001
Residual
3027
8.5137
0.0028
-
-
c) Number of days to anthesis (Carman+Glenlea-2006)a
Sources of Variation
df
SS
MS
Genotype
212
17.3910
0.0820
Location
1
0.2377
0.2377
F Value
15.59
37.15
Pr > F
< 0.0001
< 0.0001
Genotype x Location
204
1.0961
0.0054
2.15
< 0.0001
Block (Location)
4
0.0145
0.0036
1.45
0.2159
Residual
795
1.9867
0.0025
-
-
Logarithmic transformed data were used for data analysis.
There was high variation in the heights and number of days to anthesis among the
genotypes of the RIL population in both environments and the frequency of distribution
of both traits was continuous indicating polygenic and quantitative inheritance of the
traits (Figure 2.5). Means of plant heights in the greenhouse ranged from 72.33 to 130 cm
with the mean of 101.83 cm for the population and the values of 73.83 and 130.00 cm for
‘Brio’ and ‘TC 67’, respectively. Means of number of days to anthesis for the genotypes
in the greenhouse ranged from 60 to 95 days with an overall mean of 78 day for the
population and values of 66 for ‘Brio’ and 84 for ‘TC 67’. Finally, for the combined data
97
of days to anthesis over two locations in the field, means of the genotypes varied in a
range of 37-80 days with the population mean of 55 days and the values of 40 and 71 for
‘Brio’ and ‘TC 67’, respectively. So, overall, under field conditions genotypes matured 23
days earlier than in the greenhouse. Transgressive segregants were found within the
population for the number of days to anthesis in both environments (Figure 2.5).
Figure 2.5. Frequency distribution of agronomic traits using greenhouse and combined data of
two locations in one year among 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’.
Means are back-transformed from least squares means of arcsine-transformed data. Values of the
parental lines are indicated by arrows.
98
Association between agronomic traits and resistance to FHB
The association of plant height (greenhouse) and number of days to anthesis
(greenhouse and field) with disease resistance traits measured in the greenhouse or field
was determined and shown in Table 2.7. In general, these traits were not well correlated
with disease. However, the associations of plant height and number of days to anthesis
with disease incidence, severity, index, and DON accumulation (field) were negative.
Furthermore, number of days to anthesis was positively correlated with FDK (field) and
disease severity (greenhouse).
Table 2.7. Spearman correlation coefficients between agronomic traits and fusarium head blight
among 230 recombinant inbred lines from the cross ‘Brio’/‘TC 67’ using field and greenhouse
dataa.
Trait
Disease
incidence (Fb)
Disease
severity (F)
Disease
index (F)
FDK
(F)
DON
(F)
Disease
severity (Gc)
Plant height-G
-0.21**
-0.26**
-0.27**
0.05
-0.31**
0.04
Days to anthesis-G
-0.19**
-0.33**
-0.29**
0.27**
-0.33**
0.18**
-0.22**
-0.40**
-0.34**
0.25** -0.41**
0.15*
Days to anthesis-F
a
Disease incidence, severity, index, FDK, and DON obtained from field experiments are based on least
square means (LS means) of arcsine transformed data of two locations, Carman and Glenlea, Manitoba,
Canada in 2006 and disease severity from the greenhouse based on LS means of arcsine transformed data.
b
Field (combined data of Carman and Glenlea in 2006)
c
Greenhouse
* Significant at P < 0. 05 probability level.
** Significant at P < 0. 01 probability level.
Regression analysis showed that in general there were significant associations
between awnedness and all disease resistance traits using single location-year or
99
combined data set of field experiments (Table 2.8). The effect of awnedness on disease
severity using greenhouse data was also significant. Awnedness consistently affected
disease incidence and FDK in field conditions with higher coefficient of determination
(R2) values for FDK (Table 2.8). Awnedness explained 5-14% of the phenotypic variation
observed for FDK in the population using different data sets. Results showed that
awnedness had a negative effect on FHB, namely the presence of awns resulted in low
disease in the population (data not shown).
Table 2.8. Coefficient of determination (R2) values from regression analysis of awnedness and
fusarium head blight resistance traits on 230 recombinant inbred lines from the cross ‘Brio’/‘TC
67’ using field and greenhouse data sets.
Data set
Incidence
(F)
Severity
(F)
Index
(F)
FDK
(F)
DON
(F)
Severity
(G)
Carman-2006
0.03**
ns
ns
0.05**
0.03*
.
Glenlea-2006
0.08**
0.04**
0.06**
0.08**
0.07**
.
Carman-2007
0.04**
0.02*
0.04**
0.10**
.
.
Glenlea-2007
0.04**
ns
ns
0.08**
.
.
Carman+Glenlea-2006+2007
0.11**
0.05**
0.10**
0.14**
.
.
.
.
.
.
.
0.02*
Greenhouse
* Significant at P < 0. 05 probability level.
** Significant at P < 0. 01 probability level.
The effect of spike threshability on FHB was also investigated. Regression
analysis showed that spike threshability was significantly associated with all FHB
resistance traits using single location-year and combined data from field trials (Table 2.9).
Spike threshability consistently affected FDK development under field conditions with
100
higher R2 values. It explained 4-22% of the phenotypic variation for FDK in the
population using different data sets. Similarly, spike threshability was associated with
disease severity in the greenhouse by explaining 18% of the phenotypic variation
observed in the population. Results showed that the hard threshable genotypes
represented lower disease (data not shown).
No stable association between awnedness or spike threshability with number of
days to anthesis or plant height was observed either in the field or under greenhouse
conditions (Tables 2.8 and 2.9).
Table 2.9. Coefficient of determination (R2) values from regression analysis of spike
threshability and fusarium head blight resistance traits on 230 recombinant inbred lines from the
cross ‘Brio’/‘TC 67’ using field and greenhouse data sets.
Data set
Incidence
(F)
Severity
(F)
Index
(F)
FDK
(F)
DON
(F)
Severity
(G)
Carman-2006
0.03*
ns
ns
0.04**
ns
.
Glenlea-2006
0.03*
0.05**
0.04**
0.22**
0.11**
.
Carman-2007
0.05**
0.04**
0.06**
0.15**
.
.
Glenlea-2007
ns
ns
ns
0.21**
.
.
0.06**
0.05**
0.06**
0.22**
.
.
.
.
.
.
.
0.18**
Carman+Glenlea-2006+2007
Greenhouse
* Significant at P < 0. 05 probability level.
** Significant at P < 0. 01 probability level.
SSR markers and bulked segregant analysis
Of the 851 SSR primer pairs screened on the parental and bulk DNA samples, 89
primers amplified polymorphic fragments (Table 2.10). The highest number of
101
polymorphic markers was detected on the A genome (44 markers) while the D genome
had the least (17 markers). These polymorphic markers were screened on individual DNA
samples of the resistant and susceptible bulks to select highly polymorphic markers.
Three markers on the A (Xcfa2141, Xcfa2163, and Xcfa2185) and four markers on the B
genome (Xbarc75, Xcfd60.1, Xcfd60.2, and Xgwm132) were identified as highly
polymorphic. No polymorphic microsatellite primer was detected on genome D. The
seven markers for the A and B genomes were used to evaluate the mapping population
(Table 2.10).
Table 2.10. Screening SSR markers of different genomes on parental lines, resistant and
susceptible bulks, and individuals of the bulks to select polymorphic markers to map a ‘Brio’/‘TC
67’ recombinant inbred line populationea.
Genome A
Markers
screened on
parental
lines and
bulks
323
Polymorphic
markers on
parental
lines and
bulks
44
Markers
screened on
the
individuals of
the bulks
44
Highly
polymorphic
markers on the
individuals of
the bulks a
3
Markers
used to
genotype the
mapping
population
3
Genome B
319
28
28
4
4
Genome D
209
17
17
0
0
Total
851
89
89
7
7
Genome
a
The markers for which the fragments of the individual DNA samples were similar to the fragments of the
bulks (similarity ≥ 90%), were used to genotype the entire mapping population.
QTL mapping
The three polymorphic markers on the A genome were grouped and ordered by
MAPMAKER/EXP to make a linkage map belonging to chromosome 5A (Figure 2.6).
The length of the linkage map was determined to be 10.8 cM, calculated using the
102
Kosambi mapping function of the MAPMAKER/EXP software. Thus it was determined
that the SSR markers were located close together on a small part of the chromosome.
Figure 2.6. Linkage map and LOD curves after interval mapping (IM) analysis of fusarium head
blight resistance on chromosome 5A on 230 recombinant inbred lines from the cross ‘Brio’/‘TC
67’.
Genetic distances are shown in centimorgan (cM) on the upper side of the linkage group and QTL
positions for FHB severity (greenhouse) and FDK (field) on the lower side.
severity (greenhouse),
= QTL for FDK, Glenlea-2006,
QTL for FDK, Glenlea-2007, and
= QTL for disease
= QTL for FDK, Carman-2007,
= QTL for FDK, Carman+Glenlea-2006+2007.
103
=
Interval mapping with QTL Cartographer detected a major QTL on chromosome
5AL that was associated with both reduced disease severity and FDK under greenhouse
and field conditions, respectively (Figure 2.6). This QTL explained 14.4% of phenotypic
variation for severity (type II resistance) in the greenhouse and 19.2-23.0% for FDK (type
IV resistance) across locations and years. Another genomic region on chromosome 5AL
was also detected for FDK based on the single location-year data for Carman-2007 which
explained 9.4% of phenotypic variation. As the position of this genomic region is very
close to the other QTL and its effect was not consistent among locations and years, it is
likely a function of phenotypic error. The consistent and major QTL detected in the
present study was positioned at the interval of the markers Xcfa2141 and Xcfa2185
tending to Xcfa2185 (Figure 2.6). The resistance allele for this QTL was derived from the
resistant parent ‘TC 67’.
Positive correlations were observed among the phenotypic data of the traits for
which the major QTL on chromosome 5AL was detected. A correlation range of 0.330.42 (P < 0.01) was observed between disease spread data in the greenhouse and FDK
field data. The correlation among FDK data associated to this QTL varied from 0.44 to
0.63 (P < 0.01).
One of the four polymorphic markers of the B genome (Xcfd60.1) showed a
significant deviation from the expected segregation ratio of 1:1 in the mapping population
according to a χ2 test for fitness (P < 0.001). For the three remaining markers which were
located individually on three different chromosomes, single marker analysis (SMA) was
conducted with QTL Cartographer to determine if the markers were linked to a QTL. A
regression analysis was also applied to estimate the R2 values. The results showed that the
marker Xcfd60.2 was linked to unstable QTL(s) on chromosome 5BS which explained 8.0
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and 5.06% of phenotypic variation for disease severity in Carman-2006 and disease index
in 2006 over two locations, respectively. As the location of a QTL on a chromosome
cannot be determined using SMA it is not known if there are two different QTLs on
chromosome 5BS working separately for resistance to disease severity and index, or just
one which confers resistance to both traits. It is likely that there is only one QTL for both
traits linked to Xcfd60.2 on 5BS because disease severity and index are very similar (both
represent a combination of type I and type II resistances) and likely share an identical
genetic basis. This QTL was derived from the moderately susceptible parent ‘Brio’. This
finding is not surprising as we observed transgressive segregation for all traits including
disease severity and index in the mapping population.
For the remaining traits of FHB resistance, including disease incidence, severity,
and DON accumulation no QTL were detected in the population. Neither was any QTL
detected for plant height and number of days to anthesis in either the greenhouse or field
experiments.
Discussion
FHB resistance
Phenotypic evaluation of genotypes is the first step in QTL mapping. Under
natural conditions, FHB occurs unpredictably and the disease is not uniformly spread
across the field (Buerstmayr et al. 2002). Therefore, artificial inoculation is essential for a
reliable FHB resistance evaluation and to detect QTLs in a mapping population. We
applied single-floret inoculation in the greenhouse and measured the percent of infected
spikelets to determine the spread of the disease within a spike as an indicator of type II
105
resistance. Spray inoculation was applied in the field to measure the disease incidence
(type I), severity (combined effect of type I and type II), DON accumulation (type III),
and FDK development (type IV). Spray inoculation is a simple and reliable method to
evaluate type I resistance (Yang et al. 2005b). On the other hand, the combined effects of
type I and type II resistance can be evaluated using spray inoculation and may be
described as field resistance (Schmolke et al. 2005; Somers et al. 2003).
There were high positive correlations among disease incidence, severity, and
index (Table 2.5) which is evidence that these traits are controlled by similar genetic
systems. Our results support the results of Steiner et al. (2004) who observed a high
positive correlation between FHB severity and incidence but a weaker association of both
traits with disease spread. Disease incidence is an indicator of type I resistance which is
usually evaluated in spray- or naturally-inoculated plots or pots (Buerstmayr et al. 2009).
As mentioned before, disease severity is used in spray-inoculated field trials to determine
a combination of type I and type II resistance. Disease index is a combination of both
disease incidence and severity as it is calculated using a formula involving both variables.
So it is not surprising that these three disease traits are highly correlated and possibly
controlled by the same QTLs. The correlation between FDK and DON or the correlation
between either of them with the disease incidence, severity and index were poor (Table
2.5). This is evidence that resistance to FDK and DON accumulation is controlled by loci
different from the resistance genes/QTLs controlling these three traits.
Correlation between agronomic traits and resistance to FHB
In the present study, plant height had significant negative correlations with FHB
incidence, severity, and index following spray-inoculated field experiments. Taller lines
106
tended to be less diseased than shorter ones. This happened in spite of spray inoculation,
providing the same amount of inoculum to plants independent of plant height. This
phenomenon seems to be a common feature reported in several studies (Buerstmayr et al.
2000; Gervais et al. 2003; Häberle et al. 2009; Handa et al. 2008; Hilton et al. 1999;
Klahr et al. 2007; Mesterházy 1995; Paillard et al. 2004; Schmolke et al. 2005; Schmolke
et al. 2008; Somers et al. 2003; Srinivasachary et al. 2008; Steiner et al. 2004; Wilde et al.
2007). These observations support the hypothesis that semidwarf genotypes are more
subject to infection by Fusarium due to higher moisture and humidity enhancing disease
development (Klahr et al. 2007; Somers et al. 2003). The correlation of plant height and
FHB resistance following spray inoculation as well as overlapping QTL regions suggests
either linkage between loci or pleiotropy (Schmolke et al. 2005). However, our data did
not support the presence of FHB resistance genes/QTLs linked to the genetic factors
controlling plant height. The correlation coefficient between plant height and DON
accumulation in this study was -0.31 while it was estimated as -0.50 by Somers et al.
(2003). The correlation values between plant height and disease severity following singlefloret inoculation in the greenhouse was positive but non-significant in our study as well
as in the studies conducted by Somers et al. (2003) and Steiner et al. (2004). Plant height
also did not correlate to FDK in our study (Table 2.7). In general, the correlation
coefficients estimated in the present study are weaker than that reported in previous
studies which can be attributed to differences in genetic backgrounds of the populations
used, environmental conditions, or inoculation methods.
The correlations of number of days to anthesis with disease incidence, severity,
and index were also significant and negative indicating that lines with a later heading date
tended to be less diseased than early-maturing lines. A negative association between
107
heading date and FHB has been also reported in several studies (Gervais et al. 2003;
Häberle et al. 2009; Paillard et al. 2004; Schmolke et al. 2005; Somers et al. 2003; Wilde
et al. 2007). We estimated a correlation value of -0.33 to -0.41 between number of days to
anthesis and DON accumulation which is similar to the results of Somers et al. (2003).
The results mentioned here are different from those of Arthur (1891) who indicated that
early-maturing lines are more resistant to FHB and from researchers who observed
positive correlations between heading date and FHB (Klahr et al. 2007; Steiner et al.
2004). In the present study, the association between number of days to anthesis and
disease severity under greenhouse conditions was significant and positive which supports
the results of Steiner et al. (2004). Somers et al. (2003) also found a positive correlation
between days to heading and disease spread but it was not significant. The correlation
between number of days to anthesis and FDK in our study was significant and positive
with a range of 0.25-0.27 (Table 2.7). It would appear that the correlation between
number of days to anthesis and disease traits is somewhat contradictory which may be
due to differences in genetic background, environmental variation, or methods used for
evaluation. The genetic basis for heading date and FHB resistance may be different
(Buerstmayr et al. 2000) but it is possible that late or early maturing lines escape infection
by not being at anthesis when the optimal conditions are present for infection (Somers et
al. 2003) or by slowing down disease spread when weather conditions are not optimal for
disease development (Lin et al. 2006).
We observed a negative correlation between the presence of awns and FHB
development which is different from the results of Mesterházy (1995) who stated that the
presence of awns enhances FHB development. Based on the results of the present study
awnedness is a strong morphological marker linked to resistance genes/QTLs for FDK.
108
The suppressor B1 gene for awnedness is reportedly linked to FHB resistance
genes/QTLs (Ban and Suenaga 2000; Gervais et al. 2003). Our results also showing an
association between spike threshability and FHB development support those of Steiner et
al. (2004).
QTL mapping and molecular markers
The highest heritability for disease traits in this study was estimated for disease
spread in the greenhouse experiment (Table 2.4) as environmental effect is more
controlled and genetic effect may be better expressed. The heritability of FDK within
single location-years was also relatively high (Table 2.4). The heritability value of FDK
across two locations in two years was the lowest of all (Table 2.4) because of the
interaction effects of genotype, location, and year. In fact, the locations or years are
random samples of disease hot spot locations or years in the target population of
environments, which consists of disease-prone genotypes. Among the agronomic traits,
number of days to anthesis in the greenhouse and field had heritability values of 0.998
and 0.959, respectively, and it was 0.925 for plant height in the greenhouse. We should be
able to detect QTLs that explain more phenotypic variance within the greenhouse or
single location-years because their heritabilities are high.
Molecular mapping of the ‘Brio’/‘TC 67’ population showed lower SSR
polymorphism than reported for other populations. This was possibly because ‘TC 67’ is
an adapted spring wheat cultivar which is not widely different from the moderately
susceptible parent ‘Brio’. In addition, preliminary screening of the markers on resistant
and susceptible parents and further screening on the individuals of the bulks possibly
narrowed the screens resulting in a limited number of polymorphic markers. Despite high
109
correlations between agronomic traits and FHB resistance, neither specific QTLs for the
agronomic traits nor overlapping QTLs for agronomic traits and FHB resistance were
detected within the population. Although the population was genotyped with 851
markers, the map obtained was probably not complete. Nevertheless, interval mapping
(IM) detected a major QTL for resistance to disease severity (greenhouse) and FDK
(field) on chromosome 5AL.
The resistance alleles on chromosome 5AL in this investigation were from the
resistant parent ‘TC 67’. The 5A chromosome has been found to be involved in FHB
resistance in widely diverse wheat germplasm. Quantitative trait loci on this chromosome
have been identified for type I resistance in the populations derived from the crosses of
‘DH181’/‘AC Foremost’ (Yang et al. 2005b) and ‘Nanda2419’/‘Wangshuibai’ (Lin et al.
2006), for field resistance in the crosses of ‘Sumai 3’/‘Gamenya’ (Xu et al. 2001) and
‘Renan’/‘Recital’ (Gervais et al. 2003), and for disease severity in the populations from
‘Frontana’/‘Remus’ (Steiner et al. 2004), ‘Arina’/‘Forno’ (Paillard et al. 2004),
‘Wangshuibai’/‘Alondra’"s" (Jia et al. 2005), and ‘Spark’/‘Rialto’ (Srinivasachary et al.
2008) under natural or spray-inoculated field conditions. The chromosome 5A was also
shown to carry QTLs for type II resistance in populations from different backgrounds
such as ‘Fundulea 201R’/‘Patterson’ (Shen et al. 2003a), ‘Strongfield’/‘Blackbird’
(Somers et al. 2006), ‘Ernie’/‘MO 94-317’ (Liu et al. 2007), and ‘Veery’/‘CJ 9306’ (Jiang
et al. 2007a).
Buerstmayr et al. (2002, 2003 #54) detected a QTL for resistance to both disease
spread and fungal penetration under field conditions on chromosome 5A (Qfhs.ifa-5A) in
a ‘CM-82036’/‘Remus’ DH population. Based on the results of experiments using
different inoculation methods, Buerstmayr et al. (2002, 2003 #54) concluded that
110
Qfhs.ifa-5A may contribute mainly to type I resistance and to a lesser extent to type II
resistance. Similar conclusions were drawn by Chen et al. (2006) using the evaluation of
the ‘W14’/‘Pioneer Brand 2684’ DH population.
In a DH population derived from ‘Wuhan-1’/‘Maringa’ which later was corrected
to‘Wuhan-1’/‘Nyu Bai’ (McCartney et al. 2007), Somers et al. (2003) detected a QTL on
chromosome 5AS for low DON content. This QTL was later validated in a population
derived from the cross ‘Veery’/‘CJ 9306’ (Jiang et al. 2007b). A QTL for low FDK on
chromosome 5A was also reported in a population of ‘Arina’/‘Riband’ (Draeger et al.
2007).
The effect of the 5AL QTL on disease severity and FDK in ‘Brio’/‘TC 67’ can be
attributed to the presence of two linked QTLs in one position or the presence of one
pleiotropic QTL conferring resistance to disease severity and FDK. However, a
correlation range of 0.33-0.42 observed between the phenotypic data of disease severity
and FDK is not very high. This may be due to the environmental variation or different
mechanisms controlling different FHB resistance expression (Shen et al. 2003a) or
indirect evidence that the two traits are controlled by different loci (Somers et al. 2003).
However, pleiotropic effects of many FHB-resistance QTLs have been mentioned before.
In the study of a population of ‘W14’/‘Pioneer Brand 2684’, Chen et al. (2006) detected a
5AS QTL which explained phenotypic variation for FHB incidence and severity, DON
accumulation, and FDK. A QTL on chromosome 5A for reduced DON accumulation was
reported in the cross of ‘Wangshuibai’/‘Annong 8455’ which also showed effects on type
II resistance (Ma et al. 2006b). Abate et al. (2008) detected a QTL on 5AS associated
with both reduced DON and FDK in a population of wheat from the cross ‘Ernie’/‘MO
94-317’ which was co-localized with a QTL for type II resistance in this population (Liu
111
et al. 2007). Finally, Yu et al. (2008) detected a QTL on the distal end of the 5AS
chromosome in a population of ‘Wangshuibai’/‘Wheaton’ which contributed to type I,
type II, and type III resistance.
All the QTLs reported on chromosome 5A in the studies discussed above are at
least 30 cM distant from the QTL reported in the present study. However, recently, Li et
al. (2008) reported three genomic regions on 5A for low FDK in a population of wheat
derived from ‘Nanda 2419’/‘Wangshuibai’ one of which (QFdk.nau-5A.3) corresponds to
the QTL detected in the present study.
Using single marker analysis (SMA), a QTL was detected on chromosome 5BS,
with a low and inconsistent effect on disease severity and index (a combination of type I
and type II resistances). This QTL was from the moderately susceptible parent ‘Brio’.
Results have shown that moderately susceptible cultivars may contain FHB resistance
alleles that when combined with alleles from resistant cultivars can increase their level of
resistance to FHB (Waldron et al. 1999). QTLs for resistance to FHB on chromosome 5B
have been reported from a few studies. A QTL with a minor effect for type II resistance
was identified on this chromosome from the crosses of ‘Huapei 57-2’/‘Patterson’
(Bourdoncle and Ohm 2003) and ‘Nanda 2419’/‘ Wangshuibai’ (Lin et al. 2004). Paillard
et al. (2004) identified a main QTL for resistance to disease severity on chromosome 5BL
in a population of winter wheat ‘Arina’/‘Forno’ cross under spray-inoculated field
conditions. Jia et al. (2005) detected a QTL for disease severity on chromosome 5B in
naturally infected trials in a ‘Wangshuibai’/‘Alondra’"s" DH population. Another QTL
was identified on 5BL for disease severity under spray-inoculated field trials in a
population of ‘Cansas’/‘Ritmo’ (Klahr et al. 2007). There is evidence for the presence of
112
type II resistance QTLs with epistatic effects on chromosomes 5A (Ma et al. 2006a) or 5B
(Yang et al. 2005b) without any main effect.
The major QTL on 5AL which is linked to Xcfa2185 explained 14.4% of the
phenotypic variation for disease severity (greenhouse), 19.2-23.0% for FDK single
location-year data, and 19.7% for FDK combined data of two locations in two years
(Table 2.11). On the other hand, the heritability values for these traits were 96, 90-92, and
67%, respectively (Table 2.4). Likewise, the minor QTL on 5BS which is linked to
Xcfd60.2 covered 8.0% of disease severity (Carman-2006) variation while the heritability
value for the trait was 88%. Consequently, there are gaps between the amount of
phenotypic variation covered by the genetic factors (markers) and the proportion of the
phenotypic variation that is potentially due to genetic effects. It is likely that other QTLs
and/or epistatic interactions have not yet been identified in this population. Especially
minor QTLs may play an important role in this case. The undetected QTL in the present
study may result from the limitation of the bulked segregant analysis strategy, as this
technique may target only major effect QTLs, not minor effect QTLs (Michelmore et al.
1991). Furthermore, there may be a lack of available markers in locations associated with
QTLs on a chromosome since the map does not cover 100% of the wheat genome.
The detection of transgressive segregation in disease spread and FDK as shown in
Table 2.4, indicates that neither of the parents carry a full complement of resistance
QTLs/genes. It also suggests that improvements in FHB resistance can be made by
combining resistance genes from different sources (Somers et al. 2003).
In conclusion, the QTL detected on chromosome 5AL in ‘TC 67’ is a consistent
QTL with major effects on type II (disease severity) and type IV (FDK) resistance. It can
be classified among the QTLs with an intermediate effect on type II resistance compared
113
to the well-known 3BS QTL detected in Sumai 3 and its derivatives. This novel QTL
provides an alternative for the currently known QTLs or may be combined with them to
enhance the level of resistance to FHB in wheat cultivars. However, the positive
association between FHB and hard threshability may limit the use of this QTL.
114
CHAPTER 3
MOLECULAR GENETIC DIVERSITY AND VARIATION FOR
AGGRESSIVENESS AMONG FUSARIUM GRAMINEARUM
ISOLATES FROM DIFFERENT SOURCES
115
Molecular genetic diversity and variation for aggressiveness among Fusarium
graminearum isolates from different sources
Summary
Phylogenetic relationships among 58 isolates of putative Fusarium graminearum from
Canada, Iran, and the International Maize and Wheat Improvement Centre (CIMMYT),
Mexico were characterized using Tri101 gene sequencing data. All Canadian and Iranian
isolates clustered in one group and were identified as F. graminearum lineage 7 (= F.
graminearum sensu stricto) within the F. graminearum clade while the isolates received
from CIMMYT were placed in F. graminearum lineage 3 (= Fusarium boothii) within the
Fg clade or Fusarium cerealis. The PCR assay based on the Tri12 gene revealed the
presence of the three trichothecene chemotypes of NIV, 3-ADON, and 15-ADON among
the isolates tested with 15-ADON being the predominant chemotype. All Fusarium
boothii isolates from CIMMYT were identified as 15-ADON chemotype, while all F.
cerealis isolates were determined to be the NIV chemotype. While we did not find the
NIV chemotype among the Canadian isolates, it was the predominant chemotype among
the Iranian isolates. There was evidence of shift from the 15-ADON to more toxigenic 3ADON chemotype among the Canadian isolates within the period of 1996-2004. High
variation in aggressiveness was observed among and within the species tested with the
isolates of F. graminearum sensu stricto being the most aggressive species, followed by
F. boothii and F. cerealis. We observed association between chemotypes and
aggressiveness with the observation that the NIV chemotypes had the lowest
aggressiveness among all isolates, followed by the 15-ADON and 3-ADON chemotypes.
116
Introduction
Fusarium graminearum Schwabe [teleomorph: Gibberella zeae (Schwein.)
Petch.] is the most dominant and widespread pathogen causing fusarium head blight
(FHB) of small grain cereals worldwide. Fusarium head blight is one of the most
destructive and economically important diseases of wheat, barley, and other small grains
in many countries, and is particularly favoured by conditions of high humidity and warm
temperatures. In addition to reducing grain yield and quality, FHB may result in grain
contaminated with harmful mycotoxins such as deoxynivalenol (DON) and zearalenone
(Bai and Shaner 1994; Desjardins et al. 1996; Marasas et al. 1984; McMullen et al. 1997;
Miller et al. 1991; Parry et al. 1995; Snijders 1990b; Sutton 1982; Tuite et al. 1990).
FHB was first described over a century ago and was considered a major threat to
wheat and barley during the early years of the 20th century (Dickson and Mains 1929).
Since then epidemics have been sporadic, but have occurred during recent decades in
many countries including in the USA and Canada (Bai and Shaner 1994; Ban 2001;
Gilchrist et al. 1997; McMullen et al. 1997; Mesterházy 2003; Reis 1990; Snijders 1990b;
Snijders 1990d; Sutton 1982).
The sexual stage of F. graminearum, G. zeae, is a homothallic ascomycete, as the
alternative forms of the mating type (MAT) locus are juxtaposed at the same locus in G.
zeae (Yun et al. 2000). Sexual reproduction in G. zeae can occur either by selffertilization or outcrossing but the relative frequency of selfing and outcrossing in nature
is not well known. Extensive sexual recombination should increase the level of variation
within populations of F. graminearum (G. zeae) (Burdon 1993). Fusarium graminearum
isolates demonstrate high variation in genotypic characteristics and phylogenetic profiles,
117
mycotoxin production and trichothecene chemotypes, pathogenicity/aggressiveness,
vegetative compatibility groups (VCGs), and phenotypic features.
Historically, two naturally occurring and morphologically distinct populations
within F. graminearum known as group 1 and group 2 were described by Purss (1969;
1971) and Francis and Burgess (1977) based on inability or ability of cultures to form
perithecia, respectively (Francis and Burgess 1977). Subsequent analysis based on both
morphological characteristics and DNA sequence data indicated that group 1 and group 2
were phylogenetically distinct, and consequently they were renamed as Fusarium
pseudograminearum Aoki and O’Donnell (teleomorph: Gibberella coronicola Aoki and
O’Donnell) and Fusarium graminearum, respectively (Aoki and O'Donnell 1999a, b).
Fusarium graminearum (G. zeae) was thought to be a single species spanning six
continents until the genealogical concordance phylogenetic species recognition (GCPSR)
approach (Taylor et al. 2000) was used to determine species limits among a global
collection of F. graminearum isolates (O'Donnell et al. 2000; Ward et al. 2002). Using
the GCPSR approach and phylogenetic analysis of DNA sequences of portions of nuclear
genes from the isolates of F. graminearum collected from around the world, O’Donnell et
al. (2000) detected seven phylogenetically distinct and biogeographically structured
lineages. The F. graminearum species was named the F. graminearum clade or Fg clade
and the lineages were designated species (O'Donnell et al. 2000). Using more isolates of
F. graminearum six additional lineages (= species) were later discovered (O'Donnell et al.
2008; O'Donnell et al. 2004; Starkey et al. 2007; Ward et al. 2002; Yli-Mattila et al.
2009). So what previously was known as F. graminearum ‘group 2’ is now known to be a
monophyletic species complex consisting of at least 13 distinct phylogenetic species.
These lineages have been formally named, and the use of new species names is
118
recommended (O'Donnell et al. 2004). These species have different geographic
distributions, differ in production of trichothecenes, and may differ in their ability to
cause disease on particular crops (Cumagun et al. 2004; O'Donnell et al. 2000; O'Donnell
et al. 2004).
The name Fusarium graminearum (lineage 7 within the Fg clade) with the
teleomorph G. zeae was assigned to the principal causal agent of FHB in wheat and
barley, and appears to have a cosmopolitan distribution (O'Donnell et al. 2004). It is the
predominant species in the Fg clade found in Canada (K. O’Donnell, Pers. Comm.), USA
(Burlakoti et al. 2008; Zeller et al. 2003, 2004), Argentina (Ramirez et al. 2007), and
central Europe (Tóth et al. 2005). Fusarium graminearum sensu stricto isolates have also
been detected from New Zealand (Monds et al. 2005) and several Asian countries,
including China (Gale et al. 2002), Japan (Karugia et al. 2009), and Korea (Lee et al.
2009).
There are many reports dicussing the genetic diversity of F. graminearum in the
literature
(Akinsanmi et al. 2006; Burlakoti et al. 2008; Carter et al. 2000;
Dusabenyagasani et al. 1999; Fernando et al. 2006; Gagkaeva and Yli-Mattila 2004; Gale
et al. 2002; Karugia et al. 2009; Lee et al. 2009; Miedaner et al. 2001; Mishra et al. 2004;
Ouellet and Seifert 1993; Qu et al. 2008; Ramirez et al. 2007; Schmale III et al. 2006;
Tóth et al. 2005; Waalwijk et al. 2003; Walker et al. 2001; Zeller et al. 2003, 2004).
These reports show high genetic variation within F. graminearum individual field
populations, populations sampled across a large-scale geographical zone, or within
collections of isolates. On the other hand, little or no population subdivision has been
observed among the isolates of the pathogen sampled from fields separated by hundreds
of kilometres (Fernando et al. 2006; Gale et al. 2002). By analysis of large numbers of G.
119
zeae isolates from different populations collected across USA, Zeller et al. (2003, 2004)
concluded that a large, homogeneous, interbreeding population of the FHB pathogen, F.
graminearum sensu stricto, is present over USA; genetic diversity results from a
continuous recombination among inocula which is most likely from multiple origins over
large geographical distances.
Fusarium species produce trichothecenes which are divided into two broad
categories based on the presence (B-trichothecenes) or absence (A-trichothecenes) of a
keto group at the C-8 position of the trichothecene ring (Ueno et al. 1973). All Fg clade
species are B-trichothecene producers (Ward et al. 2002). They produce predominantly
either deoxynivalenol (DON) or its C-4 oxygenated derivative, nivalenol (NIV). Miller et
al. (1991) described the following strain-specific profiles of trichothecene metabolites
(chemotypes) within the F. graminearum species complex and related species: i) DON
chemotype which produces DON and/or its acetylated derivatives, and is subdivided into
3-ADON chemotypes (DON and 3-ADON producers) and 15-ADON chemotypes (DON
and 15-ADON producers), and ii) NIV chemotypes which produce nivalenol and/or its
diacetylated derivatives. DON-producing isolates of F. graminearum appear to occur
more frequently than NIV-producing isolates in different parts of the world (Abbas et al.
1986; Abramson et al. 1993; Alvarez et al. 2009; Gale et al. 2007; Guo et al. 2008;
Jennings et al. 2004; Mirocha et al. 1989; Pineiro et al. 1996; Ramirez et al. 2006; Scoz et
al. 2009; Tóth et al. 2005), and the 15-ADON chemotype is more prevalent than the 3ADON chemotype in many countries (Abbas et al. 1986; Abramson et al. 1993; Alvarez
et al. 2009; Gale et al. 2007; Guo et al. 2008; Jennings et al. 2004; Ji et al. 2007; Mirocha
et al. 1989; Moon et al. 1999; Pineiro et al. 1996; Scoz et al. 2009; Seo et al. 1996; Tóth
et al. 2005). However, recently a significant shift from DON- to NIV-producing F.
120
graminearum in northwestern Europe has been reported (Waalwijk et al. 2003). There are
also indications that the original 15-ADON chemotype is being replaced by the 3-ADON
chemotype in North America (Ward et al. 2008).
The terms pathogenicity and aggressiveness are commonly used in the literature
describing genetic resistance to fungal pathogens. There are differences in definitions and
usages of these terms among authors who work with different pathogens and diseases but
in general, pathogenicity is the ability of a pathogen to cause disease and aggressiveness
is the amount of disease caused by an isolate of the pathogen (Trigiano et al. 2008).
DON produced by the pathogen during the infection period has been proposed as
a virulence factor (Proctor et al. 1995). The aggressiveness of F. graminearum isolates
also depends on their DON-producing capacity (Mesterházy 2002; Miedaner et al. 2000).
DON-nonproducing isolates of F. graminearum caused a low level of disease severity in
plants (Desjardins et al. 1996; Eudes et al. 2001; Nicholson et al. 1998). Bai et al. (2001a)
indicated that the DON-nonproducing isolates still could infect wheat spikes but could not
spread beyond the initial infection site, suggesting that DON is an aggressiveness factor,
rather than a pathogenicity factor (Harris et al. 1999; Proctor et al. 1995). There are also
several reports indicating that DON-producing isolates are more aggressive than NIVproducing isolates (Cumagun et al. 2004; Desjardins et al. 2004; Goswami and Kistler
2005; Logrieco et al. 1990; Miedaner et al. 2000; Muthomi et al. 2000). Goswami et al.
(2005) also observed a significant correlation between the amount of the dominant
trichothecene (either DON and its acetylated forms or NIV) produced by the Fg clade
species and the level of aggressiveness on wheat.
High variation in pathogenicity and aggressiveness has been found among F.
graminearum isolates from different geographical regions (Akinsanmi et al. 2004; Bai
121
and Shaner 1996; Cullen et al. 1982; Cumagun et al. 2004; Mesterházy 1984; Miedaner et
al. 1996, 2000 #224, 1996 #225; Muthomi et al. 2000; Walker et al. 2001; Wu et al.
2005). A significant variation for aggressiveness was observed within the individual field
populations of F. graminearum from Germany and among the isolates from a world
collection (Miedaner et al. 2001). Gilbert et al. (2001) observed high variation in
aggressiveness among Canadian isolates of F. graminearum in single-floret- and sprayinoculated experiments. All F. graminearum isolates from central Europe were found to
be highly pathogenic in in vitro aggressiveness tests (Tóth et al. 2005). There are other
reports indicating variation in aggressiveness among the isolates of F. graminearum
(Cumagun et al. 2004; Goswami and Kistler 2005; Xue et al. 2004).
There is evidence that advanced wheat lines/cultivars representing a resistant
reaction to FHB at the International Maize and Wheat Improvement Centre (CIMMYT),
Mexico do not demonstrate the same reaction in other locations, e.g. Canada and USA (J.
Gilbert, Pers. Comm.). The difference in the reaction of wheat lines/cultivars to FHB may
be attributed to pathogen isolates, environmental conditions, and/or the interaction of
both. The first step in clarifying the problem is to define the pathogen profile to see if
there are differences between Fusarium isolates used at CIMMYT wheat nurseries and
isolates used to assess FHB resistance in other wheat growing areas. Understanding the
genetic profile and diversity of the pathogen may provide insights into the evolutionary
and epidemiological potential of the pathogen, and may lead to an improvement in our
strategies for control of the pathogen and management of the disease(s) caused by it. The
objectives of this study were: a) to elucidate the phylogenetic relationships among the
putative isolates of F. graminearum from Canada, Mexico, and Iran based on
trichothecene 3-O-acetyltransferase (Tri101) gene sequencing data, b) to determine the
122
trichothecene chemotypes of the isolates, c) to assess the variation in aggressiveness
among the isolates, and d) to determine if there is an association between phylogenetic
structure and/or chemotypes with aggressiveness.
Materials and methods
Fusarium isolates
Fifty eight Fusarium isolates from Canada, Iran, and CIMMYT, Mexico along
with seven reference isolates representing seven species within the Fg clade (O'Donnell et
al. 2000) received from NCAUR-ARS-USDA (Peoria, IL) were used in this study (Table
3.1). Among the experimental isolates, 20 from Canada and 15 from CIMMYT had
originally been isolated from Fusarium-infected wheat, barley, or maize and had
morphologically been identified as F. graminearum. The 23 Iranian isolates of the
pathogen were isolated from FHB-infected wheat spikes collected from Iran. For
identification, the isolates were cultured on PDA and carnation leaf agar (CLA) and
incubated for 10-14 days under alternating temperatures of 25 C day/20 C night (Nelson
et al. 1983). Cultural and morphological characteristics were used to identify the fungal
isolates (Nelson et al. 1983). For mid-term storage, all isolates were first grown on circles
of sterile filter paper (Whatman® filter paper No. 3) placed on PDA in 9 cm Petri dishes.
After the filter paper was colonized, it was peeled from the agar under aseptic conditions
and allowed to dry for several days in a biohazard hood. Subsequently, the colonized
paper was cut into 3 mm2 pieces and stored at -20°C in small Eppendorf® tubes to create
a stock supply from which future cultures were grown for all experiments.
123
For the specific purpose of phylogenetic analysis, the sequencing data of the
Tri101 gene of the 11 currently designated Fusarium spp. within the Fg clade were
downloaded from GenBank (Table 3.1).
Mycelium production and DNA extraction
Mycelial disks of F. graminearum isolates on PDA were transferred to 125 ml
flasks containing 60 ml Yeast-Malt broth culture media (0.3% yeast extract, 0.3% malt
extract, 0.5% peptone, and 2% dextrose) and were grown at 25 C on a rotary shaker (200
rpm) for 3-4 days (O'Donnell 1992). The mycelium was harvested as follows: mycelium
suspension was poured into 50 ml tubes and centrifuged at 3500 x g at 25 C for 10 min at
an AllegraTM 6R centrifuge (Beckman Coulter, Brea, CA, USA), the supernatant was
discarded and 10 ml sterile distilled water added to the mycelium pellet. This was
centrifuged for another 10 min and the supernatant was again discarded. The mycelia
were blotted briefly between sterile paper towels. The harvested mycelia were lyophilized
for two days in smaller tubes and stored for further use.
DNA was extracted using the modified CTAB miniprep method (Gardes and
Bruns 1993): 300 µl of CTAB extraction buffer (1.0 M Tris-HCl pH = 8.0, 5.0 M NaCl,
0.5 M EDTA pH = 8.0, 1.1% CTAB) and 33 µl of 20% SDS were added to 50 mg of
lyophilized and pulverized mycelium, mixed slowly, and incubated at 65 C for ≈ 1 h,
mixing every 20 min. After cooling the samples at room temperature, 300 µl of
chloroform-isomyl alcohol 24:1 was added to each sample, gently shaken for 20 min, and
then spun for 20 min at 4000 x g in an AllegraTM 25R centrifuge (Beckman Coulter, Brea,
CA, USA). The supernatant (250 µl) was removed and DNA was precipitated by adding
160 µl of isopropanol to each sample. The samples were gently shaken (up and down) for
124
2 min then spun for 20 min at 4000 x g to pellet the DNA. The supernatants were
aspirated from the samples and the pellets were gently washed by adding 500 µl of 70%
ethanol making sure the pellets were released from the bottom of the tubes. This step was
repeated once. The pellets were completely air-dried under a fume hood over night and
then resuspended in 100 µl of 0.1x TE buffer (1 M Tris-HCl pH = 7.5, and 0.5 M EDTA
pH = 7.5) with RNAse. DNA samples were diluted to 10 ng/µl by adding appropriate
amounts of 0.1x TE buffer to use in PCR reactions (see below).
DNA amplification and sequencing
The Tri101 gene was amplified as two overlapping fragments with the primer
pairs AT1 and AT2 (Table 3.2) designed by Dr. Kerry O’Donnell (Pers. Comm.). The
PCR reaction mixture typically contained 1x PCR buffer, 2 mM MgSO4, 0.8 mM of each
dNTP (InvitrogenTM, Carlsbad, CA, USA), 0.3 pmol/µl of each primer (InvitrogenTM),
0.4x BSA, 0.02 unit/µl Hi Fi Platinum® Taq DNA polymerase (Perkin-Elmer, Foster City,
CA, USA), and 10 ng DNA in a reaction volume of 49 µl. PCR products were amplified
in a PTC-200 thermal cycler (MJ Research, Waltham, MA, USA) with the following
program: 1) an initial denaturing step of 2 min at 94 C, 2) 35 cycles of 15 s at 94 C for
DNA denaturation, 45 s at 60 C for primer annealing, and 1 min at 68 C for primer
extension, 3) a final extension of 10 min at 68 C, and 4) hold the program at 15 C.
125
Table 3.1. List of Fusarium isolates used for genetic diversity and variation for aggressiveness
showing with their identification code, host, geographic origin, and year of collection.
Serial
numbera
Identification
code
Host
Geographic origin
Year
1
DAOM 170785
Maize
Ottawa, Ontario, Canada
1998
2
DAOM 177406
Wheat
Chatham, Ontario, Canada
1998
3
DAOM 177408
Wheat
Chatham, Ontario, Canada
1998
4
DAOM 177409
Wheat
Chatham, Ontario, Canada
1998
5
DAOM 178148
Wheat
Chatham, Ontario, Canada
1998
6
DAOM 178149
Barley
Petrolia, Ontario, Canada
1998
7
DAOM 180376
Maize
Ottawa, Ontario, Canada
1998
8
DAOM 180377
Maize
Ottawa, Ontario, Canada
1998
9
DAOM 180378
Maize
Ottawa, Ontario, Canada
1998
10
DAOM 180379
Maize
Ottawa, Ontario, Canada
1998
11
DAOM 192130
Wheat
St. Jean, Manitoba, Canada
1998
12
DAOM 192131
Wheat
St. Jean, Manitoba, Canada
1998
13
DAOM 213295
Wheat
Burdett, Alberta, Canada
1998
14
EMMB 19/03
Wheat
Plum Coulee, Manitoba, Canada
2003
15
J & R SL 12
Wheat
Swan Lake, Manitoba, Canada
1996
16
MSDS 3/03
Wheat
Beausejour, Manitoba, Canada
2003
17
40/04
Wheat
Somerset, Manitoba, Canada
2004
18
71/04
Wheat
Gretna, Manitoba, Canada
2004
19
98/04
Wheat
Anola, Manitoba, Canada
2004
20
136/04
Wheat
Elkhorn, Manitoba, Canada
2004
21
IR-1
Wheat
Sari, Mazandaran, Iran
2005
22
IR-2
Wheat
Sari, Mazandaran, Iran
2005
23
IR-3
Wheat
Sari, Mazandaran, Iran
2005
24
IR-4
Wheat
Behshahr, Mazandaran, Iran
2005
25
IR-5
Wheat
Behshahr, Mazandaran, Iran
2005
26
IR-6A
Wheat
Behshahr, Mazandaran, Iran
2005
27
IR-6B
Wheat
Behshahr, Mazandaran, Iran
2005
28
IR-7A
Wheat
Aliabad, Golestan, Iran
2005
29
IR-7B
Wheat
Aliabad, Golestan, Iran
2005
126
Table 3.1. List of Fusarium isolates used for ... (Continued).
Serial
numbera
Identification
code
Host
Geographic origin
Year
30
IR-8
Wheat
Aliabad, Golestan, Iran
2005
31
IR-9A
Wheat
Aliabad, Golestan, Iran
2005
32
IR-9B
Wheat
Aliabad, Golestan, Iran
2005
33
IR-10
Wheat
Azadshahr, Golestan, Iran
2005
34
IR-12
Wheat
Azadshahr, Golestan, Iran
2005
35
IR-13
Wheat
Moghan, Ardabil, Iran
2005
36
IR-14
Wheat
Moghan, Ardabil, Iran
2005
37
IR-16
Wheat
Moghan, Ardabil, Iran
2005
38
IR-18A
Wheat
Moghan, Ardabil, Iran
2005
39
IR-18B
Wheat
Moghan, Ardabil, Iran
2005
40
IR-21
Wheat
Moghan, Ardabil, Iran
2005
41
IR-23
Wheat
Moghan, Ardabil, Iran
2005
42
IR-24A
Wheat
Moghan, Ardabil, Iran
2005
43
IR-24B
Wheat
Moghan, Ardabil, Iran
2005
44
CM-1
Wheat
Toluca, Edo de México, México
1995
45
CM-2
Wheat
Toluca, Edo de México, México
1995
46
CM-3
Wheat
Toluca, Edo de México, México
1995
47
CM-4
Wheat
Toluca, Edo de México, México
1995
48
CM-5
Wheat
Toluca, Edo de México, México
1995
49
CM-6
Wheat
Toluca, Edo de México, México
1995
50
CM-7
Wheat
Toluca, Edo de México, México
1995
51
CM-8
Wheat
El Tigre, Jalisco, México
1997
52
CM-9
Wheat
Jesús María, Jalisco, México
1997
53
CM-10
Wheat
Tepatitlan, Jalisco, México
1997
54
CM-11
Wheat
Tepatitlan, Jalisco, México
1997
55
CM-12
Wheat
Tepatitlan, Jalisco, México
1997
56
CM-13
Wheat
Tepatitlan, Jalisco, México
1997
57
CM-14
Wheat
Patzcuaro, Michoacan, México
1997
58
CM-15
Wheat
Patzcuaro, Michoacan, México
1997
127
Table 3.1. List of Fusarium isolates used for ... (Continued).
a
Serial
numbera
Identification
code
Host
Geographic origin
Year
59
NRRL 28585
Herbaceous vine
Brazil
Unknown
60
NRRL 28436
Sweet potato
New Caledonia
Unknown
61
NRRL 29105
Maize ear
Kaski, Nepal
Unknown
62
NRRL 26754
Acacia mearnsii
South Africa
Unknown
63
NRRL 26156
Wheat
Shanghai, China
Unknown
64
NRRL 28063
Maize stalk
Michigan, USA
Unknown
65
NRRL 29306
Maize
New Zealand
Unknown
66
NRRL 29148
Grape ivy
Pennsylvania, USA
Unknown
67
NRRL 31238
Unknown
Unknown
Unknown
68
NRRL 36905
Wheat
Minnesota, USA
Unknown
69
NRRL 37605
Wheat
Ipolydamásd, Hungary
Unknown
The isolates 1-20 which had morphologically been determined as Fusarium graminearum were received
from Cereal Research Centre, Winnipeg, Manitoba, Canada, isolates 21-43 were isolated from wheat spikes
collected from Iran, and isolates 44-58 which also had morphologically been determined as F. graminearum
were received from the International Maize and Wheat Improvement Centre (CIMMYT), Mexico. The
isolates 59-65 representing seven species within the Fg clade were received from NCAUR-ARS-USDA
(Peoria, IL) to use as reference isolates. For sequencing purpose, the sequences of the isolates 59-69
representing 11 species within the Fg clade were downloaded from GenBank using Blast search to use as
reference sequences. The accession numbers of the isolates 59-69 were AF212586, AF212582, AF212593,
AF212595, AF212599, AF212605, AY225882, AF212589, AY452813, DQ452409, and DQ452412,
respectively.
Following purification of the amplified DNA with a MultiScreen® PCR plate
(Millipore Corporation, Billerica, MA, USA), cycle sequencing was conducted in a PTC200 thermal cycler with BigDye® Terminator v3.1 Cycle Sequencing Kit (Applied
Biosystems, Foster City, CA, USA) using the following program: 1) an initial denaturing
step of 5 min at 92 C, 2) 60 cycles of 10 s at 92 C for DNA denaturation, 5 s at 55 C for
128
primer annealing, and 4 min at 60 C for primer extension, 3) a final extension of 10 min
at 60 C, and 4) hold the program at 4 C. Three primers, AT3, AT4, and AT6 were used to
sequence Tri101 gene but as they did not fully sequence the gene we designed four new
primers to cover the gaps in the sequences: F140, F158, F171, and R184 (Table 3.2). All
sequencing reaction mixtures were run on an ABI PRISM® 3100 Genetic Analyzer
(Applied Biosystems, Foster City, CA, USA) according to the manufacturer’s
instructions.
Table 3.2. List of primers used for Tri101 gene amplification and/or sequencing in Fusarium
isolatesa.
Primer name
Sequence
Forward
/reverse
PCR primers:
AT1
AT2
AAAATGGCTTTCAAGATACAGC
C(A/G)TA(C/T)TGCGC(A/G)TA(A/G)TTGGTCCA
Forward
Reverse
Sequencing primers:
AT3
AT4
AT6
F140
F158
F171
R184
TTGATGCTCGACCGGCAATGG
GTTGTGGTAGGTCATGTTTTG
ATCCATAGCACCGTGCTGTCC
GACGTACCTGCACAACAAC
AGAGTCTTGGTAGCAGCATC
CGGAGGTCTTTCACTACAAC
GTCAGGGATACGTTGGACT
Forward
Reverse
Reverse
Forward
Forward
Forward
Reverse
a
AT1, AT2, AT3, AT4, and AT6 primers were kindly designed by K. O’Donnell, NCAUR, ARS, USDA
(Peoria, IL).
The sequencing data of the Tri101 gene of the following isolates representing 11
species of the Fg clade (O'Donnell et al. 2000) from GenBank were also included as
reference sequences in the study: NRRL 28585 (F. austroamericanum), NRRL 28436 (F.
meridionale), NRRL 29105 (F. boothii), NRRL 26754 (F. acasiae-mearnsii), NRRL
26156 (F. asiaticum), NRRL 28063 (F. graminearum), NRRL 29306 (F. cortaderiae),
129
NRRL 29148 (F. mesoamericanum), NRRL 31238 (F. brasilicum), 36905 (F. gerlachii),
and 37605 (F. vorosii). Furthermore, sequences of a Fusarium pseudograminearum
isolate (NRRL 28338) were used as the outgroup in these analyses (Table 3.1).
Phylogenetic analysis
DNA sequences were processed and assembled using SOOMOS 0.6 (Agriculture
and Agri-Food Canada) and sequence multiple alignments were conducted using MEGA
4. Phylogenetic analysis was conducted using PAUP* v. 4.0b10 to estimate the genetic
diversity and evolutionary relationships of the isolates from the aligned sequences
(Swofford 2003). Maximum parsimony (MP) searches were conducted using the heuristic
search option with 1000 random addition sequences and the tree bisection-reconnection
(TBR) method of branch swapping. Bootstrap analysis was performed with 500
pseudoreplicates and 70% consensus levels to assess relative support for internal nodes
and clade stability under parsimony frameworks.
Determination of trichothecene chemotypes
Trichothecene chemotypes were determined by multiplex PCR assays based on
the Tri12 gene. The primers used for the amplification of the Tri12 gene included 12CON
(5´-CATGAGCATGGTGATGTC-3´), 12NF (5´-TCTCCTCGTTGTATCTGG-3´), 1215F (5´-TACAGCGGTCGCAACTTC-3´), and 12-3F (5´-CTTTGGCAAGCCCGTGCA3´). PCR was performed in 10 µl volume with the following reaction mixture: 1x
GeneAmp® PCR buffer II (Applied Biosystems, Foster City, CA, USA), 2 mM MgCl2,
0.16 mM of each dNTP, 0.2 µmol/µl of each primer, 0.04 unit/µl AmpliTaq® DNA
polymerase (Applied Biosystems, Foster City, CA, USA), and 20 ng DNA was amplified
130
in a PTC-200 thermal cycler (MJ Research, Waltham, MA, USA) with the following
program: 1) an initial step of 2 min at 94 C, 2) 30 cycles of 30 s at 94 C, 30 s at 52 C, and
1 min at 72 C, 3) a final extension of 7 min at 72 C, and 4) hold the program at 15 C. PCR
products were resolved on 1.2% (wt/vol) agarose gel and scored relative to a 100-bp
DNA size ladder (InvitrogenTM, Carlsbad, CA, USA). The Tri12 multiplex PCR produced
amplicons of approximately 840 bp, 670 bp, and 410 bp corresponding with NIV, 15ADON, and 3-ADON chemotypes, respectively (Figure 3.4).
Inoculum production and aggressiveness tests
A method used by Afshari-Azad (Afshari-Azad 1992) was modified as follows
and used for inoculum production: 2.5 g of blended straw from wheat and barley was
added to 125 ml tap water in a 250 ml flask, and autoclaved two times with 24 h interval.
A small plug of PDA containing the fungal isolate was added to the mixture, and the
culture was shaken for 96 h at 120 rpm at 25-30 C. The culture was passed through a
cheese cloth and the suspension was diluted to 5 x 104 macroconidia/ml to use in
inoculations. The isolates listed in Table 3.1 along with the following seven reference
isolates representing seven species within the Fg clade (O'Donnell et al. 2000) were used
individually
for
inoculum
production
and
inoculations:
NRRL
28585
(F.
austroamericanum), NRRL 28436 (F. meridionale), NRRL 29105 (F. boothii), NRRL
26754 (F. acasiae-mearnsii), NRRL 26156 (F. asiaticum), NRRL 28063 (F.
graminearum), and NRRL 29306 (F. cortaderiae).
131
Figure 3.1. Use of glassine bags to cover the single-floret-inoculated spikes in the
greenhouse.
The susceptible wheat cultivar ‘Roblin’ was used for inoculations to measure
disease spread caused by the isolates and to compare aggressiveness. Plants were grown
in plastic pots (16 x 13 x 13 cm3) containing Sunshine Mix No. 4 Agregate Plus (Sun Gro
Horticulture Canada Ltd., Seba Beach, AB, Canada) in the greenhouse under a 16-h
photoperiod and fertilized with NPK (20:20:20) all purpose fertilizer (Plant-Prod®,
Brampton, ON, Canada) weekly. Plants were inoculated with macroconidia of Fusarium
isolates when each spike reached 50% anthesis. Using a micropipette, 10 µl of the
inoculum was injected into a single floret located 1/3 from the top of the spike, inoculated
spikes were covered with glassine bags (Seedburo Equipment Co., Chicago, IL, USA) for
48 h to provide constant high humidity (Figure 3.1). Three replications (pots) and at least
132
four spikes per pot were used for inoculation by each isolate. Disease spread was rated 21
days after inoculation by counting the number of spikelets showing disease symptoms and
calculating the percent of FHB-infected spikelets per spike as an indicator of
aggressiveness (Snijders and Perkowski 1990)..
Statistical analysis
Average percent FHB values over spikes were calculated for each pot (replicate)
and percentage data were arcsine-transformed prior to analysis. SAS® 9.2 (SAS Institute
Inc., Raleigh, North Carolina) were used for data analysis and to determine the
association of morphological and developmental traits with disease-related features.
Results
Identification of the pathogen isolates
A total of 23 isolates were obtained from the 24 FHB-infected wheat samples
from Iran which all were identified as F. graminearum based on cultural and
morphological characteristics (Nelson et al. 1983). Rate of growth in all isolates was
rapid, aerial mycelium was present in the cultures with a white colour, and the colour of
the colonies on the underside of the Petri plates was shades of carmine red (Figures 3.2A
and B). Microconidia were absent and macroconidia were produced from monophialidic
conidiophores (Figure 3.2C). Macroconidia were 3-7 septate, thick-walled, straight to
moderately sickle-shaped, ventral surface almost straight and dorsal surface smoothly
arched, with a cone-shaped apical cell or constricted as a snout and a foot-shaped basal
cell (Figure 3.2D).
133
Figure 3.2. Fusarium graminearum cultural and morphological characteristics.
(A) Colony picture from the upper side, (B) Colony picture from the upper, (C)
monophialidic conidiophores, (D) macroconidia, (E) perithecium, and (F) asci
containing ascospores.
134
Perithecia, a distinguishing character of the sexual state (G. zeae), were produced
on culture media (PDA or CLA) after 1-2 months at temperatures of 25-30 C. They were
dark purple pear-shaped fungal bodies with an ostiole at the top and full of asci (Figure
3.2E). Asci were clavate with a short stipe and a thin wall usually containing 8 ascospores
(Figure 3.2F). Ascospores were hyaline or very light brown, curved, fusoid with rounded
ends, and were 0-3 septate.
Molecular phylogenetic analysis
The length of the Tri101 gene used to make the sequence data set in this study was
1350 bp. Results of maximum parsimony analysis showed 1236 constant characters, 65
parsimony-uninformative variable characters, and 49 parsimony-informative characters in
the sequences. Results also showed 300 most-parsimonious trees to demonstrate and
describe the results.
Analyses of the sequences including the experimental and the reference isolates
detected two distinct clades (Figure 3.3). All Canadian, Iranian, and seven Mexican
isolates along with the 11 reference isolates of the Fg clade clustered together (Fg clade)
while the remaining eight isolates from Mexico formed a different cluster; both clusters
had a bootstrap (BP) value of 100%. Canadian and Iranian isolates formed a distinct
cluster within the Fg clade along with the lineage 7 (= F. graminearum) reference isolate
(BP = 89%) while seven isolates of the pathogen from Mexico clustered with the lineage
3 reference isolate, Fusarium boothii (BP = 100%). The eight Mexican isolates were
originally received from CIMMYT as F. graminearum isolates, so they were put in the
present study to determine the species based on DNA sequencing data. However, they
were determined to be Fusarium cerealis (Cook) Scc. (= Fusarium crookwellense
135
Burgess, Nelson and Toussoun) using traditional taxonomy. Sequencing data from the
present study supported isolates of F. graminearum sensu stricto and F. boothii being
single species (BP = 89% and 100%, respectively).
The isolates which clustered with F. graminearum sensu stricto showed
polymorphism and six Canadian isolates (DAOM 177408, DAOM 178148, DAOM
178149, DAOM 192130, DAOM 192131, and DAOM 213295) along with F.
graminearum sensu stricto reference isolate formed a monophyletic subgroup in the
cluster (BP = 73%). However, the isolates that clustered with F. boothii species and the
isolates of Fusarium cerealis cluster were completely uniform (BP = 100% for each
group).
136
Gene=Tri101
Length=1350 bp
1 of 300 trees
123 steps
CI=0.943
RI=0.985
Figure 3.3. One of 300 most-parsimonious phylograms generated from the Tri101 gene sequencing
data using PAUP* v. 4.0b10 along with chemotypes and aggressiveness values of Fusarium isolates.
The isolate 28334 (F. pseudograminearum) was used to root the tree. Bootstrap values of ≥ 50% from
500 parsimony replications are shown above the internodes. The values for consistency index (CI) and
retention index (RI) are indicated in the top left box. Colour coding is used to differentiate
aggressiveness measured as percent infected spikelets: Dark green = 0.0-25%, Light green = 25.150.0%, Orange = 50.1-75%, and Red = 75.1-100%. Aggressiveness values are back-transformed from
least squares means of arcsine-transformed data.
137
Trichothecene chemotypes
The PCR assay based on Tri12 gene showed the 840, 670, and 410 bp PCR
products indicating the presence of NIV, 15-ADON, and 3-ADON chemotypes,
respectively, among the isolates tested (Figure 3.4). The majority of the experimental
isolates (27/58) were of the 15-ADON chemotype, followed by NIV (19/58) and 3ADON (12/58) chemotypes (Figure 3.3 and Table 3.3). The majority of the isolates of F.
graminearum sensu stricto and all isolates of F. boothii along with their reference isolates
of NRRL 28063 and NRRL 29105 were determined to be the 15-ADON chemotype
(Figure 3.3 and Table 3.3). The 3-ADON chemotype was detected only among a group of
F. graminearum sensu stricto isolates (18.5%) along with a reference isolate NRRL
26156 (F. asiaticum) (Figure 3.3 and Table 3.3). All isolates of F. cerealis which is not a
species within the Fg clade, a group of F. graminearum sensu stricto isolates (16.9%) and
the reference isolates of NRRL 28585 (F. austroamericanum), NRRL 28436 (F.
meridionale), NRRL 26754 (F. acaciae-mearnsii), and NRRL 29306 (F. cortaderiae)
were determined to be of the NIV chemotype (Figure 3.3 and Table 3.3).
138
.
Figure 3.4. Amplification products of Tri12 gene for Fusarium isolates produced by
multiplex PCR using the primers 12CON, 12NF, 12-15F, and 12-3F specific to
trichothecene chemotypes NIV, 15-ADON, and 3-ADON, respectively.
The amplification fragments of 840, 670, and 410 bp correspond with NIV, 15-ADON,
and 3-ADON chemotypes, respectively. The lane M show a 100-bp ladder and the lanes
49-65 represent the following Fusarium isolates: CM-6, CM-7, CM-8, CM-9, CM-10,
CM-11, CM-12, CM-13, CM-14, CM-15, NRRL 26156, NRRL 26754, NRRL 28063,
NRRL 28436, NRRL 28585, NRRL 29105, and NRRL 29306.
No NIV chemotype was detected among F. graminearum sensu stricto isolates
from Canada while the majority of the isolates received from Iran were of the NIV
chemotype (Table 3.3). The majority of the isolates collected across Canada before 1998
were of the 15-ADON chemotype while recently collected isolates (after 2004) were
139
identified as 3-ADON producers (Table 3.1 and Figure 3.3). Among the Iranian isolates,
the three chemotypes of NIV, 3-ADON, and 15-ADON were detected in the northern
parts of the country including Sari, Behshahar, Aliabad, and Azadshahr while 15-ADON
was the only chemotype detected among the Fusarium isolates collected from
northwestern parts, i.e. Moghan (Table 3.1 and Figure 3.3).
Table 3.3. Distribution of trichothecene chemotypes among Fusarium isolates collected from
Canada, Iran, and CIMMYT, Mexico based on Tri12 genea.
Chemotypes
Fusarium species
NIV
F. graminearum sensu stricto (Canada)
F. graminearum sensu stricto (Iran)
15-ADON
3-ADON
11
9
(19.0)
(15.5)
9
3
(15.5)
(5.2)
0
12
(0.0)
0
11
(0.0)
(19.0)
Subtotal (F. graminearum sensu stricto isolates)
F. boothii
0
11
(0.0)
7
20
(12.1)
F. cerealis
8
(13.8)
0
(0.0)
0
(0.0)
Total (all isolates)
19
(32.8)
27
(46.6)
12
(20.7)
a
Trichothecene chemotypes were determined by amplification of Tri12 gene using a multiplex PCR
conducted by 12CON, 12NF, 12-15F, and 12-3F primers.
b
Values in the parenthesis represent percents.
Aggressiveness
Three isolates, IR-4, IR-6A, and IR-8, failed to sporulate and were not tested for
aggressiveness. All other experimental isolates infected the susceptible cultivar ‘Roblin’
and caused FHB disease spread ranging from 0.4 to 100% (Figures 3.3 and 3.5). The
Iranian isolate of IR-13 and two Canadian isolates of DAOM 192131 and MSDS 3/03
were the most aggressive isolates while another Canadian isolate, DAOM 177406, was
the least aggressive. We conclude that there is a high variation in aggressiveness among
140
the isolates collected from different sources. The highest variation in aggressiveness was
observed among the Canadian isolates ranging from 0.4-100% and the least variation
among the CIMMYT isolates ranging from 1.1-56.3%. Range of aggressiveness among
Iranian isolates varied from 23.7-100%. The frequency of the isolates with aggressiveness
Aggressiveness (%)
> 50.0% was higher than that of isolates with aggressiveness < 50.0%.
100.0
80.0
60.0
40.0
20.0
DA
D AOM
D AOM
D AOM
D AOM
D AOM
D AOM
J OM
&
17
1707
8
1774 5
0
8
18 1 8
1803 48
1903 76
7
2 2 8
R 131 30
SL 2 9
5
40 1
/
98 02
/ 4
IR04
I IR R- 1
IR -6 3
IR -7 B
IR -9 B
I - B
IRR -12
- 1
IR 184
IR - A
-221
CM4 A
CM- 1
CM- 3
CM- 5
C CM M- 7
NR C -1 9
M
NRRL CM -11
NRRL 28 -13
RL 2 43 5
6 6
2875
064
3
0.0
Fusarium Isolates
Figure 3.5. Comparison of aggressiveness of Fusarium isolates collected from Canada, Iran, and
Mexico on the susceptible cultivar ‘Roblin’ measured as disease spread 21 days after
inoculation using single-floret injection.
Aggressiveness values are back-transformed from least squares means of arcsine-transformed
data.
Association between pathogen profile and aggressiveness
High variation in aggressiveness was observed among and within the
phylogenetically determined Fusarium species in the Fg clade. Aggressiveness among the
141
isolates of F. graminearum lineage 7 in the Fg clade (= Fusarium graminearum sensu
stricto) ranged from 0.4-100% with a mean of 74.3%, while it was 1.1-56.3% among the
isolates of F. graminearum lineage 3 (= F. boothii) with a mean of 32.0%. Mean
aggressiveness of Fusarium graminearum sensu stricto isolates was more than twice that
of F. boothii isolates. On the other hand, aggressiveness of the reference isolate NRRL
28063 (Fusarium graminearum sensu stricto) was lower than that of the reference isolate
NRRL 29105 (F. boothii) with aggressiveness values of 54.7% and 60.1%, respectively.
Among the rest of the reference isolates tested, NRRL 26156 (F. asiaticum) had an
aggressiveness value of 33.8% but the isolates 26754 (F. acaciae-mearnsii), NRRL
29306 (F. cortaderiae), and NRRL 28585 (F. austroamericanum), and NRRL 28436 (F.
meridionale) were among the least aggressive isolates with disease aggressiveness ≤ 2%.
Isolates of F. cerealis, which is not a species within the F. graminearum clade, had a
mean aggressiveness of 12.7%.
Association between trichothecene chemotypes and aggressiveness
The NIV isolates had the lowest mean level of aggressiveness (35.7%) while the
3-ADON chemotypes had the highest mean (82.7%). The 15-ADON chemotypes had an
intermediate mean value of 66.0%. If the reference isolates with significantly lower
values of aggressiveness are not considered the pattern of aggressiveness for the
chemotypes still remains the same. This is true even if the CIMMYT isolates which also
had significantly lower values for aggressiveness are removed from the analysis.
142
Discussion
All Canadian and Iranian isolates were identified as F. graminearum lineage 7 (=
F. graminearum sensu stricto) within the Fg clade while the Fusarium isolates obtained
from CIMMYT, Mexico, were divided into two clusters: a distinct cluster which was F.
graminearum lineage 3 (= F. boothii) within the Fg clade and another cluster which was
identified as F. cerealis (Figure 3.3). Fusarium graminearum sensu stricto is a
cosmopolitan species reported from different parts of the world (Burlakoti et al. 2008;
Gale et al. 2002; Karugia et al. 2009; Lee et al. 2009; Monds et al. 2005; O'Donnell et al.
2004; Ramirez et al. 2007; Suga et al. 2008; Tóth et al. 2005; Zeller et al. 2003, 2004) but
the endemic area of F. boothii is problematic given its distribution in Africa, Mexico, and
Mesoamerica (O'Donnell et al. 2004). Following an earlier report of an Iranian isolate
from corn (NRRL 13383) being identified as F. graminearum sensu stricto (O'Donnell et
al. 2000; O'Donnell et al. 2004; Starkey et al. 2007; Ward et al. 2002), we report that F.
graminearum sensu stricto within the Fg clade is the principal pathogen of FHB in Iran.
Our results showed the presence of the 15-ADON chemotype among the isolates
of both F. graminearum sensu stricto and F. boothii species within the Fg clade (Figure
3.3 and Table 3.3). The 3-ADON chemotype was also detected among the isolates of F.
graminearum sensu stricto and in the reference isolate of NRRL 26156 (F. asiaticum)
(Figure 3.3). In addition, all isolates of F. cerealis, some isolates of F. graminearum
sensu stricto, and the reference isolates of NRRL 28585 (F. austroamericanum), NRRL
28436 (F. meridionale), NRRL 26754 (F. acaciae-mearnsii), and NRRL 29306 (F.
cortaderiae) were identified as the NIV chemotype (Figure 3.3). We conclude that NIV,
3ADON, and 15ADON chemotypes have multiple independent evolutionary origins
143
which supports the conclusion that trichothecene chemotypes are not well correlated with
the evolutionary relationships of the Fg clade (O'Donnell et al. 2000; Ward et al. 2002).
This finding also indicates that mycotoxin production in the Fg clade is not speciesspecific. Ward et al. (2002) showed that each of the trichothecene chemotypes had a
single evolutionary origin in the ancestor of extant species within the Fg clade, and that
polymorphism within these virulence-associated genes has persisted through multiple
speciation events in these fungi. They concluded that the polyphyletic distribution of
trichothecene chemotypes relative to the Fg clade is the result of non-phylogenetic sorting
of ancestral polymorphism into descendant species and the sharing of ancestral
polymorphism among extant species which is referred to as transspecies evolution (Ward
et al. 2002).
All isolates of F. graminearum sensu stricto collected from Canada were
determined to be DON producers and the majority of them were identified as the 15ADON chemotype. All isolates of F. boothii received from CIMMYT were also
identified as the 15-ADON chemotype. In contrast, the NIV chemotype was predominant
among the isolates of Iran which is in agreement with the results of Haratian et al. (2008).
Goswami et al. (2005) also determined the Iranian F. graminearum isolate NRRL 13383
isolated from corn to be a NIV chemotype. Other studies have also reported a correlation
between mycotoxin chemotype and geographic origin (Desjardins et al. 2000; Jennings et
al. 2004; Ji et al. 2007; Lee et al. 2001; Miller et al. 1991; Zhang et al. 2007). Such
ecological differences in chemotype distribution may contribute to establish regional
differences in grain contamination (Ramirez et al. 2006). While most Canadian isolates
collected earlier than 1998 were determined to be 15-ADON producer, all isolates
collected after 2004 were found to be of the 3-ADON chemotype which may be
144
considered as evidence that the dominant 15-ADON FHB pathogen is being replaced by
the more toxigenic population of F. graminearum sensu stricto with 3-ADON chemotype
in North America (Ward et al. 2008). While the eastern provinces of Prince Edward
island and Quebec in Canada had a significantly higher frequency of the 3-ADON
chemotype than the western provinces, the frequency of the 3-ADON chemotype in
western provinces increased significantly between the 1998 and 2004 (Ward et al. 2008).
In the present study, we observed high variation in aggressiveness among and
within the species with the isolates of F. graminearum sensu stricto being the most
aggressive, followed by F. boothii and F. cerealis (Figure 3.5). In an investigation on the
isolates of Fusarium representing eight species of the Fg clade and three lineages of F.
culmorum, Tóth et al. (2008) found that F. boothii was among the least pathogenic
species to wheat while F. graminearum sensu stricto isolates were the most aggressive. In
a study of comparative aggressiveness of eight Fusarium spp. including F. graminearum,
Fusarium acuminatum Ellis and Everhart, Fusarium avenaceum (Corda ex Fries) Sacc.,
F. crookwellense, Fusarium culmorum (W. G. Smith) Sacc., Fusarium equiseti (Corda)
Sacc., Fusarium poae (Peck) Wollenw., and Fusarium sporotrichioides Sherb., Xue et al.
(2004) observed the most rapid and severe disease development was caused by F.
graminearum, followed by F. crookwellense. Gilbert et al. (2001) observed high variation
in aggressiveness among the isolates of F. graminearum collected from different parts of
Canada using single-floret- and spray-inoculated experiments. Values of disease spread in
the reference isolates of NRRL 28063 (F. graminearum) and NRRL 29105 (F. boothii)
did not support the difference observed for aggressiveness between the isolates of the two
species in this study. It is not surprising to expect such a result as only one or a few
isolates may not well represent the true characteristics of a species (e.g. aggressiveness)
145
even though DNA sequences may clearly show differences. NIV chemotypes had the
lowest aggressiveness in the present study which confirms several earlier reports
(Cumagun et al. 2004; Desjardins et al. 2004; Goswami and Kistler 2005; Logrieco et al.
1990; Miedaner et al. 2000; Muthomi et al. 2000). Variability in aggressiveness among
the isolates of a species in some cases may cause difficulties in diagnosing the disease in
the field and prevent the timely application of control measures (Goswami and Kistler
2005). The existence of high variability in the pathogen also emphasizes the need for
breeders to include a wide range of isolates in their screening for selection of disease
resistant varieties (Goswami and Kistler 2005).
The present study clearly showed differences among Fusarium isolates used in the
CIMMYT wheat breeding program and the isolates from elsewhere, i.e. Canada and Iran.
In contrast to Canada and Iran where FHB pathogen isolates were identified as F.
graminearum sensu stricto, the CIMMYT isolates belonged to the less aggressive F.
boothii within the Fg clade or to F. cerealis. These differences in pathogen isolates may
explain why advanced wheat lines/cultivars which demonstrate a resistant reaction at
CIMMYT may not express the same reaction in Canada, USA, or other parts of the world.
The results of the further study which was conducted to better understand host-pathogen
interaction using representative isolates of the pathogen and wheat genotypes from
Canada, Iran, and CIMMYT is presented in Chapter 4.
146
CHAPTER 4
HOST-PATHOGEN INTERACTIONS BETWEEN WHEAT
GENOTYPES AND FUSARIUM ISOLATES FROM DIFFERENT
SOURCES
147
Host-pathogen interactions between wheat genotypes and Fusarium isolates from
different sources
Summary
Fusarium head blight (FHB) is a devastating disease of wheat and other small grain
cereals in humid and semi-humid areas worldwide. The interactions between Fusarium
isolates and wheat genotypes from Canada, Iran, and the International Maize and Wheat
Improvement Centre (CIMMYT), Mexico were investigated in the present study by
inoculating the representative isolates of two species of Fusarium graminearum sensu
stricto and Fusarium boothii within the Fusarium graminearum clade on wheat
genotypes with different levels of resistance to FHB. The representative isolates of F.
boothii used at CIMMYT produced the least disease on wheat genotypes tested regardless
of the origin of the genotypes while F. graminearum sensu stricto isolates from Canada
and Iran produced more severe FHB disease on the genotypes. We observed significant
differences among the genotypes inoculated by single isolates of the pathogen and two of
the more recent CIMMYT wheat genotypes, NG8675/NING8645 and SHA3/CBRD,
were consistently among the most resistant genotypes to the disease regardless of the
Fusarium species or isolates inoculated. Our results also showed significant interactions
between the Fusarium isolates and wheat genotypes used in the present study.
148
Introduction
Fusarium head blight (FHB) is a devastating disease of wheat and other small
grain cereals in humid and semi-humid areas worldwide. The risk of FHB is high when a
susceptible cultivar is grown, the natural inoculum (conidia or ascospores on crop debris)
is abundant, and the weather is warm and humid at flowering. Despite the range of
species involved in the disease, Fusarium graminearum Schwabe [teleomorph:
Gibberella zeae (Schwein.) Petch.] appears to be the predominant species worldwide.
FHB can greatly reduce grain yield and quality, lower seed germination, and cause
seedling blight. In addition, the infected grain may contain harmful levels of mycotoxins
which are detrimental to livestock and a safety concern in human food (Bai and Shaner
1994).
Phylogenetic analysis using DNA sequences of nuclear genes of F. graminearum,
revealed 13 biogeographically structured lineages (= species) within the F. graminearum
clade (referred to as the Fg clade) (O'Donnell et al. 2000; O'Donnell et al. 2008;
O'Donnell et al. 2004; Starkey et al. 2007; Ward et al. 2002; Yli-Mattila et al. 2009).
These species have formally been named. Fusarium graminearum (lineage 7 in the Fg
clade) was assigned to the major causal agent of FHB in wheat and barley (O'Donnell et
al. 2004). It is the predominant species in the Fg clade found in Canada (K. O’Donnell,
Pers. Comm.), USA (Burlakoti et al. 2008; Zeller et al. 2003, 2004), Argentina (Ramirez
et al. 2007), and central Europe (Tóth et al. 2005). Fusarium graminearum sensu stricto
isolates have also been detected from New Zealand (Monds et al. 2005) and several Asian
countries (Gale et al. 2002; Karugia et al. 2009; Lee et al. 2009; Suga et al. 2008). The
seven lineages within the Fg clade were also given the following names: [1] Fusarium
149
austroamericanum, [2] Fusarium meridionale, [3] Fusarium boothii, [4] Fusarium
mesoamericanum, [5] Fusarium acaciae-mearnsii, [6] Fusarium asiaticum, and [8]
Fusarium cortaderiae. The following names were given to rest of the species within the
Fg clade without a lineage designation: Fusarium brasilicum, Fusarium gerlachii,
Fusarium vorosii, Fusarium aethiopicum, and Fusarium ussurianum.
Large variation in aggressiveness and/or pathogenicity of Fusarium graminearum
(G. zeae) isolates has been observed. Significant variation for aggressiveness was
reported among the isolates of F. graminearum from a single field (Miedaner and
Schilling 1996) and within the individual field populations from Germany and among the
isolates from a world collection (Miedaner et al. 2001). Gilbert et al. (2001) observed
high variation in aggressiveness among the Canadian isolates of F. graminearum. All F.
graminearum isolates from central Europe were found to be highly pathogenic in in vitro
aggressiveness tests (Tóth et al. 2005). Variation in aggressiveness among F.
graminearum isolates has also been reported by other investigators (Cumagun et al. 2004;
Goswami and Kistler 2005; Xue et al. 2004). Different isolates of Fusarium spp. may
show variation in aggressiveness and there may be significant interactions between wheat
cultivars and pathogen isolates. However, there is no evidence for stable pathogen races
(Bai and Shaner 1996; Mesterházy 1984, 1988; Mesterházy 2003; Snijders and Van
Eeuwijk 1991; Wang and Miller 1987).
The development of resistant cultivars is a key component in an effective strategy
to disease control. High variation in resistance to FHB has been identified among wheat
germplasm, even though complete resistance or immunity has not been reported.
However, breeding for FHB resistance is difficult as the most resistant sources are of
exotic origin with poor agronomic traits, the inheritance of resistance is complicated, and
150
screening of FHB resistance is environmentally biased, labour-intensive, and costly
(Buerstmayr et al. 2002).
Five types of genetic resistance to FHB have been identified in wheat: resistance
to initial infection (type I), resistance to fungal spread within plant tissues (type II)
(Schroeder and Christensen 1963), resistance to toxin accumulation (type III), resistance
to kernel infection (type IV), and tolerance (Mesterházy 1995; Miller et al. 1985; Wang
and Miller 1988). It has also been recognized that resistance to FHB in wheat involves
active and passive mechanisms (Mesterházy 1995).
Resistance to FHB in wheat is usually stable and resistant cultivars show
consistent resistance to almost all isolates of F. graminearum worldwide. Based on the
test of reaction of wheat cultivars to different species of Fusarium, Mesterházy (1981)
concluded that resistance to certain isolates of F. graminearum as well as to other species
of Fusarium was not strain-specific or species-specific in wheat cultivars. Van Eeuwijk et
al. (1995) did not observe specific interactions between wheat cultivars and pathogen
isolates from different geographic areas. It can be concluded that resistance to FHB is
horizontal or non-specific in nature at least for the most prevalent species like F.
graminearum and Fusarium culmorum (W. G. Smith) Sacc. (Mesterházy et al. 1999;
Snijders and Van Eeuwijk 1991; Van Eeuwijk et al. 1995). The resistance genes present
in the FHB resistance sources currently used in wheat are not expected to be overcome by
new isolates of the pathogen in the near future. However, given the large genetic
variability that exists in Fusarium spp. (Bowden and Leslie 1999), use of at least a few
different resistance genes in a wheat breeding would be a wise approach (Buerstmayr et
al. 2009).
151
Observations show that advanced wheat lines/cultivars representing a high level of
FHB resistance at the International Maize and Wheat Improvement Centre (CIMMYT),
Mexico do not retain their resistance in other regions, e.g. Canada and USA (J. Gilbert,
Pers. Comm.). The objective of the present study was to investigate the interactions
between Fusarium isolates and wheat genotypes from Canada, Iran, and CIMMYT,
Mexico to better understand the wheat-Fusarium pathosystem and to clarify the nature of
the difference in reactions between wheat genotypes at CIMMYT and other geographic
zones.
Materials and methods
Field experiments and wheat genotypes used
A total of 63 wheat lines/cultivars obtained from Canada, Iran, and CIMMYT,
Mexico were evaluated for resistance to FHB in two locations (Carman and Glenlea,
Manitoba, Canada) in 2006 and 2007. In addition, 38 FHB-resistant wheat lines were
received from CIMMYT and evaluated in Carman in 2008. The experimental design in all
experiments was a randomized complete block design with three replicates. Plots
consisted of 1 m (Carman) or 1.5 m (Glenlea) length rows with 30 cm row spacing and
sowing density was ≈ 5 g of seed per plot. A mixture of highly aggressive isolates of F.
graminearum (J. Gilbert, Pers. Comm.) stored at Cereal Research Centre (CRC),
Winnipeg, Manitoba, was used for the inoculum production and inoculations. Plots were
spray-inoculated with an aqueous solution of macroconidia at 5 x 104 macroconidia/ml
when 50% of the plants had reached anthesis. Nurseries were mist-irrigated (Carman) or
sprinkler-irrigated (Glenlea) for 1 h after inoculation. In Carman the mist system operated
152
for a further 12 hours for 5 min in each hour. Three weeks after inoculation, the
genotypes were scored for disease severity according to a 0-100% scale for visually
infected spikelets on a whole-plot basis. Based on the results of field evaluations, five
genotypes of wheat with differential levels of resistance to FHB were selected from each
of Canada, Iran, and Mexico to use in host-pathogen interaction studies in the greenhouse
(Table 4.1).
Fusarium isolates
A total of 20, 23, and 15 isolates morphologically assigned to F. graminearum
from Canada, Iran, and CIMMYT, respectively, were used in the present study. Using the
Tri101 gene sequencing data, the isolates were phylogenetically analyzed and clustered to
different lineages (= species). The isolates were characterized for aggressiveness by
inoculating them on the susceptible wheat cultivar ‘Roblin’. A detailed description of the
identification of the Fusarium isolates, Tri101 gene sequencing, phylogenetic analysis,
and aggressiveness tests are shown in Chapter 3.
The two most aggressive isolates of the Fg clade lineage 7 (= Fusarium
graminearum) from both Canada and Iran and two isolates of the Fg clade lineage 3 (=
Fusarium boothii) from CIMMYT were selected and used in the present study (Table
4.2).
153
Table 4.1. Fusarium head blight severity following spray inoculation of wheat genotypes from Canada, Iran, and CIMMYT (Mexico).
Disease severitya
74.58
Origin
Canada
-
73.27
Canada
KANATA
-
55.83
Canada
4
93FHB37
-
40.83
Canada
5
5602 HR
-
35.42
Canada
6
N-83-5
ATTILA50Y//ATTILA/BCN
87.26
Iran
7
N-81-8
TINAMOU
79.16
Iran
8
N-82-14
WEAVER/WL3926//SW89.3064
67.43
Iran
9
N-83-6
PR1/BAGULA"S"//NANJING82149/KAUZ
48.36
Iran
10
N-82-13
SW89.3064/STAR
47.50
Iran
11
CS/LE.RA//CS/3/PVN
CIGM81.1282-3B-3B-0M
100.00
CIMMYT, Mexico
12
CHUM18//JUP/BJY
CM91046-7Y-0M-0Y-4M-8Y-0B-0FC-2FUS-0Y-1SCM
83.78
CIMMYT, Mexico
13
MILAN/DUCULA
CMSS93B01075S-74Y-010M-010Y-010M-8Y-0M-2SJ-0Y
56.67
CIMMYT, Mexico
14
SHA3/CBRD
-0SHG-2GH-0FGR-0FGR
10.67
CIMMYT, Mexico
15
NG8675/NING8645
-3SCM
7.33
CIMMYT, Mexico
Number
1
a
Name/cross
AC VISTA
Selection history
-
2
ROBLIN
3
Based on least squares means (LS means) of combined data of two locations in two years for genotypes 1-10 and LS means of one location in one year for the
genotypes 11-15.
154
Table 4.2. Fusarium head blight severity following single-floret inoculation of the cultivar
‘Roblin’ by Fusarium isolates from Canada, Iran, and CIMMYT (Mexico) under controlled
conditions.
Description
MSDS #3/03
Speciesa
Fg clade lineage 7c
Disease severityb
100.00
2
DAOM 192131
Fg clade lineage 7
100.00
St. Jean, Manitoba, Canada
3
IR-13
Fg clade lineage 7
100.00
Moghan, Ardabil, Iran
4
IR-24A
Fg clade lineage 7
97.73
Moghan, Ardabil, Iran
48.77
CIMMYT, Mexico
46.80
CIMMYT, Mexico
Isolate
1
5
CIMMYT-14
Fg clade lineage 3
6
CIMMYT-9
Fg clade lineage 3
d
Origin
Beausejour, Manitoba, Canada
a
Identification of the species based on phylogenetic analysis of DNA sequencing data.
b
Percent infected spikelets .
c
Fg clade lineage 7 = F. graminearum.
d
Fg clade lineage 3 = F. boothii.
Greenhouse experiments and data collection
Wheat lines/cultivars were inoculated using single-floret inoculation under
greenhouse conditions of the Cereal Research Centre, Winnipeg, Manitoba in 2009. The
experimental layout was a factorial design with randomized complete block design as
basic design and three replications for each treatment. Experimental plots were 16 x 13 x
13 cm3 pots. Greenhouse growing conditions were maintained with 16 h light (25 C) and
8 h dark (20 C) supplemented with incandescent high pressure sodium lights (OSRAM
SYLVANIA LTD; Mississauga, ON, Canada). Wheat plants were treated with a
combination of propiconazole and spinosad one month after seeding to control powdery
mildew and thrips. When wheat genotypes reached 50% anthesis, they were inoculated by
injecting a 10-µl droplet of conidial suspension (5 x 104 macroconidia/ml) into the floret
in a spikelet positioned 1/3 of the spike from the top using a micropipette. At least five
155
spikes in each pot (replication) were inoculated and the spikes were covered with 20 x 5
cm2 glassine bags (Seedburo Equipment Co.; Chicago, IL, USA) for 48 h to constant high
humidity. Disease severity was scored as the percentage of diseased spikelets per spike 21
days after inoculation. A general view of the greenhouse experiments is shown in Figure
4.1.
Figure 4.1. A general view of inoculations and experiments in the greenhouse.
Statistical analysis
Statistical analyses were performed using SAS® 9.2 (SAS Institute Inc., Raleigh,
NC, USA). Before conducting the analysis of variance (ANOVA), data were tested for
normality using PROC UNIVARIATE. If variables did not follow a normal distribution,
156
an arcsine transformation was applied. Analyses of variances were performed on uniform
transformed data of each resistance trait using PROC MIXED. Genotype and isolates
were considered fixed while block effects were considered random.
Results
High variation was observed in the FHB expressed by different Fusarium isolates
on individual wheat genotypes and in the disease observed among different wheat
genotypes caused by individual Fusarium isolates (Table 4.3). Among the wheat
genotypes, the Iranian advanced wheat line N-81-8 (TINAMOU) showed the highest
variation in reaction to Fusarium isolates with disease severity values of 5.87% and
99.43% caused by the Mexican isolate CIMMYT-14 (F. boothii) and the Iranian isolate
IR-13 (F. graminearum sensu stricto), respectively. The Canadian wheat line 93FHB37
had the lowest range of reaction (2.71-18.5%) when inoculated with the six experimental
Fusarium isolates, with the lowest reaction to CIMMYT-14 and the highest reaction to
the Canadian isolate MSDS #3/03 (F. graminearum sensu stricto). Among the Fusarium
isolates tested, the Canadian isolate DAOM 192131 (F. graminearum sensu stricto)
caused the highest variation in FHB on wheat genotypes with the disease values of 4.44%
and 99.51% on NG8675/NING8645 and MILAN/DUCULA, respectively. The Mexican
isolate CIMMYT-14 (F. boothii) had the lowest variation with disease values ranging
from 2.40% on N-82-13 to 32.39% on ROBLIN.
Analysis of variance of disease severity data collected from 15 wheat genotypes
inoculated with six Fusarium isolates showed significant differences among the isolates
157
and among wheat genotypes (P < 0.0001) (Table 4.4). The interaction of isolate x
genotype was also significant (P < 0.0001) as shown in Table 4.4.
Table 4.3. Disease severity on wheat genotypes following single-floret inoculation with Fusarium
isolates under controlled conditions.
Isolate
Genotype
MSDS
#3/03
DAOM
192131
IR-13
IR-24A
CIMMYT14
CIMMYT9
AC VISTA
ROBLIN
KANATA
96.15a
95.47
71.83
94.60
19.88
46.56
96.59
72.76
84.78
23.73
69.41
51.98
91.33
42.76
32.39
3.52
23.22
3.43
93FHB37
5602 HR
N-83-5
N-81-8
N-82-14
N-83-6
N-82-13
CS/LE.RA//CS/3/PVN
CHUM18//JUP/BJY
18.50
72.72
59.99
96.07
27.47
7.93
21.32
32.35
91.83
18.71
4.68
.
47.82
99.43
18.84
10.37
55.34
53.75
97.24
60.08
2.71
5.23
11.03
5.87
3.95
6.55
6.79
3.83
10.72
2.75
15.63
14.91
4.68
22.00
6.27
22.90
27.49
34.37
3.76
2.40
2.66
4.29
77.82
45.65
79.73
50.47
88.71
92.28
93.77
61.61
18.73
22.00
24.83
27.14
MILAN/DUCULA
SHA3/CBRD
98.84
22.67
99.51
8.42
97.17
9.28
98.12
10.78
6.51
2.68
12.73
2.96
NG8675/NING8645
24.11
4.44
12.76
15.88
2.51
2.28
a
Values are back-transformed from least squares means of arcsine-transformed data.
Comparison of the least squares means of disease severity of the six Fusarium
isolates inoculated on 15 genotypes of wheat under greenhouse conditions showed that
the Iranian isolate IR-24A with the highest disease values was the most aggressive isolate,
followed by the Canadian isolate MSDS #3/03. These two isolates both belonged to F.
graminearum sensu stricto, grouped together in group A (Table 4.5). The isolates IR-13
and DAOM 192131 which again belonged to F. graminearum sensu stricto were grouped
158
together in group B (Table 4.5). Finally, the two Mexican isolates of CIMMYT-14 and
CIMMYT-9, both members of F. boothii, with the lowest values of disease severity were
placed in group C at the bottom of the table as the least aggressive isolates (Table 4.5).
Table 4.4. Analysis of variance of fusarium head blight disease severity data collected from the
inoculation of 15 wheat genotypes by six Fusarium isolates under greenhouse conditionsa.
a
Sources of Variation
Isolate
df
5
SS
80.1737
MS
16.0347
F Value
217.96
Pr > F
< 0.0001
Genotype
14
116.2060
8.3004
112.78
< 0.0001
Isolate*Genotype
70
39.3189
0.5617
7.63
< 0.0001
Block
2
0.2788
0.1394
0.72
0.5067
Spike (Block)
12
2.3269
0.1939
2.63
0.5067
Residual
1220
89.7789
0.0736
-
-
Arcsine square root transformed data were used for data analysis.
The Mexican wheat genotype MILAN/DUCULA was the most susceptible wheat
line, followed by the genotypes AC VISTA (Canada), N-81-8 (Iran), ROBLIN (Canada),
and CS/LE.RA//CS/3/PVN (Mexico), all together in group A (Table 4.6). On the other
hand, four genotypes of NG8675/NING8645 (Mexico), N-83-6 (Iran), SHA3/CBRD
(Mexico), and 93FHB37 (Canada) were among the most resistant genotypes (Table 4.6).
The remaining genotypes showed intermediate reactions to FHB.
There were significant differences among the Fusarium isolates (P < 0.001) on all
wheat genotypes except on 93FHB37, when disease severity data from the inoculation of
the six Fusarium isolates on single wheat genotypes were used for the analysis of
variance (data not shown). Similarly, significant differences were observed among the
wheat genotypes (P < 0.0001) using analysis of variance of data from the inoculation of
genotypes by individual isolates (data not shown).
159
Table 4.5. Comparison of least squares means of fusarium head blight severity and grouping of
six Fusarium isolates inoculated on 15 genotypes of wheat under greenhouse conditionsa.
Isolate
4
1
3
2
6
5
Description
IR-24A
MSDS #3/03
IR-13
DAOM 192131
CIMMYT-9
CIMMYT-14
LS Meansb
59.29
59.25
49.43
43.18
9.97
8.05
Standard Error
0.0378
0.0397
0.0380
0.0380
0.0384
0.0383
a
Least squares means were compared according to Tukey-Kramer method at P < 0. 05.
b
Values are back-transformed from Arcsine transformed data.
c
Values with the same letter are not significantly different at P < 0. 05.
Letter Groupc
A
A
B
B
C
C
The least squares means of disease severity caused by the six Fusarium isolates
were compared on individual genotypes. In general, a similar pattern was observed for
aggressiveness of Fusarium isolates on wheat genotypes: the Canadian and Iranian
isolates, as F. graminearum sensu stricto, were more aggressive and the Mexican F.
boothii isolates were less so (Table 4.7). The Canadian isolate MSDS #3/03 was the most
aggressive isolate on 8 out of 13 genotypes (≈ 62%). In contrast, the Mexican isolate
CIMMYT-14 was the least aggressive isolate on 10 genotypes (≈ 77%). We observed that
the Mexican isolates were the least aggressive on all wheat genotypes, except 93FHB37
on which the Iranian isolate IR-13 was less aggressive than CIMMYT-9.
160
Table 4.6. Comparison of least squares means of fusarium head blight severity and grouping of
15 genotypes of wheat inoculated by six Fusarium isolates under greenhouse conditionsa.
Genotype
13
1
7
2
11
12
6
5
3
8
10
15
9
14
4
Name/cross
MILAN/DUCULA
AC VISTA
N-81-8
ROBLIN
CS/LE.RA//CS/3/PVN
CHUM18//JUP/BJY
N-83-5
5602 HR
KANATA
N-82-14
N-82-13
NG8675/NING8645
N-83-6
SHA3/CBRD
93FHB37
LS Meansb
77.27
75.10
73.09
69.58
66.45
50.81
32.09
29.60
29.17
19.00
14.60
8.95
8.69
8.48
7.99
Standard Error
0.0897
0.0867
0.0908
0.0867
0.0906
0.0888
0.0867
0.0867
0.0867
0.0877
0.0901
0.0908
0.0877
0.0867
0.0908
a
Least squares means were compared according to Tukey-Kramer method at P < 0. 05.
b
Values are back-transformed from Arcsine transformed data.
c
Values with the same letter are not significantly different at P < 0. 05.
Letter Groupc
A
A
A
A
A
B
C
CD
CD
DE
EF
F
F
F
F
The least squares means of disease severity data of the experimental wheat
genotypes were also compared based on reaction to individual isolates. Different patterns
were observed for the reaction of the genotypes to Fusarium isolates but there were
genotypes that always showed higher levels of disease and those with lower disease
values to all isolates (Table 4.8). AC VISTA was among the five most susceptible
genotypes to all isolates. On the other side, SHA/CBRD and NG8675/NING8645 were
among the five most resistant genotypes to all Fusarium isolates.
161
Discussion
In the present study, aggressiveness of six Fusarium isolates originating from
Canada, Iran, and CIMMYT, Mexico, was compared by inoculating them on 15 wheat
genotypes from the same countries with differential levels of resistance to FHB to
characterize differences between the Mexican isolates and the isolates received from
other regions and to determine their host-pathogen interactions.
The two isolates of F. boothii received from CIMMYT, Mexico caused the least
disease on almost all wheat genotypes with the least variation (Table 4.3) and means of
FHB (Table 4.5) among the genotypes. On the other hand, the isolates of F. graminearum
sensu stricto had higher mean disease values and variation on wheat genotypes with
significant
differences
among
the
isolates
(Tables
4.3
and
4.5).
Low
aggressiveness/pathogenicity or variation in Fusarium isolates can be attributed to the
species of Fusarium or to the isolates of a FHB causal agent such as F. graminearum or
F. culmorum (Bai and Shaner 1996; Mesterházy 1977; Mesterházy 1978, 1988; Snijders
and Van Eeuwijk 1991). High variation in pathogenicity and aggressiveness has been
observed among F. graminearum isolates from different geographical zones (Akinsanmi
et al. 2004; Bai and Shaner 1996; Cullen et al. 1982; Cumagun et al. 2004; Gilbert et al.
2001; Goswami and Kistler 2005; Mesterházy 1978, 1984, 1988; Miedaner et al. 1996;
Miedaner et al. 2000; Miedaner and Schilling 1996; Miedaner et al. 2001; Muthomi et al.
2000; Walker et al. 2001; Wu et al. 2005; Xue et al. 2004). Furthermore, isolates
belonging to the Fg clade showed high levels of strain- and lineage-specific variation in
their aggressiveness on susceptible wheat cultivars (Goswami and Kistler 2002; Goswami
and Kistler 2005; Sanyal et al. 2000).
162
The two wheat genotypes, NG8675/NING8645 and SHA3/CBRD, consistently
were among the five most resistant genotypes to disease severity regardless of the
Fusarium species and isolates even though they showed lower disease values and
consequently expressed more resistance when inoculated with F. boothii (Table 4.5).
These lines may be valuable sources of stable type II resistance for wheat breeding
programs. The occurrence of certain wheat genotypes with good resistance to all isolates
of the two species tested is evidence that resistance to FHB does not have a strain-specific
or species-specific basis. No strain-specific or species-specific resistance has been
identified in wheat against FHB in the previous studies (Mesterházy 1981, 1987;
Mesterházy 1997b). It is assumed that resistance to FHB has a horizontal or non-specific
nature at least for the most prevalent species such as F. graminearum and F. culmorum
(Mesterházy 1977; Mesterházy et al. 1999; Snijders and Van Eeuwijk 1991; Van Eeuwijk
et al. 1995). However, pathogen-induced signal transduction pathways have been
identified in wheat which are highly specific for particular pathogen strains and play a
role in the wheat–F. graminearum interaction (Golkari et al. 2007).
163
Table 4.7. Comparison of least squares means and grouping of six Fusarium isolates based on the reaction of individual wheat genotypes under
AC VISTA
ROBLIN
KANATA
93FHB37
5602 HR
N-83-5
N-81-8
N-82-14
N-83-6
N-82-13
CS/LE.RA//CS/3/PVN
CHUM18//JUP/BJY
MILAN/DUCULA
SHA3/CBRD
NG8675/NING8645
greenhouse conditionsa, b, c.
1 A
2 A
1 A
4 A
1 A
3 AB
1 A
4 AB
1 A
4 AB
1 A
4 AB
3 A
4 A
4 A
1 B
4 A
1 AB
4 A
3 AB
4 A
3 A
3 A
4 AB
2 A
1 A
1 A
4 B
1 A
2 A
4 A
2 A
4 BC
2 AB
3 BC
3 AB
1 A
3 BC
3 BC
2 AB
2 A
2 B
4 A
3 BC
4 A
3 B
3 AB
2 C
6 AB
2 CD
2 B
2 A
2 BC
2 C
1 BC
1 A
1 B
3 A
2 BC
3 B
6 BC
5 BC
5 D
3 AB
6 D
5 C
6 B
5 C
5 C
6 CD
6 B
6 B
6 B
6 C
6 BC
5 C
6 C
6 D
5 B
5 D
6 C
5 B
6 C
6 C
5 D
5 B
5 B
5 B
5 C
5 C
a
Arcsine square root transformed data were used for data analysis and least squares means were compared according to Tukey-Kramer method at P < 0. 05.
b
Red, green, and yellow colours in the table represent Canadian, Iranian, and Mexican isolates, respectively: 1 = MSDS #3/03, 2 = DAOM 192131 , 3 = IR-13, 4
= IR-24A, 5 = CIMMYT-14, and 6 = CIMMYT-9.
c
Isolates with the same letter in each column are not significantly different at P < 0. 05.
164
Table 4.8. Comparison of least squares means and grouping of 15 wheat genotypes based on their
a
CIMMYT-9
CIMMYT-14
IR-24A
IR-13
MSDS #3/03
DAOM 192131
reaction to individual Fusarium isolates under greenhouse conditionsa, b, c, d.
13
2
A
A
13
1
A
AB
7
13
A
A
13
7
A
A
2
12
A
AB
1
12
A
AB
1
A
7
AB
12
AB
1
A
1
ABC
11
AB
7
A
2
AB
11
AB
11
A
11
ABCD
2
AB
11
AB
11
BC
1
BC
2
AB
6
BCDE
13
BC
3
AB
12
CD
2
BC
12
BC
13
BCDE
7
BC
5
AB
6
DE
3
CD
8
C
7
BCDE
5
BC
6
BC
3
DEF
6
CD
5
C
5
CDE
4
BC
12
BCD
10
DEF
10
DE
6
C
8
DE
10
C
8
CD
5
DEF
8
E
3
CD
9
DE
6
C
15
CD
8
EF
15
E
10
CDE
3
E
3
C
14
CD
14
EF
14
E
9
CDE
4
E
14
C
4
CD
4
EF
9
E
15
DE
14
E
8
C
9
D
9
F
4
E
14
DE
15
E
9
C
10
D
15
F
.
.
4
E
10
E
15
C
Arcsine square root transformed data were used for data analysis and least squares means were compared
according to Tukey-Kramer method at P < 0. 05.
b
Numbers 1-15 indicate the experimental wheat genotypes: 1 = AC VISTA, 2 = ROBLIN, 3 = KANATA,
4 = 93FHB37, 5 = 5602 HR, 6 = N-83-5, 7 = N-81-8, 8 = N-82-14, 9 = N-83-6, 10 = N-82-13, 11 =
CS/LE.RA//CS/3/PVN, 12 = CHUM18//JUP/BJY, 13 = MILAN/DUCULA, 14 = SHA3/CBRD, and 15 =
NG8675/NING8645.
c
Red, green, and yellow colours in the table are representing Canadian, Iranian, and Mexican isolates,
respectively.
d
Genotypes with the same letter in each column are not significantly different at P < 0. 05.
165
There were interactions between the isolates of the pathogen and wheat genotypes
in the present study. In a 3-year study of FHB resistance, Mesterházy (1984) also found
significant isolate x genotype interactions each year between 11 isolates of F.
graminearum and two wheat genotypes. In a study of F. culmorum in wheat, a significant
genotype x pathogen strain interaction was observed (Snijders 1987). Furthermore,
Mesterházy (1988) observed significant interactions for the isolate x genotype using two
isolates of F. graminearum and two isolates of F. culmorum inoculated on 21 wheat
genotypes. Such isolate x genotype interactions were also reported by other investigators
(Bai and Shaner 1996; Tóth et al. 2008).
It has been observed that advanced wheat lines/cultivars showing resistance to
FHB at CIMMYT do not always show the same level of resistance in other regions (J.
Gilbert, Pers. Comm.). Our results clearly showed the difference between the
aggressiveness of Fusarium isolates used at CIMMYT Fusarium nurseries and those used
in other regions, e.g. Canada and Iran, on different wheat genotypes. The Fusarium
isolates used at CIMMYT Fusarium nurseries belong to F. boothii and F. cerealis (see
Chapter 3) which are among the least aggressive Fusarium species (Tóth et al. 2008). It is
also possible that an additional decrease in aggressiveness occurred for the isolates stored
at CIMMYT before we received them. However, all wheat genotypes used in the present
study developed less FHB following inoculation by CIMMYT isolates compared to the
Canadian and Iranian isolates (Table 4.3).
166
CHAPTER 5
GENERAL DISCUSSION AND CONCLUSIONS
167
General discussion and conclusions
This dissertation has contributed new information towards the genetic analysis of
resistance to fusarium head blight (FHB) in wheat as follows:
- Identified QTLs for resistance to FHB in a mapping population developed from the
cross of a Triticum timopheevii derived FHB-resistant line, ‘TC 67’, and a moderately
susceptible bread wheat cultivar, ‘Brio’. The association between agronomic traits and
resistance to FHB was also investigated.
- Determined phylogenetic lineages (= species) within the Fusarium graminearum clade
(Fg clade) for Fusarium isolates from Canada, Iran, and CIMMYT, Mexico using Tri101
gene sequencing data.
- Determined trichothecene chemotypes of the isolates based on Tri12 gene multiplex
PCR. The isolates were also investigated for aggressiveness patterns and variation.
- Clarified the host-pathogen interactions for Fusarium isolates and wheat genotypes from
Canada, Iran, and CIMMYT, Mexico.
Development of and use of resistant wheat cultivars is the most practical and
economic approach for control of FHB (Yang et al. 2005b). Research on FHB resistance
as well as breeding efforts have mainly focused on introgressing resistance from Chinese
sources. The 3BS QTL from the resistant Chinese line ‘Sumai 3’ and its derivatives,
which confers resistance to disease spread within the spike, is widely used in wheat
breeding programs. To avoid complete dependence on limited sources of resistance,
finding new and different sources of resistance is a critical goal. Triticum timopheevii is a
source of FHB resistance which is genetically more related to common and durum wheat
168
than other wild relatives. The FHB-resistant wheat line ‘TC 67’ derived from T.
timopheevii most probably has a genetic basis of FHB resistance different from that found
in Chinese sources.
We used a ‘Brio’/‘TC 67’ derived population to map FHB resistance QTLs and to
study the association between FHB resistance and agronomic traits. Using interval
mapping (IM), a QTL was detected on chromosome 5AL derived from the resistant
parent ‘TC 67’. This QTL which is positioned between the markers Xcfa2141 and
Xcfa2185 is a consistent QTL with major effects on type II (disease spread) and type IV
(FDK) resistance. It is not evident whether one QTL with pleiotropic effects or two
different QTLs at this region control the resistance to disease spread and FDK. Using
single marker analysis (SMA), another QTL was detected on chromosome 5BS in the
mapping population with a low and inconsistent effect on disease severity and FHB index
under field conditions. This QTL was derived from the moderately susceptible parent
‘Brio’. Our results showed gaps between the phenotypic variation that is potentially due
to genetic effects (heritability values) and the amount of phenotypic variation covered by
the QTLs. Therefore, it is possible that other QTLs especially minor QTLs and/or their
epistatic interactions have not yet been identified in this population.
Alien relatives of wheat are one of the most important sources of FHB resistance
which can be used to introgress and pyramid resistance QTLs/genes in wheat to enhance
the level of resistance to the disease. This is the first report of QTLs on chromosomes
5AL and 5BS for FHB resistance from a population of wheat with a T. timopheevii
background. Furthermore, we report for the first time a major QTL for both type II
resistance and low FDK. The ‘Brio’/‘TC 67’ population, especially the lines carrying the
169
major QTL detected in this study along with the SSR locus closely linked to it, provides
germplasm for breeding FHB-resistant wheat varieties.
The association between agronomic traits and resistance to FHB was also
investigated in the ‘Brio’/‘TC 67’ derived population. Both plant height and number of
days to anthesis had significant negative correlations with disease incidence, severity,
index, and DON following spray inoculation under field conditions. So, the 5BS QTL for
disease severity and index may be linked to these traits which is undesirable in wheat
breeding as taller and late-maturing genotypes usually are not selected for commercial
purposes. Furtunately, significant positive correlations were estimated for the association
of number of days to anthesis with FDK and type II resistance which may be evidence of
linkage of the 5AL QTL for low FDK and type II with early-maturity. This association
may be due in part to the fact that kernels were already developing by the time infection
occurred and were less severely affected by the disease than late-maturing genotypes in
which kernel development had not begun. We observed correlations between spike
threshability and both FDK and disease severity, i.e. genotypes with tough glumes were
more resistant to the disease. This association indicates that there may be a linkage
between the 5AL QTL detected in the present study and tough glumes which must be
considered. Some correlations between agronomic traits and FHB were not strong. In
general, the resistance found in alien species is usually associated with undesirable
charactersitics which are not easy to remove from the genome (Bai and Shaner 2004) and
may hinder introgression of FHB resistance QTLs/genes from alien sources to wheat
lines. Our results showed a strong, consistent, and negative correlation between the
presence of awns and FHB traits including disease incidence, disease spread, DON, and
FDK. In contrast to our results, previous reports show that awned genotypes with a short
170
peduncle and a compact spike are more susceptible to FHB (Hilton et al. 1999;
Mesterházy 1995; Parry et al. 1995; Rudd et al. 2001), even though there are exceptions.
The selection of pathogen isolates is important for Fusarium nurseries and
screening FHB-resistant lines/cultivars and is the first step to adopting appropriate
management strategies for disease control in wheat and other small grains. There is
evidence that wheat genotypes displaying a resistant reaction to FHB at CIMMYT
showed a more susceptible reaction in other locations (J. Gilbert, Pers. Comm.). To
examine the profile of the pathogen from different locations, Fusarium isolates from
Canada, Iran, and CIMMYT were investigated for phylogenetic features, trichothecene
chemotypes, and aggressiveness.
We characterized the phylogenetic relationships among 58 isolates of putative F.
graminearum using Tri101 gene sequencing data. All Canadian and Iranian isolates
clustered in one group and were identified as F. graminearum lineage 7 (= F.
graminearum sensu stricto) within the Fg clade while the isolates received from
CIMMYT were placed in Fusarium boothii within the Fg clade or were identified as
Fusarium cerealis. This investigation characterized the Fusarium populations from three
geographical zones and revealed large differences between the pathogens used in
CIMMYT (Mexico) wheat nurseries and the isolates collected from Canada and Iran.
This novel finding is important for testing wheat genotypes to detect their reaction to the
disease in FHB nurseries, breeding wheat for resistance to FHB, and disease control
measures. Previous reports showed that F. graminearum sensu stricto has a cosmopolitan
distribution while F. boothii is endemic to Africa, Mexico, and Mesoamerica (O'Donnell
et al. 2004).
171
Our results revealed the presence of the three chemotypes of NIV, 3-ADON, and
15-ADON among the isolates tested with 15-ADON as the predominant chemotype.
Differences in chemotype production were observed among Fusarium isolates originating
from different geographical zones: while the Iranian isolates were determined to be 3ADON, 15-ADON, or NIV producers, the Canadian and Mexican isolates did not
produce NIV. Both 3-ADON and 15-ADON chemotypes were found among the Canadian
isolates while the Mexican isolates produced 15-ADON and NIV. This finding is
evidence for the association of trichothecene chemotypes with geographical zones which
has been observed in other studies (Desjardins et al. 2000; Jennings et al. 2004; Ji et al.
2007; Lee et al. 2001; Miller et al. 1991; Zhang et al. 2007) and may influence disease
control practices in different locations. All F. boothii isolates from CIMMYT were
identified as 15-ADON producers while all isolates of F. cerealis were determined to be
the NIV chemotype. The presence of the 15-ADON chemotype among the isolates of
different species supports the conclusion that trichothecene chemotypes have multiple
evolutionary origins which are different from those of the species (O'Donnell et al. 2000;
Ward et al. 2002). This finding also indicates that mycotoxin production within the Fg
clade is not species-specific. There has been a shift from the dominant 15-ADON
chemotype to the highly toxigenic 3-ADON chemotype in North America including in
Canada (Ward et al. 2008) which was also confirmed among the Canadian isolates
collected in the present study. Those collected in 1998 were uniformly a 15-ADON
chemotype, but by 2004 more isolates produced 3-ADON. Replacing 15-ADON by
3_ADON may have negative consequences for wheat production and health in Canada as
3-ADON appears to be more toxigenic on wheat. However, these results may be modified
by analysis of pathogen populations using larger sample sizes.
172
High variation in aggressiveness was observed among and within the species
tested with the isolates of F. graminearum sensu stricto being the most aggressive
species, followed by F. boothii and F. cerealis. Similar observations were made by Tóth
et al. (2008). We conclude that aggressiveness is basically a species-specific trait. The
possible negative effects of unsuitable long-term storage (e.g. lab bench vs -20 C) on
aggressiveness of Fusarium isolates at CIMMYT should also be considered. Previous
reports have shown that aggressiveness of F. graminearum isolates depends on their
DON-producing capacity (Mesterházy 2002; Miedaner et al. 2000) and DON-producing
isolates are more aggressive than NIV-producing isolates on plants (Cumagun et al. 2004;
Desjardins et al. 2004; Goswami and Kistler 2005; Logrieco et al. 1990; Miedaner et al.
2000; Muthomi et al. 2000). This was confirmed in the present study by observing that
NIV chemotypes had the lowest aggressiveness among all isolates.
As FHB is a significant threat to cereal production worldwide, information on the
global distribution of FHB pathogen diversity is critical to identifying and implementing
pathogen control strategies, and developing plant germplasm with broad resistance to a
diverse complex of FHB pathogens.
We conclude that the inoculum used at CIMMYT FHB nurseries is originally
from the less aggressive F. boothii or F. cerealis isolates while the highly aggressive F.
graminearum sensu stricto prevails elsewhere and is used for wheat screening. Therefore,
it is possible that the inoculum used at CIMMYT failed as a strong screening tool leading
to selection of wheat genotypes that were not resistant to F. graminearum sensu stricto.
In spite of high variation in aggressiveness among the isolates of Fusarium
species, there is no evidence for stable pathogen races (Bai and Shaner 1996; Mesterházy
1984, 1988; Mesterházy 2003; Snijders and Van Eeuwijk 1991; Wang and Miller 1987).
173
On the other hand, resistance to FHB in wheat is usually stable, and resistant genotypes
demonstrate a consistent reaction to different species and isolates of Fusarium species.
Therefore, it appears that resistance to FHB is horizontal or non-specific (Mesterházy
1977; Mesterházy 1981, 1987; Mesterházy 1997a; Mesterházy et al. 1999; Snijders and
Van Eeuwijk 1991; Van Eeuwijk et al. 1995). For the final part of the present study we
investigated host-pathogen interactions of Fusarium isolates and wheat genotypes from
Canada, Iran, and CIMMYT by inoculating representative isolates of F. graminearum
sensu stricto and F. boothii on wheat genotypes with different levels of resistance to
FHB. The representative isolates of F. boothii used at CIMMYT produced the least
disease on all wheat genotypes tested except one while F. graminearum sensu stricto
isolates from Canada and Iran had higher FHB values on wheat genotypes. The CIMMYT
isolates resulted in low disease values on wheat genotypes leading to expression of
resistant reactions in wheat regardless of the origin of the genotypes. We observed
significant differences among the genotypes inoculated by single isolates of the pathogen
and two of the more recent CIMMYT wheat genotypes, NG8675/NING8645 and
SHA3/CBRD, consistently were among the most resistant genotypes to disease spread
regardless of the Fusarium species or isolates inoculated. Our results also showed
significant interactions between the Fusarium isolates and wheat genotypes used in the
present study which confirms previous reports (Bai and Shaner 1996; Mesterházy 1984,
1988; Snijders 1987; Tóth et al. 2008).
174
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239
Appendix
240
Appendix
List of microsatellite primers used for mapping quantitative trait loci (QTL), forward and reverse primer sequences, annealing temperature, chromosome
location, and source of the primers.
Serial
number
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
Primer
name
barc3
barc4
barc5
barc7
barc8
barc10
barc13
barc17
barc18
barc20
barc21
barc23
barc24
barc25
barc28
barc32
barc35
barc37
barc40
barc42
barc45
barc48
barc49
barc52
barc53
Forward primer sequence
Reverse primer sequence
TTCCCTGTGTCTTTCTAATTTTTTTT
GCGTGTTTGTGTCTGCGTTCTA
GCGCCTGGACCGGTTTTCTATTTT
GCGAAGTACCACAAATTTGAAGGA
GCGGGAATCATGCATAGGAAAACAGAA
GCGTGCCACTGTAACCTTTAGAAGA
GCAGGAACAACCACGCCATCTTAC
GCGCAACATATTCAGCTCAACA
CGCTTCCCATAACGCCGATAGTAA
GCGATCCACACTTTGCCTCTTTTACA
GCGTCTTCCGGTTTTGTTTACTTTTC
GCGTGAAATAGTGCAAGCCAGAGAT
CGCCTCTTATGGACCAGCCTAT
GCGGTGCATCAAGGACGACAT
CTCCCCGGCTAGTGACCACA
GCGTGAATCCGGAAACCCAATCTGTG
GCGGTGTGCATGCTTGTCGTGTAGGAGT
CAGCGCTCCCCGACTCAGATCCTT
GCCGCCTACCACAGAGTTGCAGCT
GCGACTCCTACTGTTGATAGTTC
CCCAGATGCAATGAAACCACAAT
GCGAGCTGCAGAGGTCCATC
GTCCCACCAAATTAACAGCTCCTA
GCGCCATCCATCAACCGTCATCGTCATA
GCGTCGTTCCTTTGCTTGTACCAGTA
GCGAACTCCCGAACATTTTTAT
CACCACACATGCCACCTTCTTT
GCGTTGGGAATTCCTGAACATTTT
CGCCATCTTACCCTATTTGATAACTA
GCGGGGGCGAAACATACACATAAAAACA
GCGAGTTGGAATTATTTGAATTAAACAAG
GCGTCGCAATTTGAAGAAAATCATC
TCCACATCTCGTCCCTCATAGTTTG
CGCCCGCATCATGAGCAATTCTATCC
GCGATGTCGGTTTTCAGCCTTTT
GCGTTAGGGCTATGGCGGTGTG
GCGCTAACACCTCGGCAAGACAA
GCGGTGAGCCATCGGGTTACAAAG
GCGTAGTTCATCCATCCGTAAT
GCGGCATCTTTCATTAACGAGCTAGT
TGGAGAACCTTCGCATTGTGTCATTA
GCGTAGTGTAGTATGTGGCCCGATTATT
GCGCCATGTTTCTTTTATTACTCACTTT
GCGGCATTGACAAGACCATAGC
GCGTTCTTTTATTACTCATTTTGCAT
GCGTAGAACTGAAGCGTAAAATTA
GCGTTAGTCTTCTTGGTCAATCAC
AGGCGCAGTGCTCGAAGAATATTAT
GCGAGGAAGGCGGCCACCAGAATGA
GCGCGTCCTTCCAATGCAGAGTAGA
241
Annealing
temp. (°C)
51
51
51
51
51
51
51
51
51
51
61
51
51
51
61
51
51
51
51
51
51
51
51
51
61
Chromosome
Source
6A
5B
7D/2A/6D
2B
1B
7B
2B
1A
2B
4B
5B
6A/7A
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
1A
7B
2B
6A
5A
3D
3A/2B
6B
5D
3D
7D
List of microsatellite primers used for ... (Continued).
Serial
number
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
Primer
name
barc54
barc55
barc56
barc59
barc60
barc62
barc66
barc67
barc68
barc69
barc70
barc71
barc72
barc73
barc75
barc76
barc77
barc78
barc80
barc81
barc83
barc84
barc85
barc87
barc89
barc90
barc91
barc92
barc94
barc95
Forward primer sequence
Reverse primer sequence
GCGAACAGGAGGACAGAGGGCACGAGAG
GCGGTCAACACACTCCACTCCTCTCTC
GCGGGAATTTACGGGAAGTCAAGAA
GCGTTGGCTAATCATCGTTCCTTC
CATGCTCACAAAACCCACAAGACT
TTGCCTGAGACATACATACACCTAA
CGCGATCGATCTCCCGGTTTGCT
GCGGCATTTACATTTCAGATAGA
CGATGCCAACACACTGAGGT
AGGCGGCGGTCGTGGAACA
GCGAAAAACGATGCGACTCAAAG
GCGCTTGTTCCTCACCTGCTCATA
CGTCCTCCCCCTCTCAATCTACTCTC
GCGTGTCGTGCTTGTTCTCGGTTCTCAG
AGGGTTACAGTTTGCTCTTTTAC
ATTCGTTGCTGCCACTTGCTG
GCGTATTCTCCCTCGTTTCCAAGTCTG
CTCCCCGGTCAAGTTTAATCTCT
GCGAATTAGCATCTGCATCTGTTTGAG
GCGCTAGTGACCAAGTTGTTATATGA
AAGCAAGGAACGAGCAAGAGCAGTAG
CGCATAACCGTTGGGAAGACATCTG
GCGAACGCTGCCCGGAGGAATCA
GCTCACCGGGCATTGGGATCA
GGGCGCGGCACCAGCACTACC
GCGCTTGGGTTGCTTCGAGGAGGACA
TTCCCATAACGCCGATAGTA
GCGGTTGTGATGTGCTGAAAGATGAATGT
CGAAGAGACCATTGTATTGAGAA
GGGGTGTGGTTGTTTGTAAGG
GCGCTTTCCCACGTTCCATGTTTCT
CGCTGCTCCCATTGCTCGCCGTTA
GCGAGTGGTTCAAATTTATGTCTGT
AGCACCCTACCCAGCGTCAGTCAAT
CTCGAAAGGCGGCACCACTA
GCCAGAACAGAATGAGTGCT
GGGAAGAGGACCAAGGCCACTA
TGTGCCTGATTGTAGTAACGTATGTA
AGCCGCATGAAGAGATAGGTAGAGAT
GCGTACCGAGAAGTGATCAAGAACAT
GCGCCATATAATTCAGACCCACAAAA
GCGTATATTCTCTCGTCTTCTTGTTGGTT
CGTCCCTCCATCGTCTCATCA
CGCTATTTGCCGCCACCTCCATCA
CCCGACGACCTATCTATACTTCTCTA
GCGCGACACGGAGTAAGGACACC
GTGGGAATTTCTTGGGAGTCTGTA
GCGACATGGGAATTTCAGAAGTGCCTAA
CGGTCAACCAACTACTGCACAAC
GCGGTTCGGAAAGTGCTATTCTACAGTAA
TGGATTTACGACGACGATGAAGATGA
GGTGCAACTAGAACGTACTTCCAGTC
GCGTCGCAGATGAGATGGTGGAGCAAT
GCGATGACGAGATAAAGGTGGAGAAC
CTCCGAGGCCACCGAAGACAAGATG
CGCAATCCTCTTCCCCGTGGCATAG
GCGTTTAATATTAGCTTCAAGATCAT
GCGTGGGCTGTTTCTTCCTTTTGTTTTC
GCGCATCATAGAGGGGTTGTTCATC
TGCGAATTCTATATACGATCTTGAGC
242
Annealing
temp. (°C)
61
51
51
51
51
51
51
51
51
51
51
51
51
61
51
51
51
51
51
51
61
51
61
51
51
51
51
51
51
51
Chromosome
Source
6D
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
2D/5B
1B/4B
1D
1D
3A
4B/3D/3B
5A
7D
3D
7B
3B
3B
7D/6B/2A
3B
4A
1B
1B
3B
7B
7D/3B
5B
2D
4D
3B
7B
List of microsatellite primers used for ... (Continued).
Serial
number
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
Primer
name
barc96
barc98
barc99
barc101
barc108
barc109
barc111
barc117
barc119
barc121
barc123
barc124
barc125
barc126
barc127
barc128
barc130
barc134
barc137
barc138
barc140
barc141
barc142
barc143
barc144
barc145
barc146
barc147
barc148
barc149
Forward primer sequence
Reverse primer sequence
AAGCCTTGTTGTTCCGTATTATT
CCGTCCTATTCGCAAACCAGATT
CGCATTCTTTCGCATTCTCTGTCATA
GCTCCTCTCACGATCACGCAAAG
GCGGGTCGTTTCCTGGAAATTCATCTAA
GGCAAAAGAGAAGGCTCGGAAGAACC
GCGGTCACCAGTAGTTCAACA
TCATGCGTGCTAAGTGCTAA
CACCCGATGATGAAAAT
ACTGATCAGCAATGTCAACTGAA
GGCCGAATTGAAAAAGCC
TGCACCCCTTCCAAATCT
GCGTCGAGGGTAAAACAACATAT
CCATTGAAACCGGATTTGAGTCG
TGCATGCACTGTCCTTTGTATT
GCGGGTAGCATTTATGTTGA
CGGCTAGTAGTTGGAGTGTTGG
CCGTGCTGCAAATGAACAC
GGCCCATTTCCCACTTTCCA
CTCGATTCGCCGTCAG
CGCCAACACCTACCATT
GGCCCATGGATAATTTTTGAAATG
CCGGTGAGAGGACTAAAA
TTGTGCCAAATCAAGAACAT
GCGTTTTAGGTGGACGACATAGATAGA
GCAGCCTCGAATCACA
AAGGCGATGCTGCAGCTAAT
GCGCCATTTATTCATGTTCCTCAT
GCGCAACCACAATGTATGCT
ATTCACTTGCCCCTTTTAAACTCT
GCGGTTTATATTTTGTGGTTGAGCATTTT
GCGGATATGTTCTCTAACTCAAGCAATG
CGCATACTGTGTCGTGTTCCTGGTTTAGA
GCGAGTCGATCACACTATGAGCCAATG
GCGAAATGATTGGCGTTACACCTGTTG
CGCATCGACGTAACATCACCACAATCATTT
GCGTATCCCATTGCTCTTCTTCACTAAC
GAGGGCAGGAAAAAGTGACT
GATGGCACAAGAAATGAT
CCGGTGTCTTTCCTAACGCTATG
CCTGCCGTGTGCCGACTA
TGCGAGTCGTGTGGTTGT
GTAGCGTCAGTGCTCACACAATGA
CGTTCCATCCGAAATCAGCAC
AAGATGCGGGCTGTTTTCTA
CAAACCAGGCAAGAGTCTGA
ACCGCCTCTAGTTATTGCTCTC
AGTTGCCGGTTCCCATTGTCA
CCAGCCCCTCTACACATTTT
GTGGGGGAAGAAGAAACC
TTCTCCGCACTCACAAAC
CAATTCGGCCAAAGAAGAAGTCA
GGCCTGTCAATTATGAGC
GGTTGGGCTAGGATGAAAAT
GCGCCACGGGCATTTCTCATAC
GGGGTGTTGAAGATGA
GGCAATATGGAAACTGGAGAGAAAT
CCGCTTCACATGCAATCCGTTGAT
GGGGTGTTTTCCTATTTCTT
GAGCCGTAGGAAGGACATCTAGTG
243
Annealing
temp. (°C)
51
51
51
51
51
51
51
51
51
51
61
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
Chromosome
2B
1D
2B
7A
4B/2D/5B
7D
5A
1A/1D
7A/7D
2D/2A
3D
7D
7A
1B/2B/3D
5D
6B
1B
4A
5D/5B
5A/6B
5B
5D
5D
1A/2D
6A
3B
1A
1D
Source
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
List of microsatellite primers used for ... (Continued).
Serial
number
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
Primer
name
barc151
barc154
barc158
barc159
barc163
barc164
barc165
barc167
barc168
barc169
barc170
barc172
barc173
barc174
barc175
barc176
barc178
barc180
barc181
barc182
barc183
barc184
barc186
barc187
barc188
barc195
barc196
barc197
barc198
barc200
Forward primer sequence
Reverse primer sequence
TGAGGAAAATGTCTCTATAGCATCC
GTAATTCCGGTTCCACTTGACATT
TGTGTGGGAAGAAACTGAGTCATC
CGCAATTTATTATCGGTTTTAGGAA
GCGTGTTTTAAGGTATTTTCCATTTTCT
TGCAAACTAATCACCAGCGTAA
GCGTAGAGCGGCTGTTAGTGTCAAATTA
AAAGGCCCATCAACATGCAAGTACC
GCGATGCATATGAGATAAGGAACAAATG
CCGCGAACCATACAAAGGAAAC
CGCTTGACTTTGAATGGCTGAACA
GCGAAATGTGATGGGGTTTATCTA
GGGGATCCTTCAACAATAACA
TGGCATTTTTCTAGCACCAATACAT
GCGTAACAGAAGCGGAGAAAGC
GCGAAAGCCATCAAACACTATCCAACT
GCGTATTAGCAAAACAGAAGTGAG
GCGATGCTTGTTTGTTACTTCTC
CGCTGGAGGGGGTAAGTCATCAC
CCATGGCCAACAGCTCAAGGTCTC
CCCGGGACCACCAGTAAGT
TTCGGTGATATCTTTTCCCCTTGA
GGAGTGTCGAGATGATGTGGAAAC
GTGGTATTTCAGGTGGAGTTGTTTTA
CGTGAGATCATGTTATCAGGACAAG
CCCACATGTCATTGGCTGTTTAA
GGTGGGTTTTATCGAATAGATTTGCT
CGCATGGTCAGTTTTCTTTTAATCCT
CGCTGAAAAGAAGTGCCGCATTATGA
GCGATATGATTTGGAGCTGATTG
CGCATAAACACCTTCGCTCTTCCACTC
GGATGGGCAGCTTCAAGGTATGTT
AGGAATACCAAAAGAAGCAAACCAAC
CGCCCGATAGTTTTTCTAATTTCTGA
GCGCATCCTGTTCCTCCATTCATA
CGCTTTCTAAAACTGTTCGGGATTTCTAA
GCGTTATCTCAAGTTTTGTAGCAGA
CGCAGTATTCTTAGTCCCTCAT
GCGGCTCTAAGGCGGTTTCAAAT
GCTATAGAGGCGCCTTGGAGTACC
CGCCCACTTTTTACCTAATCCTTTTGAA
GCGATTTGATTTAACTTTAGCAGTGAG
GCGAGATGGCATTTTTAAATAAAGAGAC
GCGAACTGGACCAGCCTTCTATCTGTTC
GCGAATCATTTAGTGTTAGGTGGCAGTG
GGTAACTAAGCACGTCACAAGCATAAA
GCGACTAGTACGAACACCACAAAA
GCGATGGAACTTCTTTTTGCTCTA
CGCAAATCAAGAACACGGGAGAAAGAA
CGCAAAACCGCATCAGGGAAGCACCAAT
GGATGGGGAATTGGAGATACAGAG
CCGAGTTGACTGTGTGGGCTTGCTG
CGCAGACGTCAGCAGCTCGAGAGG
CGGAGGAGCAGTAAGGAAGG
GCGTTGAAAGGTGTTAGTGGGATGG
GCCCGGCCCAGAACGATTTAAATG
GCGTTTCGTCAAGATTAATGCAGGTTT
GCGCTCTCCTTCATTTATGGTTTGTTG
CGCTGCCTTTTCTGGATTGCTTGTCA
GCGATGACGTTAGATGCGGAATTGT
244
Annealing
temp. (°C)
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
51
Chromosome
Source
5A/7A
7D/7A
1A
2B/2D
4B
3B
5A
2B
2D
1D
4A
7D
6D
2B/7A
6D
7B
6B
5A
1B
7B
6D/2B
7D
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
1B
7A/6A
6D
5A
6B
List of microsatellite primers used for ... (Continued).
Serial
number
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
Primer
name
barc204
barc206
barc212
barc228
barc229
barc232
barc240
barc267
cfa2019
cfa2028
cfa2040
cfa2049
cfa2070
cfa2076
cfa2104
cfa2106
cfa2110
cfa2121
cfa2129
cfa2134
cfa2141
cfa2147
cfa2155
cfa2163
cfa2170
cfa2185
cfa2190
cfa2193
cfa2219
cfa2226
Forward primer sequence
Reverse primer sequence
CGCAGAAGAAAAACCTCGCAGAAAAACC
GCTTTGCCAGGTGAGCACTCT
GGCAACTGGAGTGATATAAATACCG
CCCTCCTCTCTTTAGCCATCC
GGCCGCTGGGGATTGCTATGAT
CGCATCCAACCATCCCCACCCAACA
AGAGGACGCTGAGAACTTTAGAGAA
GCGTGCTTTTTATTTTTGTGGACATCTT
GACGAGCTAACTGCAGACCC
TGGGTATGAAAGGCTGAAGG
TCAAATGATTTCAGGTAACCACTA
TAATTTGATTGGGTCGGAGC
TCTGAACCCTTGATTTTCCG
CGAAAAACCATGATCGACAG
CCTGGCAGAGAAAGTGAAGG
GCTGCTAAGTGCTCATGGTG
TCACTACCCGCATGAACAAA
TAAATGGCCATCAAGCAATG
GTTGCACGACCTACAAAGCA
TTTACGGGGACAGTATTCGG
GAATGGAAGGCGGACATAGA
TCATCCCCTACATAACCCGA
TTTGTTACAACCCAGGGGG
TTGATCCTTGATGGGAGGAG
TGGCAAGTAACATGAACGGA
TTCTTCAGTTGTTTTGGGGG
CAGTCTGCAATCCACTTTGC
ACATGTGATGTGCGGTCATT
TCTGCCGAGTCACTTCATTG
GGAGAAAAGCAAACAGCGAC
CGCAGTGTATCCAAATGGGCAAGC
TGGCCGGGTATTTGAGTTGGAGTTT
CAGGAAGGGAGGAGAACAGAGG
GCACGTACTATTCGCCTTCACTTA
TCGGGATAAGGCAGACCACAT
CGCAGTAGATCCACCACCCCGCCAGA
GCGATCTTTGTAATGCATGGTGAAC
GCGAATAATTGGTGGGTGAAACA
CTCAATCCTGATGCGGAGAT
ATCGCGACTATTCAACGCTT
TTCCTGATCCCACCAAACAT
CGTGTCGATGGTCTCCTTG
TTACTGGCAAGCCAGAACTGT
ACCTGTCCAGCTAGCCTCCA
AGTCGCCGTTGTATAGTGCC
TGAAACAGGGGAATCAGAGG
TTCTGCACAAACCGTTCTGA
GCTTGTGAACTAATGCCTCCC
ATCGCTCACTCACTATCGGG
AAGACACTCGATGCGGAGAG
GCCTCCACAACAGCCATAAT
ATCGTGCACCAAGCAATACA
TTGTGTGGCGAAAGAAACAG
CATCATTGTGTTTACGTTCTTTCA
ATGTCATTCATGTTGCCCCT
TTTGGTCGACAAGCAAATCA
AAAAGGAAACTAAAGCGATGGA
TCCTCAGAACCCCATTCTTG
GACAAGGCCAGTCCAAAAGA
CAGTAGCATCTTCCATGGCG
245
Annealing
temp. (°C)
51
51
51
51
51
61
51
51
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
6D
4A/6A/3B
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
USDA-ARS
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
2D
1D
5A/5B
5B
7B
7A
7A
7A/7D
7A
5B
3D
5A/5D
7B
7A
4A/2A
1A
3A
5A/5D
1B/1D/1B
5A
5A
3A/3B
5D
5A
3A
1A
3B/1A
List of microsatellite primers used for ... (Continued).
Serial
number
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
Primer
name
cfa2234
cfa2250
cfa2256
cfa2257
cfa2262
cfa2278
cfd1
cfd2
cfd3
cfd4
cfd5
cfd6
cfd7
cfd8
cfd9
cfd10
cfd12
cfd13
cfd14
cfd15
cfd16
cfd17
cfd18
cfd19
cfd20
cfd21
cfd22
cfd23
cfd25
cfd26
Forward primer sequence
Reverse primer sequence
AATCTGACCGAACAAAATCACA
AGCCATAGATGGCCCTACCT
GGTAATATTCAGGTTACCGCACA
GATACAATAGGTGCCTCCGC
ACAATGTGGAGATGGCACAA
GCCTCTGCAAGTCTTTACCG
ACCAAAGAACTTGCCTGGTG
GGTTGCAGTTTCCACCTTGT
GCACCAACACACGGAGAAG
TGCTCCGTCTCCGAGTAGAT
TGCCCTGTCCACAGTGAAG
ACTCTCCCCCTCGTTGCTAT
AGCTACCAGCCTAGCAGCAG
ACCACCGTCATGTCACTGAG
TTGCACGCACCTAAACTCTG
CGTTCTATGACGTGTCATGCT
GTTACCCAAACCTGCCCTTT
CCACTAACCAAGCTGCCATT
CCACCGGCCAGAGTAGTATT
CTCCCGTATTGAGCAGGAAG
GGATCCAAGGGAATCCAAAT
AGCACAGAAGGGGTTAGGGT
CATCCAACAGCACCAAGAGA
TACGCAGGTTTGCTGCTTCT
TGATGGGAAGGTAATGGGAG
CCTCCATGTAGGCGGAAATA
GGTTGCAAACCGTCTTGTTT
TAGCAGTAGCAGCAGCAGGA
CATCGCTCATGCTAAGGTCA
TCAAGATCGTGCCAAATCAA
TCGGAGAGTATTAGAACAGTGCC
CACTCAATGGCAGGTCCTTT
GGTAAAGTTATAAATTGTTGTGGGC
CCATTATGTAAATGCTTCTGTTTGA
TACCAGCTGCACTTCCATTG
AAGTCGGCCATCTTCTTCCT
AAGCCTGACCTAGCCCAAAT
CATCTATTGCCAAAATCGCA
TTGAGAGGAGGGCTTGGTTA
GGGAAGGAGAGATGGGAAAC
TTGCCAGTTCCAAGGAGAAT
ATTTAAGGGAGACATCGGGC
TCAGACACGTCTCCTGACAAA
GTGAAGACGACAAGACGCAA
CAAGTGTGAGCGTCGG
TCCATTTTCAAAAACACCCTG
CTACGAGTCGGGATCAGCAT
TTTTTGGCATTGATCTGCTG
TCCTGGTCTAACAACGAGAAGA
GGCAGGTGTGGTGATGATCT
TCCTTCGGTTCCCATATCAC
AGCTGCGGTGTGAGCTAAAT
GCTACTACTATTTCATTGCGACCA
GGAGTTCACAAGCATGGGTT
ATCCAGTTCTCGTCCAAAGC
TGTGTCCCATTCACTAACCG
AGTCGAGTTGCGACCAAAGT
GCAAGGAAGAGTGTTCAGCC
CGTGTCTGTTAGCTGGGTGG
ACTCCAAGCTGAGCACGTTT
246
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
3A
5A
4A
7A
2D/3A
2B
6A
2A/2D/3A/3D/
5D
3D/3B
6D
7A
5D/5B
5D
3D
5D
5D
6B/6D
7D
1A/1D
4A
2D
5D
1D/5D/6D
1B
7D/1D
4B
4D
2B/7D/5D
5D
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
List of microsatellite primers used for ... (Continued).
Serial
number
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
201
203
204
205
Primer
name
cfd28
cfd29
cfd30
cfd31
cfd34
cfd35
cfd36
cfd37
cfd39
cfd40
cfd41
cfd42
cfd43
cfd46
cfd48
cfd49
cfd51
cfd55
cfd56
cfd57
cfd59
cfd60
cfd61
cfd62
cfd63
cfd65
cfd66
cfd67
cfd69
cfd70
Forward primer sequence
Reverse primer sequence
TGCATCTTATTACTGGAGGCATT
GGTTGTCAGGCAGGATATTTG
AATCGCACAACAATGGTTCA
GCACCAACCTTGATAGGGAA
GGAAGAACCGCAACAGACAT
GGGATGACACATAACGGACA
GCAAAGTGTAGCCGAGGAAG
GCTTCTTTTGCTGCTTTTGC
CCACAGCTACATCATCTTTCCTT
GCGACAAGTAATTCAGAACGG
TAAAGTCTCAGGCGACCCAC
AGGTTCTAGGGGGCATGTCT
AACAAAAGTCGGTGCAGTCC
TGGTGGTATAGTCGTTGGAGC
ATGGTTGATGGTGGGTGTTT
TGAGTTCTTCTGGTGAGGCA
GGAGGCTTCTCTATGGGAGG
CCAGTAGCCGGCCCTACTAT
TTGCATAATTACTTGCCCTCC
ATCGCCGTTAACATAGGCAG
TCACCTGGAAAATGGTCACA
TGACCGGCATTCAGTATCAA
ATTCAAATGCAACGCAAACA
CAAGAGCTGACCAATGTGGA
TCCTGAGGATGTTGAGGACC
CGCATGCCCTTATACCAACT
TATTGATAGATCAGGGCGCA
GCCTCTCCTCTCTGCTCCTT
GTGCCTGATGATTTTACCCG
GCATCTTCTCCTCCCTCCTC
ATCAGCGGCGCTATAGTACG
TTAGAGTTTTGCAGCGCCTT
CCCCCACATACAGAGGCTAA
CAAAGTTTGAACAGCAGCCA
CGCTTCGGTAAAGTTTTTGC
AGTGATAGACGGATGGCACC
GCTCTCAATGACTGCACTGG
CCAAAAACATGGTTAAAGGGG
CCACACACACACACCATCAA
ATGTATCGATGAAGGGCCAA
GAATCGGTTCACAAGGGAAA
TGCATCTTATCCTGTGCAGC
GCACGAGATACGGACAATCA
CTGGTCCAACTTCCATCCAT
TCACTGCTGTATTTGCTCCG
AAGAAGGCTAGGGTTCAGGC
TGGTCACTTTGATGAGCAGG
GTTAGCCAAGGACCCCTTTC
ACGGCGGTGAGATGAG
GAGAGAGGCGAAACATGGAC
AGACGATGAGAAGGAAGCCA
AGGTCTTGGTGGTTTTGGTG
GCGGACAAATTGAGCCTTAG
AAATACCTTGAATTGTGAGCTGC
GTCGGCATAGTCGCACATAC
CCTCCCTTGTTTTTGGGATT
TTTTCACATGCCCACAGTTG
TGTGCGTGTGTGTGTGTTTT
TCTGTTCATCCCCAAAGTCC
ACTATGCCAAGGGGAGTGTG
247
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
1D
5D
6A
4A/7D
3D
3D
2D/2A
6D
4B/5A/4D
5D
7D
6D
2D
7D
1B
6D
2D
3D
2D
5D
1D/1B/6B/1D
6D
1D
2D/7A
1D
1D/1B
7D
5D
7D
3D
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
List of microsatellite primers used for ... (Continued).
Serial
number
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
Primer
name
cfd71
cfd72
cfd73
cfd75
cfd76
cfd78
cfd79
cfd80
cfd81
cfd84
cfd86
cfd88
cfd92
cfd102
cfd106
cfd116
cfd127
cfd132
cfd135
cfd141
cfd152
cfd156
cfd160
cfd161
cfd168
cfd175
cfd183
cfd188
cfd189
cfd190
Forward primer sequence
Reverse primer sequence
CAATAAGTAGGCCGGGACAA
CTCCTTGGAATCTCACCGAA
GATAGATCAATGTGGGCCGT
GCATAAACTTGGACCCTGGA
GCAATTTCACACGCGACTTA
ATGAAATCCTTGCCCTCAGA
TCTGGTTCTTGGGAGGAAGA
ATAGGGGTTTTGAATCACTCC
TATCCCCAATCCCCTCTTTC
GTTGCCTCGGTGTCGTTTAT
TTAATGAGCGTCAGTACTCCC
TAGGCATAGTTTTGGGCCTG
CTTGTTGATCTCCTTCCCCA
TTGTGGAAGGGTTTGATGAAG
ACGGGTGGTTTTGCTCAGT
TTTGCCCATTACAACAAGCA
TAAACACCAGGGAGGTCCAC
CAAATGCTAATCCCCGCC
GGATCTCGGGGATGTCCT
CGTAAAGATCCGAGAGGGTG
TGGAAGTCTGGAACCACTCC
AGCAGTGTAATAAAAGGGCG
CCACTACTGCGGCTAGGTCT
GTAAGGCATCTTCGCGTCTC
CTTCGCAAATCGAGGATGAT
TGTCGGGGACACTCTCTCTT
ACTTGCACTTGCTATACTTACGAA
AATGGCTTCACTGTTTGCCT
GCTAAAGCCACATAGGACGG
CAATCAGAAGCGCCATTGTT
TGTGCCAGTTGAGTTTGCTC
TCCTTGGGAATATGCCTCCT
AACTGTTCTGCCATCTGAGC
GCTAAGCCACGCTACCACTC
CGCTCGACAACATGACACTT
TGAGATCATCGCCAATCAGA
CATCCAACAATTTGCCCAT
TTGGATTTGCAGAGCCTTCT
GTCAATTGTGGCTTGTCCCT
TCCTCGAGGTCCAAAACATC
GCAACCATGTTTAAGCCGAT
GGTAGAAGGAAGCTTCGGGA
TTCTCTCATGACGGCAACAC
TGCAGGACCAAACATAGCTG
ACTCCACCAGCGGAGAAATA
CAAGCAGCACCTCATGACAG
ACCTACGATCGACGAAATGG
TGTAAACAAGGTCGCAGGTG
TAAGCACCTTCTTCATGGGG
TCCGAGGTGCTACCTACCAG
GCAACCAGACCACACTCTCA
GTATTCGCACCAGAATCCGT
CTTTTCCGTGTCTCCCTAGC
CCATGATAGATTTGGACGGG
TTCACGCCCAGTATTAAGGC
ACCAATGGGATGCTTCTTTG
GTGTGTCGGTGTGTGGAAAG
AAATGGTCCCAGCATTCAAG
GCACAAGATTTTGCAAGGCT
CCCTGATGTTTTCTTTTTCTCC
248
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
4D/4A
1D
2B/2D
6D
6D
5D
3D/3B
6D
7B/5D/4D
4D
5D/5B
4A
1D
5D
4D
2D
3D
6D
6D
3D
3D
5B
2D
2D
2D
2D
5D
6D
5D
6A
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
List of microsatellite primers used for ... (Continued).
Serial
number
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
Primer
name
cfd193
cfd201
cfd211
cfd219
cfd223
cfd233
cfd239
cfd242
cfd257
cfd266
cfd282
cfd283
cfd287
gdm33
gdm36
gdm63
gdm67
gdm72
gdm88
gdm99
gdm101
gdm109
gdm111
gdm113
gdm116
gdm126
gdm132
gdm133
gdm136
gdm138
Forward primer sequence
Reverse primer sequence
GCTGCCGCTACTGTCTGTC
ACAAGACCACACCTCCAAGG
AGAAGACTGCACGCAAGGAT
GGCCCATCTGTCATTGACTT
AAGAGCTACAATGACCAGCAGA
GAATTTTTGGTGGCCTGTGT
CTCTCGTTCTCTCCAGGCTC
CCAGTTTGCAGCAGTCACAT
TCTCAACTTGCAACTGCCAC
GAAAACAAAACCCATTTGCG
TCTCATCCCTGTTCCTCTGC
CCCGTGGTCTTGGGTTC
TCAAGAAGATGCGTTCATGC
GGCTCAATTCAACCGTTCTT
ATGCAAAGGAATGGATTCAA
GCCCCCTATTCCATAGGAAT
AAGCAAGGCACGTAAAGAGC
TGGTTTTCTCGAGCATTCAA
TCCCACCTTTTTGCTGTAGA
AGGTTGTCCACTGCCTGTTC
GTCTCCATGACAAGGAGGGA
GGTCCGCCTGACAGACC
CACTCACCCCAAACCAAAGT
ACCCATCTGATATTTTGGGG
GCTGCAATGCAAGGTCTCTT
TCCATCATATCCGTAGCACA
ACCGCTCGGAGAAAATCC
ACGATTCATAACACAGCGCA
CTCATCCGGTGAGTGCATC
CATGAGCCGATTCAGCG
GGCACACTCACACACCACAC
CGGTTTGGGTTTTGTGATCT
TGCACTAAAGCATCTTCGTGTT
CAGCTTGTGTTGCTCGCTTA
GCAGTGTATGTCAGGAGAAGCA
ATCACTGCACCGACTTTTGG
GAGAGGAGAGCTTGCCATTG
CAGACCTTAACGGGGTTGAA
CCCTCCATGGATTCTTGCTA
AAGCTTCAGTGCCTTTGGAA
GTCGACGTCTGCACATTGTT
AGTTTTGCCATCGGCTGTAT
GGGAGCTTTCCCTAGTGCTT
TACGTTCTGGTGGCTGCTC
CAAATCCGCATCCAGAAAAT
CCTTTTGATGGTGCATAGGA
CTCGAAGCGAACACAAAACA
TGCAACGATGAAGACCAGAA
AAGGACAAATCCCTGCATGA
ATGTCGTCCTCGTCTCATCC
TGAAACCTCAAAGGGAAAGA
AAAGCTGCTCATCGTGGTG
GATGCAATCGGGTCGTTAGT
AAAATGCCCTTCCCAACC
GATGTGGCTTTCTAAGGCAA
CGTGGTTGATTTCAGGAGGT
AGGGGGGCAGAGGTAGG
TGAGAACAATTTCACGGCTG
CCCGCATGTCTACATGAGAA
CGCTTAAATTGAAGTACCGC
249
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
61
61
61
51
61
51
55
61
61
61
61
61
Chromosome
Source
4D
3D
3D
5B/3D
3D
2D
2D
7A
4A
5D
1D
4B/5D
6D
1A, 1D
6D
5D
7D
3D
4A
5D
5B, 2A / 1B
5A
1D
2B
5D
1D
6D
4D, 5B, 5D
5D, 1A
5D
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
INRA
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
Primer
name
gdm145
gdm146
gdm153
gwm2
gwm3
gwm4
gwm5
gwm6
gwm10
gwm11
gwm16
gwm18
gwm30
gwm32
gwm33
gwm37
gwm43
gwm44
gwm46
gwm47
gwm52
gwm55
gwm60
gwm63
gwm66
gwm67
gwm68
gwm70
gwm71
gwm72
Forward primer sequence
Reverse primer sequence
TGAAGGACAAATCCCTGCAT
ATCCTGACGGCCACCAC
TATAGGCAAATTAATTAAGACG
CTGCAAGCCTGTGATCAACT
AATATCGCATCACTATCCCA
GCTGATGCATATAATGCTGT
GCCAGCTACCTCGATACAACTC
CGTATCACCTCCTAGCTAAACTAG
CGCACCATCTGTATCATTCTG
GGATAGTCAGACAATTCTTGTG
GCTTGGACTAGCTAGAGTATCATAC
TGGCGCCATGATTGCATTATCTTC
ATCTTAGCATAGAAGGGAGTGGG
TATGCCGAATTTGTGGACAA
GGAGTCACACTTGTTTGTGCA
ACTTCATTGTTGATCTTGCATG
CACCGACGGTTTCCCTAGAGT
GTTGAGCTTTTCAGTTCGGC
GCACGTGAATGGATTGGAC
TTGCTACCATGCATGACCAT
CTATGAGGCGGAGGTTGAAG
GCATCTGGTACACTAGCTGCC
TGTCCTACACGGACCACGT
TCGACCTGATCGCCCCTA
CCAAAGACTGCCATCTTTCA
ACCACACAAACAAGGTAAGCG
AGGCCAGAATCTGGGAATG
AGTGGCTGGGAGAGTGTCAT
GGCAGAGCAGCGAGACTC
TGGTCCCTCTCCCTTTCTCT
TCCCACCTTTTTGCTGTAGA
CAAAGCCTGCGATACATCAA
ATCTTTATGTGAGTACACTGC
CATTCTCAAATGATCGAACA
GCAGCGGCACTGGTACATTT
CACTGTCTGTATCACTCTGCT
AGAAAGGGCCAGGCTAGTAGT
AGCCTTATCATGACCCTACCTT
TGGTCGTACCAAAGTATACGG
GTGAATTGTGTCTTGTATGCTTCC
CAATCTTCAATTCTGTCGCACGG
GGTTGCTGAAGAACCTTATTTAGG
TTCTGCACCCTGGGTGAT
TGCTTGGTCTTGAGCATCAC
CACTGCACACCTAACTACCTGC
CGACGAATTCCCAGCTAAAC
GGTGAGTGCAAATGTCATGTG
ACTGGCATCCACTGAGCTG
TGACCCAATAGTGGTGGTCA
TTCACCTCGATTGAGGTCCT
TGCGGTGCTCTTCCATTT
TCATGGATGCATCACATCCT
GCATTGACAGATGCACACG
CGCCCTGGGTGATGAATAGT
CATGACTAGCTAGGGTGTGACA
CAACCCTCTTAATTTTGTTGGG
CTCCCTAGATGGGAGAAGGG
GCCCATTACCGAGGACAC
CAAGTGGAGCATTAGGTACACG
ACAGAATTGAAGATTGTCGGTC
250
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
Chromosome
Source
4A
5B
5D
3A,3D
3D
4A
3A
4B
2A
1B
2B,5D,7B
1B
3A
3A
1A, 1B, 1D
7D
7B
7D
7B
2B
3D
6D
7A
7A
4B, 5B
5B
5B
6B
3D
3B
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
Primer
name
gwm77
gwm88
gwm95
gwm99
gwm102
gwm106
gwm107
gwm108
gwm111
gwm112
gwm113
gwm114
gwm120
gwm121
gwm122
gwm124
gwm126
gwm129
gwm130
gwm131
gwm132
gwm133
gwm135
gwm136
gwm140
gwm146
gwm147
gwm148
gwm149
gwm153
Forward primer sequence
Reverse primer sequence
ACAAAGGTAAGCAGCACCTG
CACTACAACTATGCGCTCGC
GATCAAACACACACCCCTCC
AAGATGGACGTATGCATCACA
TCTCCCATCCAACGCCTC
CTGTTCTTGCGTGGCATTAA
ATTAATACCTGAGGGAGGTGC
CGACAATGGGGTCTTAGCAT
TCTGTAGGCTCTCTCCGACTG
CTAAACACGACAGCGGTGG
ATTCGAGGTTAGGAGGAAGAGG
ACAAACAGAAAATCAAAACCCG
GATCCACCTTCCTCTCTCTC
TCCTCTACAAACAAACACAC
GGGTGGGAGAAAGGAGATG
GCCATGGCTATCACCCAG
CACACGCTCCACCATGAC
TCAGTGGGCAAGCTACACAG
AGCTCTGCTTCACGAGGAAG
AATCCCCACCGATTCTTCTC
TACCAAATCGAAACACATCAGG
ATCTAAACAAGACGGCGGTG
TGTCAACATCGTTTTGAAAAGG
GACAGCACCTTGCCCTTTG
ATGGAGATATTTGGCCTACAAC
CCAAAAAAACTGCCTGCATG
AGAACGAAAGAAGCGCGCTGAG
GTGAGGCAGCAAGAGAGAAA
CATTGTTTTCTGCCTCTAGCC
GATCTCGTCACCCGGAATTC
ACCCTCTTGCCCGTGTTG
TCCATTGGCTTCTCTCTCAA
AATGCAAAGTGAAAAACCCG
GCCATATTTGATGACGCATA
TGTTGGTGGCTTGACTATTG
AATAAGGACACAATTGGGATGG
GGTCTCAGGAGCAAGAACAC
TGCACACTTAAATTACATCCGC
ACCTGCTCAGATCCCACTCG
GATATGTGAGCAGCGGTCAG
GAGGGTCGGCCTATAAGACC
ATCCATCGCCATTGGAGTG
GATTATACTGGTGCCGAAAC
CTCGCAACTAGAGGTGTATG
AAACCATCCTCCATCCTGG
ACTGTTCGGTGCAATTTGAG
GTTGAGTTGATGCGGGAGG
AAAACTTAGTAGCCGCGT
CTCCTCTTTATATCGCGTCCC
AGTTCGTGGGTCTCTGATGG
CATATCAAGGTCTCCTTCCCC
ATCTGTGACAACCGGTGAGA
ACACTGTCAACCTGGCAATG
CATCGGCAACATGCTCATC
CTTGACTTCAAGGCGTGACA
CTCTGGCATTGCTCCTTGG
ATGTGTTTCTTATCCTGCGGGC
CAAAGCTTGACTCAGACCAAA
CTAGCATCGAACCTGAACAAG
TGGTAGAGAAGGACGGAGAG
251
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
Chromosome
Source
3B
6B
2A
1A
2D
1D
4B
3B
7D
3B
4B
3B
2B
5D, 7D
2A
1B
5A
2B, 5A
7A
1B, 3B
6B
6B
1A
1A
1B
7B
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
2B
4B
1B
List of microsatellite primers used for ... (Continued).
Serial
number
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
Primer
name
gwm154
gwm155
gwm156
gwm157
gwm159
gwm160
gwm161
gwm162
gwm164
gwm165
gwm169
gwm174
gwm179
gwm181
gwm182
gwm183
gwm186
gwm190
gwm191
gwm192
gwm193
gwm194
gwm205
gwm210
gwm212
gwm213
gwm219
gwm232
gwm233
gwm234
Forward primer sequence
Reverse primer sequence
TCACAGAGAGAGAGGGAGGG
CAATCATTTCCCCCTCCC
CCAACCGTGCTATTAGTCATTC
GTCGTCGCGGTAAGCTTG
GGGCCAACACTGGAACAC
TTCAATTCAGTCTTGGCTTGG
GATCGAGTGATGGCAGATGG
AGTGGATCGACAAGGCTCTG
ACATTTCTCCCCCATCGTC
TGCAGTGGTCAGATGTTTCC
ACCACTGCAGAGAACACATACG
GGGTTCCTATCTGGTAAATCCC
AAGTTGAGTTGATGCGGGAG
TCATTGGTAATGAGGAGAGA
TGATGTAGTGAGCCCATAGGC
GTCTTCCCATCTCGCAAGAG
GCAGAGCCTGGTTCAAAAAG
GTGCTTGCTGAGCTATGAGTC
AGACTGTTGTTTGCGGGC
GGTTTTCTTTCAGATTGCGC
CTTTGTGCACCTCTCTCTCC
GATCTGCTCTACTCTCCTCC
CGACCCGGTTCACTTCAG
TGCATCAAGAATAGTGTGGAAG
AAGCAACATTTGCTGCAATG
TGCCTGGCTCGTTCTATCTC
GATGAGCGACACCTAGCCTC
ATCTCAACGGCAAGCCG
TCAAAACATAAATGTTCATTGGA
GAGTCCTGATGTGAAGCTGTTG
ATGTGTACATGTTGCCTGCA
AATCATTGGAAATCCATATGCC
CAATGCAGGCCCTCCTAAC
GAGTGAACACACGAGGCTTG
GCAGAAGCTTGTTGGTAGGC
CTGCAGGAAAAAAAGTACACCC
TGTGAATTACTTGGACGTGG
AGAAGAAGCAAAGCCTTCCC
TTGTAAACAAATCGCATGCG
CTTTTCTTTCAGATTGCGCC
GTGCTCTGCTCTAAGTGTGGG
GACACACATGTTCCTGCCAC
CCATGACCAGCATCCACTC
GAACCATTCATGTGCATGTC
TTGCACACAGCCAAATAAGG
CTCGACTCCCATGTGGATG
CGCCTCTAGCGAGAGCTATG
GTGCCACGTGGTACCTTTG
TAGCACGACAGTTGTATGCATG
CGTTGTCTAATCTTGCCTTGC
AATTGTGTTGATGATTTGGGG
CGACGCAGAACTTAAACAAG
AGTCGCCGTTGTATAGTGCC
TGAGAGGAAGGCTCACACCT
TGCAGTTAACTTGTTGAAAGGA
CTAGCTTAGCACTGTCGCCC
GGGGTCCGAGTCCACAAC
CTGATGCAAGCAATCCACC
TCAACCGTGTGTAATTTTGTCC
CTCATTGGGGTGTGTACGTG
252
Annealing
temp. (°C)
51
61
51
61
61
61
61
61
51
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
5A
3A
5A
2D
5B
4A
3D
3A
1A
4A, 4B, 4D
6A
5D
5A
3B
5D
3D
5A
5D
2B, 5B, 6B
4A, 4B, 4D
6B
4D
5A, 5D
2B, 2D
5D
5B
6B
1D
7A
5B
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
Primer
name
gwm247
gwm249
gwm251
gwm257
gwm259
gwm260
gwm261
gwm264
gwm268
gwm269
gwm271
gwm272
gwm273
gwm274
gwm275
gwm276
gwm282
gwm284
gwm285
gwm291
gwm292
gwm293
gwm294
gwm295
gwm296
gwm297
gwm299
gwm301
gwm302
gwm304
Forward primer sequence
Reverse primer sequence
GCAATCTTTTTTCTGACCACG
CAAATGGATCGAGAAAGGGA
CAACTGGTTGCTACACAAGCA
AGAGTGCATGGTGGGACG
AGGGAAAAGACATCTTTTTTTTC
GCCCCCTTGCACAATC
CTCCCTGTACGCCTAAGGC
GAGAAACATGCCGAACAACA
AGGGGATATGTTGTCACTCCA
TGCATATAAACAGTCACACACCC
CAAGATCGTGGAGCCAGC
TGCTCTTTGGCGAATATATGG
ATTGGACGGACAGATGCTTT
AACTTGCAAAACTGTTCTGA
AATTTTCTTCCTCACTTATTCT
ATTTGCCTGAAGAAAATATT
TTGGCCGTGTAAGGCAG
AATGAAAAAACACTTGCGTGG
ATGACCCTTCTGCCAAACAC
CATCCCTACGCCACTCTGC
TCACCGTGGTCACCGAC
TACTGGTTCACATTGGTGCG
GGATTGGAGTTAAGAGAGAACCG
GTGAAGCAGACCCACAACAC
AATTCAACCTACCAATCTCTG
ATCGTCACGTATTTTGCAATG
ACTACTTAGGCCTCCCGCC
GAGGAGTAAGACACATGCCC
GCAAGAAGCAACAGCAGTAAC
AGGAAACAGAAATATCGCGG
ATGTGCATGTCGGACGC
CTGCCATTTTTCTGGATCTACC
GGGATGTCTGTTCCATCTTAG
CCAAGACGATGCTGAAGTCA
CGACCGACTTCGGGTTC
CGCAGCTACAGGAGGCC
CTCGCGCTACTAGCCATTG
GCATGCATGAGAATAGGAACTG
TTATGTGATTGCGTACGTACCC
TTTGAGCTCCAAAGTGAGTTAGC
AGCTGCTAGCTTTTGGGACA
GTTCAAAACAAATTAAAAGGCCC
AGCAGTGAGGAAGGGGATC
TATTTGAAGCGGTTTGATTT
AACAAAAAATTAGGGCC
AATTTCACTGCATACACAAG
TCTCATTCACACACAACACTAGC
GCACATTTTTCACTTTCGGG
ATCGACCGGGATCTAGCC
AATGGTATCTATTCCGACCCG
CCACCGAGCCGATAATGTAC
TCGCCATCACTCGTTCAAG
GCAGAGTGATCAATGCCAGA
GACGGCTGCGACGTAGAG
GCCTAATAAACTGAAAACGAG
TGCGTAAGTCTAGCATTTTCTG
TGACCCACTTGCAATTCATC
GTGGCTGGAGATTCAGGTTC
CAGATGCTCTTCTCTGCTGG
AGGACTGTGGGGAATGAATG
253
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
51
51
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
3B
2A, 2D
4B
2B
1B
7A
2D
1B, 3B
1B
5D
5D
5D
1B
1B, 7B
2A
7A
7A
3B
3B
5A
5D
5A
2A
7D
2A, 2D
7B
3B
2D
7B
5A
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
Primer
name
gwm311
gwm312
gwm314
gwm319
gwm320
gwm325
gwm328
gwm332
gwm333
gwm334
gwm335
gwm337
gwm339
gwm340
gwm341
gwm344
gwm349
gwm350
gwm356
gwm357
gwm358
gwm359
gwm361
gwm368
gwm369
gwm371
gwm372
gwm374
gwm376
gwm382
Forward primer sequence
Reverse primer sequence
TCACGTGGAAGACGCTCC
ATCGCATGATGCACGTAGAG
AGGAGCTCCTCTGTGCCAC
GGTTGCTGTACAAGTGTTCACG
CGAGATACTATGGAAGGTGAGG
TTTCTTCTGTCGTTCTCTTCCC
GCAATCCACGAGAAGAGAGG
AGCCAGCAAGTCACCAAAAC
GCCCGGTCATGTAAAACG
AATTTCAAAAAGGAGAGAGA
CGTACTCCACTCCACACGG
CCTCTTCCTCCCTCACTTAGC
AATTTTCTTCCTCACTTATT
GCAATCTTTTTTCTGACCACG
TTCAGTGGTAGCGGTCGAG
CAAGGAAATAGGCGGTAACT
GGCTTCCAGAAAACAACAGG
ACCTCATCCACATGTTCTACG
AGCGTTCTTGGGAATTAGAGA
TATGGTCAAAGTTGGACCTCG
AAACAGCGGATTTCATCGAG
CTAATTGCAACAGGTCATGGG
GTAACTTGTTGCCAAAGGGG
CCATTTCACCTAATGCCTGC
CTGCAGGCCATGATGATG
GACCAAGATATTCAAACTGGCC
AATAGAGCCCTGGGACTGGG
ATAGTGTGTTGCATGCTGTGTG
GGGCTAGAAAACAGGAAGGC
GTCAGATAACGCCGTCCAAT
CTACGTGCACCACCATTTTG
ACATGCATGCCTACCTAATGG
TTCGGGACTCTCTTCCCTG
CGGGTGCTGTGTGTAATGAC
ATCTTTGCAAGGATTGCCC
TTTTTACGCGTCAACGACG
CACAAACTCTTGACATGTGCG
AGTGCTGGAAAGAGTAGTGAAGC
TTTCAGTTTGCGTTAAGCTTTG
AACATGTGTTTTTAGCTATC
CGGTCCAAGTGCTACCTTTC
TGCTAACTGGCCTTTGCC
AAACGAACAACCACTCAATC
ACGAGGCAAGAACACACATG
CCGACATCTCATGGATCCAC
ATTTGAGTCTGAAGTTTGCA
ATCGGTGCGTACCATCCTAC
GCATGGATAGGACGCCC
CCAATCAGCCTGCAACAAC
AGGCTGCAGCTCTTCTTCAG
TCCGCTGTTGTTCTGATCTC
TACTTGTGTTCTGGGACAATGG
ACAAAGTGGCAAAAGGAGACA
AATAAAACCATGAGCTCACTTGC
ACCGTGGGTGTTGTGAGC
AGCTCAGCTTGCTTGGTACC
GAAGGACGACATTCCACCTG
TCTAATTAGCGTTGGCTGCC
TCTCCCGGAGGGTAGGAG
CTACGTGCACCACCATTTTG
254
Annealing
temp. (°C)
61
51
61
61
61
61
61
61
61
51
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
2A, 2B
2A
3D
2B
2D
6D
2A
7A
7B
6A
5B
1D
2A
3B
3D
7B
2D
7A, 7D
2A
1A
5D
2A
6B
4B
3A
5B
2A
2B
3B
2A, 2B, 2D
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
Primer
name
gwm383
gwm388
gwm389
gwm397
gwm400
gwm403
gwm408
gwm410
gwm413
gwm415
gwm425
gwm427
gwm428
gwm429
gwm437
gwm443
gwm445
gwm448
gwm455
gwm456
gwm458
gwm459
gwm469
gwm471
gwm473
gwm480
gwm484
gwm493
gwm494
gwm495
Forward primer sequence
Reverse primer sequence
ACGCCAGTTGATCCGTAAAC
CTACAATTCGAAGGAGAGGGG
ATCATGTCGATCTCCTTGACG
TGTCATGGATTATTTGGTCGG
GTGCTGCCACCACTTGC
CGACATTGGCTTCGGTG
TCGATTTATTTGGGCCACTG
GCTTGAGACCGGCACAGT
TGCTTGTCTAGATTGCTTGGG
GATCTCCCATGTCCGCC
GAGCCCACAAGCTGGCA
AAACTTAGAACTGTAATTTCAGA
CGAGGCAGCGAGGATTT
TTGTACATTAAGTTCCCATTA
GATCAAGACTTTTGTATCTCTC
GGGTCTTCATCCGGAACTCT
TTTGTTGGGGGTTAGGATTAG
AAACCATATTGGGAGGAAAGG
ATTCGGTTCGCTAGCTACCA
TCTGAACATTACACAACCCTGA
AATGGCAATTGGAAGACATAGC
ATGGAGTGGTCACACTTTGAA
CAACTCAGTGCTCACACAACG
CGGCCCTATCATGGCTG
TCATACGGGTATGGTTGGAC
TGCTGCTACTTGTACAGAGGAC
ACATCGCTCTTCACAAACCC
TTCCCATAACTAAAACCGCG
ATTGAACAGGAAGACATCAGGG
GAGAGCCTCGCGAAATATAGG
GACATCAATAACCGTGGATGG
CACCGCGTCAACTACTTAAGC
TGCCATGCACATTAGCAGAT
CTGCACTCTCGGTATACCAGC
TGTAGGCACTGCTTGGGAG
ATAAAACAGTGCGGTCCAGG
GTATAATTCGTTCACAGCACGC
CGAGACCTTGAGGGTCTAGA
GATCGTCTCGTCCTTGGCA
CGACAGTCGTCACTTGCCTA
TCGTTCTCCCAAGGCTTG
AGTGTGTTCATTTGACAGTT
TTCTCCACTAGCCCCGC
TTTAAGGACCTACATGACAC
GATGTCCAACAGTTAGCTTA
CCATGATTTATAAATTCCACC
CCTTAACACTTGCTGGTAGTGA
CACATGGCATCACATTTGTG
ACGGAGAGCAACCTGCC
TGCTCTCTCTGAACCTGAAGC
TTCGCAATGTTGATTTGGC
AGCTTCTCTGACCAACTTCTCG
CGATAACCACTCATCCACACC
GCTTGCAAGTTCCATTTTGC
CACCCCCTTGTTGGTCAC
CCGAATTGTCCGCCATAG
AGTTCCGGTCATGGCTAGG
GGAACATCATTTCTGGACTTTG
TTCCTGGAGCTGTCTGGC
TGCTTCTGGTGTTCCTTCG
255
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
51
61
51
61
51
61
61
61
61
61
51
61
61
61
61
61
61
61
61
Chromosome
Source
3D
2B
3B
4A
7B
1B
5B
2B, 5A
1B
5A
2A
6A
7D
2B
7D
5B
2A
2A
2D
3D
1D
6A
6D
7A
2A
3A
2D
3B
6A
4B
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
Primer
name
gwm497
gwm498
gwm499
gwm501
gwm508
gwm512
gwm513
gwm515
gwm518
gwm526
gwm533
gwm537
gwm538
gwm539
gwm540
gwm544
gwm547
gwm550
gwm554
gwm558
gwm565
gwm566
gwm569
gwm570
gwm573
gwm577
gwm582
gwm583
gwm595
gwm601
Forward primer sequence
Reverse primer sequence
GTAGTGAAGACAAGGGCATT
GGTGGTATGGACTATGGACACT
ACTTGTATGCTCCATTGATTGG
GGCTATCTCTGGCGCTAAAA
GTTATAGTAGCATATAATGGCC
AGCCACCATCAGCAAAAATT
ATCCGTAGCACCTACTGGTCA
AACACAATGGCAAATGCAGA
AATCACAACAAGGCGTGACA
CAATAGTTCTGTGAGAGCTGCG
AAGGCGAATCAAACGGAATA
ACATAATGCTTCCTGTGCACC
GCATTTCGGGTGAACCC
CTGCTCTAAGATTCATGCAACC
TCTCGCTGTGAAATCCTATTTC
TAGAATTCTTTATGGGGTCTGC
GTTGTCCCTATGAGAAGGAACG
CCCACAAGAACCTTTGAAGA
TGCCCACAACGGAACTTG
GGGATTGCATATGAGACAACG
GCGTCAGATATGCCTACCTAGG
TCTGTCTACCCATGGGATTTG
GGAAACTTATTGATTGAAAT
TCGCCTTTTACAGTCGGC
AAGAGATAACATGCAAGAAA
ATGGCATAATTTGGTGAAATTG
AAGCACTACGAAAATATGAC
TTCACACCCAACCAATAGCA
GCATAGCATCGCATATGCAT
ATCGAGGACGACATGAAGGT
CCGAAAGTTGGGTGATATAC
TTTGCATGGAGGCACATACT
GGGGAGTGGAAACTGCATAA
TCCACAAACAAGTAGCGCC
GTGCTGCCATGATATTT
GAACATGAGCAGTTTGGCAC
GGTCTGTTCATGCCACATTG
CCTTCCTAGTAAGTGTGCCTCA
CAGGGTGGTGCATGCAT
CCAACCCAAATACACATTCTCA
GTTGCTTTAGGGGAAAAGCC
GCCACTTTTGTGTCGTTCCT
GTTGCATGTATACGTTAAGCGG
GAGGCTTGTGCCCTCTGTAG
AGGCATGGATAGAGGGGC
AGGATTCCAATCCTTCAAAATT
TTCTGCTGCTGTTTTCATTTAC
CATTGTGTGTGCAAGGCAC
GCAACCACCAAGCACAAAGT
TGCCATGGTTGTAGTAGCCA
AGTGAGTTAGCCCTGAGCCA
CTGGCTTCGAGGTAAGCAAC
TCAATTTTGACAGAAGAATT
ATGGGTAGCTGAGAGCCAAA
TTCAAATATGTGGGAACTAC
TGTTTCAAGCCCAACTTCTATT
TCTTAAGGGGTGTTATCATA
TCTAGGCAGACACATGCCTG
GCCACGCTTGGACAAGATAT
TTAAGTTGCTGCCAATGTTCC
256
Annealing
temp. (°C)
61
61
61
61
51
61
61
61
61
61
61
61
61
61
51
61
51
51
61
61
61
61
51
61
51
61
51
61
61
61
Chromosome
Source
1A,2A,3D
1B
5B
2B
6B
2A
4B
2A, 2D
6B
2B
3B
7B
4B
2D
5B
5B
3B
1B
5B
2A
5D
3B
7B
6A
7A, 7B
7B
1B
5D
5A
4A
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
List of microsatellite primers used for ... (Continued).
Serial
number
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
Primer
name
gwm604
gwm608
gwm609
gwm610
gwm611
gwm613
gwm614
gwm617
gwm624
gwm626
gwm630
gwm635
gwm636
gwm637
gwm639
gwm642
gwm644
gwm645
gwm654
gwm664
gwm666
gwm674
gwm705
wmc1
wmc9
wmc10
wmc11
wmc14
wmc15
wmc16
Forward primer sequence
Reverse primer sequence
TATATAGTTCAATATGACCCG
ACATTGTGTGTGCGGCC
GCGACATGACCATTTTGTTG
CTGCCTTCTCCATGGTTTGT
CATGGAAACACCTACCGAAA
CCGACCCGACCTACTTCTCT
GATCACATGCATGCGTCATG
GATCTTGGCGCTGAGAGAGA
TTGATATTAAATCTCTCTATGTG
GATCTAAAATGTTATTTTCTCTC
GTGCCTGTGCCATCGTC
TTCCTCACTGTAAGGGCGTT
CGGTAGTTTTTAGCAAAGAG
AAAGAGGTCTGCCGCTAACA
CTCTCTCCATTCGGTTTTCC
ACGGCGAGAAGGTGCTC
GTGGGTCAAGGCCAAGG
TGACCGGAAAAGGGCAGA
TGCTGATGTTGTAAGAAGGC
CAGTCAGTGCCGTTTAGCAA
GCACCCACATCTTCGACC
TCGAGCGATTTTTCCTGC
TCTCCCTCATTAGAGTTGTCCA
ACTGGGTGTTTGCTCGTTGA
AACTAGTCAAATAGTCGTGTCCG
GATCCGTTCTGAGGTGAGTT
TTGTGATCCTGGTTGTGTTGTGA
ACCCGTCACCGGTTTATGGATG
AGTCCGATTCGGACTCCTCAAG
ACCGCCTGCATTCTCATCTACA
ATCTTTTGAACCAAATGTG
GATCCCTCTCCGCTAGAAGC
GATATTAAATCTCTCTATGTGTG
AATGGCCAAAGGTTATGAAGG
CGTGCAAATCATGTGGTAGG
TTGCCGTCGTAGACTGG
TTTTACCGTTCCGGCCTT
CTCCGATGGATTACTCGCAC
AATTTTATTTGAGCTATGCG
TGACTATCAGCTAAACGTGT
CGAAAGTAACAGCGCAGTGA
CAGCCTTAGCCTTGGCG
CCTTACAGTTCTTGGCAGAA
TATACGGTTTTGTGAGGGGG
CATGCCCCCCTTTTCTG
CATGAAAGGCAAGTTCGTCA
AGGAGTAGCGTGAGGGGC
GCCCCTGCAGGAGTTTAAGT
TGCGTCAGATATGCCTACCT
AGCTTTGCTCTATTGGCGAG
TGCTGCTGGTCTCTGTGC
TGACCGAGTTGACCAAAACA
ATGCAAGTTTAGAGCAACACCA
CAATGCTTAAGCGCTCTGTG
GTCAAGTCATCTGACTTAACCCG
GGCAGCACCCTCTATTGTCT
CACCCAGCCGTTATATATGTTGA
TCCACTTCAAGATGGAGGGCAG
GGACTAACCGAGGGTAGTTCAG
GTGGCGCCATGGTAGAGATTTG
257
Annealing
temp. (°C)
51
61
61
61
61
61
61
61
61
55
51
61
61
55
61
61
61
61
61
61
61
61
61
61
51
61
61
61
51
61
Chromosome
Source
5B
2D, 4D
4D
4A
7B
6B
2A
5A, 6A
4D
6B
2B
7A,7D
2A
4A
5A, 5B, 5D
1D
6B,7B
3D
5D
3D
1A, 5A, 7A
3A
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Roder
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
3A
List of microsatellite primers used for ... (Continued).
Serial
number
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
Primer
name
wmc17
wmc18
wmc24
wmc25
wmc27
wmc28
wmc31
wmc36
wmc41
wmc42
wmc43
wmc44
wmc47
wmc48
wmc49
wmc51
wmc52
wmc59
wmc63
wmc65
wmc70
wmc73
wmc74
wmc75
wmc76
wmc78
wmc79
wmc83
wmc89
wmc93
Forward primer sequence
Reverse primer sequence
ACCTGCAAGAAATTAGGAACTC
CTGGGGCTTGGATCACGTCATT
GTGAGCAATTTTGATTATACTG
TCTGGCCAGGATCAATATTACT
AATAGAAACAGGTCACCATCCG
ATCACGCATGTCTGCTATGTAT
GTTCACACGGTGATGACTCCCA
TTCTCTTTTCCTTTCGCACTCC
TCCCTCTTCCAAGCGCGGATAG
GCCCTTGGTCCTGGGGTGAGCC
TAGCTCAACCACCACCCTACTG
GGTCTTCTGGGCTTTGATCCTG
GAAACAGGGTTAACCATGCCAA
GAGGGTTCTGAAATGTTTTGCC
CTCATGAGTATATCACCGCACA
TTATCTTGGTGTCTCATGTCAG
TCCAATCAATCAGGGAGGAGTA
TCATTCGTTGCAGATACACCAC
GTGCTCTGGAAACCTTCTACGA
TGGATGGGAAGGAGAATAAGTG
GGGGAGCACCCTCTATTGTCTA
TTGTGCACCGCACTTACGTCTC
AACGGCATTGAGCTCACCTTGG
GTCCGCCGCACACATCTTACTA
CTTCAGAGCCTCTTTCTCTACA
AGTAAATCCTCCCTTCGGCTTC
CATCAATGCATATGGCTGAAAT
TGGAGGAAACACAATGGATGCC
ATGTCCACGTGCTAGGGAGGTA
ACAACTTGCTGCAAAGTTGACG
CTAGTGTTTCAAATATGTCGGA
AGCCATGGACATGGTGTCCTTC
TACCCTGATGCTGTAATATGTG
TAAGATACATAGATCCAACACC
TAGAGCTGGAGTAGGGCCAAAG
ATTAGACCATGAAGACGTGTAT
CTGTTGCTTGCTCTGCACCCTT
CATCAGTTGTGGGGTTTCTTCA
GGAGGAAGATCTCCCGGAGCAG
GCCTCATCCAGAGAGCCTGCGG
ACTTCAACATCCAAACTGACCG
TGTTGCTAGGGACCCGTAGTGG
ATGGTGCTGCCAACAACATACA
ACGTGCTAGGGAGGTATCTTGC
GACGCGAAACGAATATTCAAGT
TCGCAAGATCATCAGAACAGTA
GAACGCATCAAGGCATGAAGTA
TCAATGCCCTTGTTTCTGACCT
CAGTAGTTTAGCCTTGGTGTGA
ATCCAACCGGAACTACCGTCAG
TAATGCTCCCAGGAGAGAGTCG
ACACCCGGTCTCCGATCCTTAG
TGCGTGAAGGCAGCTCAATCGG
GTTTGATCCTGCGACTCCCTTG
CTGCTTCACTTGCTGATCTTTG
AGCTTCTTTGCTAGTCCGTTGC
AAAAGTTGTCATGAGCGAAGAA
GAGTATCGCCGACGAAAGGGAA
TTGCCTCCCAAGACGAAATAAC
CCAACTGAGCTGAGCAACGAAT
258
Annealing
temp. (°C)
61
61
51
51
61
61
61
61
51
51
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
7A
2D
1A
2B,2D
5B?
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
3D,3B
1B
4B,4D
1B
1B
7B
7A,2B,7A
1A
List of microsatellite primers used for ... (Continued).
Serial
number
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
Primer
name
wmc94
wmc95
wmc96
wmc97
wmc99
wmc104
wmc105
wmc109
wmc110
wmc111
wmc112
wmc118
wmc121
wmc125
wmc128
wmc134
wmc139
wmc144
wmc145
wmc147
wmc149
wmc150
wmc152
wmc153
wmc154
wmc156
wmc158
wmc160
wmc161
wmc166
Forward primer sequence
Reverse primer sequence
TTCTAAAATGTTTGAAACGCTC
GTTTTTGTGATCCCGGGTTT
TAGCAGCCATGCTTAGCATCAA
GTCCATATATGCAAGGAGTC
ATTACAATTGCTTCAGTGAGTG
TCTCCCTCATTAGAGTTGTCCA
AATGTCATGCGTGTAGTAGCCA
AATTCGGGAAGAGTCTCAGGGG
GCAGATGAGTTGAGTTGGATTG
ATTGATGTGTACGATGTGCCTG
TGAGTTGTGGGGTCTTGTTTGG
AGAATTAGCCCTTGAGTTGGTC
GGCTGTGGTCTCCCGATCATTC
ATACCACCATGCATGTGGAAGT
CGGACAGCTACTGCTCTCCTTA
CCAAGCTGTCTGACTGCCATAG
TGTAACTGAGGGCCATGAAT
GGACACCAATCCAACATGAACA
GGCGGTGGGTTCAAGTCGTCTG
AGAACGAAAGAAGCGCGCTGAG
ACAGACTTGGTTGGTGCCGAGC
CATTGATTGAACAGTTGAAGAA
CTATTGGCAATCTACCAAACTG
ATGAGGACTCGAAGCTTGGC
ATGCTCGTCAGTGTCATGTTTG
GCCTCTAGGGAGAAAACTAACA
AACTGGCATCATGTTTTGTAGG
CATGGCTCCAAGATACAAAAAG
ACCTTCTTTGGGATGGAAGTAA
ATAAAGCTGTCTCTTTAGTTCG
GCATTTCGATATGTTGAAGTAA
CATGCGTCAGTTCAAGTTTT
GTTTCAGTCTTTCACGAACACG
GTACTCTATCGCAAAACACA
TCATGATCATTGTTATAACGGT
ATGCAAGTTTAGAGCAACACCA
AAGCGCACTTAACAGAAGAGGG
TTCGAAGGGCTCAAGGGATACG
GTACTTGGAAACTGTGTTTGGG
CATGTCAATGTCATGATGAAGC
TGAAGGAGGGCACATATCGTTG
CTCCCATCGCTAAAGATGGTAT
ACTGGACTTGAGGAGGCTGGCA
ACCGCTTGTCATTTCCTTCTGT
CTGTTGCTTGCTCTGCACCCTT
AGTATAGACCTCTGGCTCACGG
CATCGACTCACAACTAGGGT
AAGGATAGTTGGGTGGTGCTGA
GGACGAGTCGCTGTCCTCCTGG
ATGTGTTTCTTATCCTGCGGGC
ATGGGCGGGGGTGTAGAGTTTG
CTCAAAGCAACAGAAAAGTAAA
TCTCTTCTTGCCACATATTCGT
CTGAGCTTTTGCGCGTTGAC
AAACGGAACCTACCTCACTCTT
TCAAGATCATATCCTCCCCAAC
AATGTAGTCAAAAGAGGTGGTG
AGGCCTGGATTCATGATAGATA
GTACTGAACCACTTGTAACGCA
GTTTTAACACATATGCATACCT
259
Annealing
temp. (°C)
51
61
61
61
51
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
61
61
51
61
51
Chromosome
Source
7D
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
2A or 2B
2D
2D
7D
5B
2B
1B
5D
List of microsatellite primers used for ... (Continued).
Serial
number
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
Primer
name
wmc167
wmc168
wmc169
wmc173
wmc175
wmc177
wmc179
wmc181
wmc182
wmc183
wmc201
wmc206
wmc213
wmc215
wmc216
wmc218
wmc219
wmc221
wmc222
wmc231
wmc232
wmc233
wmc235
wmc238
wmc243
wmc245
wmc254
wmc256
wmc257
wmc258
Forward primer sequence
Reverse primer sequence
AGTGGTAATGAGGTGAAAGAAG
AACACAAAAGATCCAACGACAC
TACCCGAATCTGGAAAATCAAT
TGCAGTTGCGGATCCTTGA
GCTCAGTCAAACCGCTACTTCT
AGGGCTCTCTTTAATTCTTGCT
CATGGTGGCCATGAGTGGAGGT
TCCTTGACCCCTTGCACTAACT
GTATCTCACGAGCATAACACAA
CAGAAACGGCTCAACTTAACAA
CATGCTCTTTCACTTGGGTTCG
TTGTGCTCGTGAATTGCATACC
ATTTTCTCAAACACACCCCG
CATGCATGGTTGCAAGCAAAAG
ACGTATCCAGACACTGTGGTAA
TCTCCTGTCGGCTGAAAGTGTT
TGCTAGTTTGTCATCCGGGCGA
ACGATAATGCAGCGGGGAAT
AAAGGTGCGTTCATAGAAAATTAGA
CATGGCGAGGAGCTCGGTGGTC
GAGATTTGTTCATTTCATCTTCGCA
GACGTCAAGAATCTTCGTCGGA
ACTGTTCCTATCCGTGCACTGG
TCTTCCTGCTTACCCAAACACA
CGTCATTTCCTCAAACACACCT
GCTCAGATCATCCACCAACTTC
AGTAATCTGGTCCTCTCTTCTTCT
CCAAATCTTCGAACAAGAACCC
GGCTACACATGCATACCTCT
GCGATGTCAGATATCCGAAAGG
TCGGTCGTATATGCATGTAAAG
CAGTATAGAAGGATTTTGAGAG
TGGAAGCTTGCTAACTTTGGAG
TAACCAAGCAGCACGTATT
CACTACTCCAATCTATCGCCGT
GGTCTATCGTAATCCACCTGTA
CATGATCTTGCGTGTGCGTAGG
ATGGTTGGGAGCACTAGCTTGG
GAAAGTGTATGGATCATTAGGC
TCTGATCTCGTGATCAGAATAG
GCGCTTGCAGGAATTCAACACT
GCCAAAATGGCAGCTTCTCTTA
TAGCAGATGTTGACAATGGA
CATCCCGGTGCAACATCTGAAA
TAATGGTGGATCCATGATAGCC
CCATGGAGGTTCACCTAGCAAA
CAATCCCGTTCTACAAGTTCCA
GCTGGGATCAAGGGATCAAT
AGAGGTGTTTGAGACTAATTTGGTA
GTGGAGCACAGGCGGAGCAAGG
TATATTAAAGGTTAGAGGTAGTCAG
ATCTGCTGAGCAGATCGTGGTT
GAGGCAAAGTTCTGGAGGTCTG
TACTGGGGGATCGTGGATGACA
ACCGGCAGATGTTGACAATAGT
AGATGCTCTGGGAGAGTCCTTA
AGGTAATCTCCGAGTGCACTTCAT
ACCGATCGATGGTGTATACTGA
CGTAGTGGGTGAATTTCGGA
ACCAGGACACCAGAACAGCAAT
260
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
51
61
51
51
61
61
61
51
61
61
61
61
61
61
61
61
61
51
61
51
61
Chromosome
Source
2D
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
2B
2A
6B
6A
5D
1D
1D
4A
5B
2D
6A
4A
List of microsatellite primers used for ... (Continued).
Serial
number
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
Primer
name
wmc261
wmc262
wmc264
wmc265
wmc269
wmc272
wmc273
wmc274
wmc276
wmc278
wmc283
wmc285
wmc289
wmc291
wmc296
wmc307
wmc310
wmc311
wmc312
wmc313
wmc317
wmc318
wmc323
wmc326
wmc331
wmc332
wmc335
wmc336
wmc339
wmc344
Forward primer sequence
Reverse primer sequence
GATGTGCATGTGAATCTCAAAAGTA
GCTTTAACAAAGATCCAAGTGGCAT
CTCCATCTATTGAGCGAAGGTT
GTGGATAACATCATGGTCAAC
GCACCTTCTAACCTTCCCCAGC
TCAGGCCATGTATTATGCAGTA
AGTTATGTATTCTCTCGAGCCTG
AAGCAAGCAGCAAAACTATCAA
GACATGTGCACCAGAATAGC
AAACGATAGTAAAATTACCTCGGAT
CGTTGGCTGGGTTATATCATCT
TGTGGTTGTATTTGCGGTATGG
CATATGCATGCTATGCTGGCTA
TACCACGGGAAAGGAAACATCT
GAATCTCATCTTCCCTTGCCAC
GTTTGAAGACCAAGCTCCTCCT
TGTGAGGCTGGGAGGAAAAGAG
GGGCCTGCATTTCTCCTTTCTT
TGTGCCCGCTGGTGCGAAG
GCAGTCTAATTATCTGCTGGCG
TGCTAGCAATGCTCCGGGTAAC
CGTAAAATTACGGTGCATTGAT
ACATGATTGTGGAGGATGAGGG
GGAGCATCGCAGGACAGA
CCTGTTGCATACTTGACCTTTTT
CATTTACAAAGCGCATGAAGCC
TGCGGAGTAGTTCTTCCCCC
GTCTTACCCCGCGATCTGC
CCGCTCGCCTTCTTCCAG
ATTTCAGTCTAATTAGCGTTGG
AAAGAGGGTCACAGAATAACCTAAA
GTAAACATCCAAACAAAGTCGAACG
CAAGATGAAGCTCATGCAAGTG
TACTTCGCACTAGATGAGCCT
CCCTAATCCAGGACTCCCTCAG
ACGACCAGGATAGCCAATTCAA
GGTAACCACTAGAGTATGTCCTT
GAATGAATGAATGAATCGAGGC
AGAAGAACTATTCGACTCCT
TCAAAAAATAGCAACTTGAAGACAT
GACCCGCGTGTAAGTGATAGGA
TTGTGGTGCTGAGTTAGCTTGT
AGCCTTTCAAATCCATCCACTG
CACGTTGAAACACGGTGACTAT
ATGGAGGGGTATAAAGACAGCG
ACCATAACCTCTCAAGAACCCA
GCTAGGTTGTGTCCCACAATGC
CTGAACTTGCTAGACGTTCCGA
CCGACGCAGGTGAGCGAAG
GGGTCCTTGTCTACTCATGTCT
TCACGAAACCTTTTCCTCCTCC
GTGGACTTTTGTGGTTTTTGAG
TCAAGAGGCAGACATGTGTTCG
GGACGAGGACGCCTGAAT
GGAGTTCAATCTTTCATCACCAT
GAAAACTTTGGGAACAAGAGCA
ACATCTTGGTGAGATGCCCT
GCGGCCTGAGCTTCTTGAG
TCCGGAACATGCCGATAC
AACAAAGAACATAATTAACCCC
261
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
2A
4A
3A
2B
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
2B
7B
List of microsatellite primers used for ... (Continued).
Serial
number
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
Primer
name
wmc349
wmc356
wmc357
wmc361
wmc363
wmc364
wmc366
wmc367
wmc376
wmc382
wmc386
wmc388
wmc396
wmc397
wmc398
wmc399
wmc405
wmc406
wmc407
wmc413
wmc415
wmc416
wmc417
wmc418
wmc419
wmc420
wmc422
wmc426
wmc428
wmc429
Forward primer sequence
Reverse primer sequence
ACACACACTCGATCGCAC
GCCGTTGCCCAATGTAGAAG
TAGTGGGTGACCGGTCAAGA
AATGAAGATGCAAATCGACGGC
TCTGTAACGCATAATAGAATAGCCC
ATCACAATGCTGGCCCTAAAAC
TACCTCTCTACGATGAAGCC
CTGACGTTGATGGGCCACTATT
TCTCAACCACCGACTTGTAA
CATGAATGGAGGCACTGAAACA
ATCACTGAAACGAAATGAGCGG
TGTGCGGAATGATTCAATCTGT
TGCACTGTTTTACCTTCACGGA
AGTCGTGCACCTCCATTTTG
GGAGATTGACCGAGTGGAT
CTTCAGAGATGTTTGATTACCT
GTGCGGAAAGAGACGAGGTT
TATGAGGGTCGGATCAATACAA
GGTAATTCTAGGCTGACATATGCTC
CACTGGAAACATCTCTTCAACT
AATTCGATACCTCTCACTCACG
AGCCCTTTCTACCGTGTTTCTT
GTTCTTTTAGTTGCGACTGAGG
AGAGCAGCAAGTTGTGTAGCCA
GTTTCGGATAAAACCGGAGTGC
ATCGTCAACAAAATCTGAAGTG
GGACTACTGAACTGGAGAGTGTG
GACGATCGTTTCTCCTACTTTA
TTAATCCTAGCCGTCCCTTTTT
CGTAAAGATTTTCATTTGGCG
GCAGTTGATCATCAAAACACA
CCAGAGAAACTCGCCGTGTC
TGGACGGATTTGGTCATTTC
ATTCTCGCACTGAAAACAGGGG
ATGATTGCGTTATCTTCATATTTGG
CAGTGCCAAAATGTCGAAAGTC
TGGAGTCTTAGTGTGGTGTT
GTGGTGGAAGAGGAAGGAGAGG
ACATGTAATTGGGGACACTG
CCTTCCGGTCGACGCAAC
TGGTTGGCGGTTTTTCTCTACA
GGCCATTAGACTGCAATGGTTT
CAAAGCAAGAACCAGAGCCACT
CATTGGACATCGGAGACCTG
CGTGAGAGCGGTTCTTTG
GGTATTGCTAACTGAATGATGT
TATGTCCACGTTGGCAGAGG
CGAGTTTACTGCAAACAAATGG
CATATTTCCAAATCCCCAACTC
ACAGGAAAGGATGATGTTCTCT
TCAACTGCTACAACCTAGACCC
TATGGTCGATGGACTGTCCCTA
CGATGTATGCCGTATGAATGTT
TGAAGCTATTGCCAGCACGAG
ACTACTTGTGGGTTATCACCAGCC
TTACTTTTGCTGAGAAAACCCT
GCATTAGAATTTGGAGTTTGGAG
ACTACACAAATGACTGCTGCTA
CGACCTTCGTTGGTTATTTGTG
AACGGCAGCTTGAAAACATAG
262
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
61
61
61
51
61
61
61
61
Chromosome
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
Primer
name
wmc430
wmc432
wmc434
wmc435
wmc438
wmc441
wmc443
wmc445
wmc446
wmc450
wmc453
wmc455
wmc457
wmc463
wmc468
wmc469
wmc470
wmc471
wmc473
wmc474
wmc475
wmc476
wmc477
wmc479
wmc486
wmc487
wmc488
wmc489
wmc491
wmc492
Forward primer sequence
Reverse primer sequence
CAGTTGCAAGTTGGCCATAG
ATGACACCAGATCTAGCAC
GGAGCCTGATTAGGCTGGAC
GCACTATACTTATTGGATTGTCA
GACCGTTGGGCTGTATAGCATT
TCCAGTAGAGCACCTTTCATT
CCTCCTCTGTTTTCCCTCTGTT
AGAATAGGTTCTTGGGCCAGTC
CCAGCTAGTACTCTATATCTACATC
GCAGGACAGGAGGTGAAGAAG
ACTTGTGTCCATAACCGACCTT
GCGTCATTTCCTCAAACACATC
CTTCCATGAATCAAAGCAGCAC
GATTGTATAGTCGGTTACCCCT
AGCTGGGTTAATAACAGAGGAT
AGGTGGCTGCCAACG
ACTTGCAACTGGGGACTCTC
GGCAATAATAGTGCAAGGAATG
TCTGTTGCGCGAAACAGAATAG
ATGCTATTAAACTAGCATGTGTCG
AACACATTTTCTGTCTTTCGCC
TACCAACCACACCTGCGAGT
CGTCGAAAACCGTACACTCTCC
GACCTAAGCCCAGTGTCATCAG
CCGGTAGTGGGATGCATTTT
CAAATTTGGCCACCATTTTACA
AAAGCACAACCAGTTATGCCAC
CGAAGGATTTGTGATGTGAGTA
GGTAAAACTTCGTGTCCCTTGC
AGGATCAGAATAGTGCTACCC
TAGGGACCCCTTGACAAAAA
AATATTGGCATGATTACACA
AGCCAAACAGCCAACAGAGT
CATGGTATCCCTAGTAAGTTTTT
CTCTGACAGTGGTGGAGCTTGA
ATCACGAAGATAAACAAACGG
CACACTCTGTGCTTCTGTTTGC
GAGATGATCTCCTCCATCAGCA
TATTTGAACAAGAGTTATGTGG
AGGCGTTGCTGATGACACTAC
ATCTTTTGAGGTTACAACCCGA
AGAAGGAGAAGTGCCTCACCAA
CATCCATGGCAGAAACAATAGC
ATTAGTGCCCTCCATAATTGTG
CACATAACTGTCCACTCCTTTC
CAATTTTATCAGATGCCCGA
TCCCCAATTGCATATTGACC
GCCGATAATGGGCAATATAAGT
CCCATTGGACAACACTTTCACC
AGTGGAAACATCATTCCTGGTA
TGTAGTTATGCCCAACCTTTCC
CTAGATGAACCTTCGTGCGG
GCGAAACAGAATAGCCCTGATG
AGACTCTTGGCTTTGGATACGG
ATGCATGCTGAATCCGGTAA
CGGTTCAATCCTTGGATTTACA
GAACCATAGTCACATATCACGAGG
GGACAACATCATAGAGAAGGAA
TAGTTGCGAGTCGGTAGTCTGC
ATCCCGTGATCAGAATAGTGT
263
Annealing
temp. (°C)
61
51
61
61
61
61
61
51
61
61
61
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
Primer
name
wmc494
wmc497
wmc498
wmc500
wmc503
wmc505
wmc506
wmc508
wmc511
wmc513
wmc516
wmc517
wmc522
wmc524
wmc525
wmc526
wmc527
wmc529
wmc532
wmc533
wmc537
wmc539
wmc540
wmc544
wmc546
wmc549
wmc552
wmc553
wmc557
wmc559
Forward primer sequence
Reverse primer sequence
GGATCGAGTCTCAAGTCTACAA
CCCGTGGTTTTCTTTCCTTCT
CGATGAAGAGAGCCATCAAAA
ATAGCATGTTGGAACAGAGCAC
GCAATAGTTCCCGCAAGAAAAG
AGGGGAGGAAAACCTTGTAATC
CACTTCCTCAACATGCCAGA
AGCCCTTGAGTTGGTCTCATTT
CGCACTCGCATGATTTTCCT
TGAATTGAATCTGGTTGCGG
GGGCCACGAATAAACAG
ATCCTGACGTTACACGCACC
AAAAATCTCACGAGTCGGGC
TAGTCCACCGGACGGAAAGTAT
GTTTGACGTGTTTGCTGCTTAC
TCCCATTGGTTCACAAACTCG
ACCCAAGATTGGTTGCAGAA
ATTGCATGCAAATTAGTAGTAG
GATACATCAAGATCGTGCCAAA
AATTGGATCGGCAGTTGGAG
TCTTCTGTACATTGAACAACGA
GCAAGTAGGACCTTACAGTTCT
CGGGGTCCTAACTACGGTGA
CCATTTGAGGTTTGGTCGCTAC
CGGCTAAAATCGTACACTACACA
TTGTCACACACGCACTCCC
ACTAAGGAGTGTGAGGGCTGTG
CGGAGCATGCAGCTAGTAA
GGTGCTTGTTCATACGGGCT
ACACCACGAATGATGTGCCA
AGAAGGAACAAGCAACATCATA
AACGACAGGGATGAAAAGCAA
TGACATTCCGGTAGGTCAGTT
CTTAGATGCAACTCTATGCGGT
ATCAACTACCTCCAGATCCCGT
ACGACCTACGTGGTAGTTCTTG
CTTTCAATGTGGAAGGCGAC
GAGCAGAGCTCCACTCACATTT
ATGCCCGGAAACGAGACTGT
TGGCAATTCACAGGCACATA
GACTCGCAACTAGGGGT
ACCTGGAACACCACGACAAA
CCCGAGCAGGAGCTACAAAT
GTACCACCGATTGATGCTTGAG
CTACGGATAATGATTGCTGGCT
GATGGTATCGCATTCATCGGT
GCTACAGAAAACCGGAGCCTAT
GTGTTGACAAATTTTGAGTTAG
GGGAGAAATCATTAACGAAGGG
AGCAAGCAGAGCATTGCGTT
ATGCAGAACCGTGATAGGAT
GTTATAACCTTTGTCCCTTCAC
CCTGTAATGGAGGACGGCTG
TATATGTGATTTGTCGTGCCCC
CTCACTTGCACGATTTCCCTAT
GTCCTTCCCTCGTTCATCCT
CTCTCGCGCTATAAAAGAAGGA
CGCCTGCAGAATTCAACAC
AGGTCCTCGATCCGCTCAT
ACGACGCCATGTATGCAGAA
264
Annealing
temp. (°C)
61
51
61
61
61
61
61
61
61
61
51
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
7B/ 7B/ 4B
3D
6A
3A
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
Primer
name
wmc574
wmc577
wmc580
wmc581
wmc590
wmc592
wmc593
wmc594
wmc596
wmc597
wmc598
wmc601
wmc602
wmc603
wmc606
wmc607
wmc608
wmc609
wmc611
wmc612
wmc613
wmc615
wmc616
wmc617
wmc619
wmc621
wmc622
wmc623
wmc625
wmc626
Forward primer sequence
Reverse primer sequence
TCCCCTACTGGAACCACGAC
CTGTCCGACTCCCCAGATG
AAGGCGCACAACACAATGAC
CATGTTGCCATCAAACTCGC
CGCACGAAGCTATCTGATACCA
GGTGGCATGAACTTTCACCTGT
GGGGAGAAGCAGCAGGG
CCCCTCACTGCCG
TCAGCAACAAACATGCTCGG
AACACACCTTGCTTCTCTGGGA
TCGAGGAGTCAACATGGGCTG
ACAGAGGCATATGCAAAGGAGG
TACTCCGCTTTGATATCCGTCC
ACAAACGGTGACAATGCAAGGA
CCGATGAACAGACTCGACAAGG
ATATATGCCCATGAAGCTCAAG
ACTGGAACGCGAAACAAATGG
CATCCAGCCCATGTAGACGC
GGTTCGCTTTCAAGGTCCACTC
GAGGTCAGTACCCGGAGA
ACAACTGTGAAACGAGACGGTG
TGCCCACAACTTATCTCAG
TAAAGCTAGGAGATCAGAGGCG
CCACTAGGAAGAAGGGGAAACT
TTCCCTTTCCCCTCTTTCCG
GACGTAGGGCGGCGGATA
CAGGAAGAAGAGCTCCGAGAAA
ACGATTGGCCACAGAGGAG
CACAGACCTCAACCTCTTCTT
AGCCCATAAACATCCAACACGG
ATCCATCGACCGACAAGAGC
CCCTGTCAGAGGCTGGTTG
GGTCTTTTGTGCAGTGAACTGAAG
GCTATTGACATGCAACTATGGACCT
GGAAAACCTAACCCTAGCCACC
TGTGTGGTGCCCATTAGGTAGA
CGCGCGGTTGCCGGTGG
ATATCCATATAGTACTCGCAC
CCCGTGTAGGCGGTAGCTCTT
GACTAGGGTTTCGGTTGTTGGC
ACGGTCGCTAGGGAGGGGAG
CTTGTCTCTTTATCGAGGGTGG
GTTTGTTGTTGCCATCACATTC
CGCCTCTCTCGTAAGCCTCAAC
GGCTTCGGCCAGTAGTACAGGA
GATCGAGCTAAAGCTGATACCA
CAGGAGCCCCTCCTAGATTGG
AACGGTGCCCATCATCTCCC
CGGGACACTAGTGCTCGATTCT
CCACCCCAATTCAAAAAG
GTGAGTGTGAAAACCAAGACGC
GGTAAGTGGCCCAGGTAGT
TAATCCCATCTTGAGAAGCGTC
ATCTGGATTACTGGCCAACTGT
TACAATCGCCACGAGCACCT
TGCGCCGTGTTTAATTGCTC
CTTGCTAACCCGCGCC
CAGTGACCAATAGTGGAGGTCA
AGTACTGTTCACAGCAGACGA
AGGTGGGCTTGGTTACGCTCTC
265
Annealing
temp. (°C)
61
61
61
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
51
61
61
61
61
Chromosome
5A
6A
7B
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
Primer
name
wmc627
wmc629
wmc630
wmc631
wmc632
wmc633
wmc634
wmc636
wmc640
wmc644
wmc646
wmc650
wmc651
wmc652
wmc653
wmc654
wmc656
wmc657
wmc658
wmc661
wmc662
wmc664
wmc667
wmc671
wmc672
wmc673
wmc674
wmc675
wmc679
wmc680
Forward primer sequence
Reverse primer sequence
GATCCGAGAAGGGCAATGGTAG
TTTGTGTGTTGGATGCGTGC
ATAATGCACGGTAGGACTGAGG
TTGCTCGCCCACCTTCTACC
GTTTGATTGGTCGTTCCTGGTC
ACACCAGCGGGGATATTTGTTAC
AGCGAGGAGGATGCATCTTATT
AATTACAGAAGGCCATACAGTC
AATTTATCTCGATCATGTGAGC
GACCCTGGTATTCGCACCTCTG
GGAGTAAATGGAGACGGGGAC
AAAGCAAGAGCAGACTGGC
CGACGACGTCCGGGTG
ATACGGCAAAGGAGAAGCGG
AGTGTTTTAGGGGTGGAAGGGA
CTGTGATGAACTGAAATAACCA
AAGTAGGCGAGCGTTGT
CGGGCTGCGGGGGTAT
CTCATCGTCCTCCTCCACTTTG
CCACCATGGTGCTAATAGTGTC
AGTGGAGCCATGGTACTGATTT
GGGCCAACAAATCCAAT
GAGGAGAGGAAAAGGCAGGCTA
GTACGTCAAAGAAAGAGAATTACCTC
GGAGGAGCAAGCTAGGCAA
AGGAAACAAGAGTGTGTGTGGG
TTTGAAAACTCCTCGGGTCGTC
TTGCTAGTTAGCGAACACCATC
TAGGGGACAGGAGGGAGGG
TGAGTGTTCAGGCCGCACTATG
AGCAACAGCAGCGTACCATAAA
AATAAAACGCGACCTCCCCC
CATACTGAGACAATTTGGGGGT
GGAAACCATGCGCTTCACAC
AACAGCGAATGGAGGGCTTTAG
GTGCACAAGACATGAGGTGGATT
GACATACACATGATGGACACGG
ATTAAGAGAAAAGGGAAGGATG
TGAGTAGTTCCCTTAGGACCTT
CGTGACGGCCATTACATAGGAG
GCCAGTGTGATGCATGTGAC
GCACATCAGTAACGCATCTC
CATTTCCTCTCCCATATCTCTCATC
GGTAGCGCTAATGCAGGGTG
CGGAACCCTAAACCCTAGTCG
TATTCTACTTTTCTCTTCCCCC
TTTCCCTGGCGAGATG
CGGTTGGGTCATTTGTCTCA
GCCATCCGTTGACTTGAGGTTA
AGCTCGTAACGTAATGCAACTG
TGTGTACTATTCCCGTCGGTCT
TCTACTTCCTTCATCCACTCC
AACTCTTGCGTGTCTCAAACCG
CTCAGAGATATATCTTCGTTGTCAGT
TTTATAGAGGGAGGGGAGGCAG
AGGAATAAGGACTCGCAAAACG
CACGAGCTCGAGGTGTTTGTAG
GGGCTGTCATGTGAAGTAAAGA
CGGATCCAGACCAGGAAGGT
ATCCTTGTTCAGGAATCCCCGT
266
Annealing
temp. (°C)
61
61
61
61
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
Chromosome
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
Primer
name
wmc682
wmc684
wmc687
wmc692
wmc693
wmc694
wmc695
wmc696
wmc698
wmc702
wmc705
wmc707
wmc710
wmc713
wmc716
wmc718
wmc719
wmc720
wmc722
wmc723
wmc726
wmc727
wmc728
wmc732
wmc734
wmc737
wmc740
wmc741
wmc744
wmc745
Forward primer sequence
Reverse primer sequence
GAGCGTGCGAAAAAACTGAAT
CGAATCCAACGAGGCCATAGA
AGGACGCCTGAATCCGAG
TTATCTTGATCCGAGCGA
CAGCGCCGCTCCCAAGA
ATTTGCCCTTGTGAGCCGTT
GAGGGCACCTCGTAAGTTGG
ACCCGAGAGAGATTAGGGCTTG
GTGAAGGGAGAGCTAGCAA
GAATCACATCGAATGGATCTCA
GGTTGGGCTCCTGTCTGTGAA
GCTAGCTGACACTTTTCCTTTG
GTAAGAAGGCAGCACGTATGAA
ACATAGCATCCCATACTGAGAGAGG
CATTTATGTGCACGCCGAAG
GGTCGGTGTTGATGCACTTG
TTGTGGGAATCTACATCAGAAGG
CACCATGGTTGGCAAGAGA
GCTTTTCGATGGGATGGTGC
CTCGCTCGATCCCCTTTC
GCAAAGAACCGTGCCCTGAC
CATAATCAGGACAGCCGCAC
GCAGGCTCTGCATCTTCTTG
ACTGCCCGTAGAACACCGTC
GGTGACCAGCGGTGAGC
CGACTAGGACTAGACGACTCTAACGG
CTTGGTTGCAGACGGGG
CAACAACGCTAGAGGCCAAC
AAAACAACAGGTTTCTCATCGC
AAACAGAGGAGGGGGAGAGC
TTCTATCGCACGCATCCAAA
GCAATCAGGAGGCATCCACC
GGGAGCGTAGGAGGACTAACA
ATGTGATTAGTCCTAAGGTCTCTCT
GCACACTGATTGCAGCCCCAT
GACCTGGGTGGGACCCATTA
GGCAGGAGCCCCTACAAGAT
CACTCGCAGCCTCTCTTCTACC
ACAGTTGGCCCAGCTAGTA
GAGGCCTTTTTCGATATTCTGC
TCTTGCACCTTCCCATGCTCT
TCAGTTTCCCACTCACTTCTTT
TAAGCATTCCCAATCACTCTCA
ATGCGGGGAATAGAGACACAC
CCATAAGCATCGTCACCCTG
TCGGGGTGTCTTAGTCCTGG
AACAGCCACGCTCTATCTTCAGT
CTGGTGATACTGCCGTGACA
TTTGTCCACTGCCTTCTGCC
CGAGGTGGAGTCCCGTCTAT
CGGGGTGGCCCGAGA
TAGTGGCCTGATGTATCTAGTTGG
CGCAGAGCTGAGCTGAAATC
ACGGGGTTCTCCTTCCTCAA
CCGTCTCGGCCTCTCTAGATTT
GTCGATCACCAGAGGCATTG
GCTGGGTGCAATGCAGATAG
GGGCTCCATGCTCTTCC
GGTTAATCCTAAGGCATCTCTCC
TAGACGATGCCAGCACGATG
267
Annealing
temp. (°C)
61
61
61
51
61
61
61
61
51
61
61
61
51 or 61
61
61
61
61
61
61
61
61
61
61
55
61
61
61
61
61
61
Chromosome
5A
4A
1B
5A
6B
5B
Source
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
List of microsatellite primers used for ... (Continued).
Serial
number
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
Primer
name
wmc748
wmc749
wmc751
wmc752
wmc753
wmc754
wmc756
wmc757
wmc758
wmc759
wmc760
wmc762
wmc764
wmc765
wmc766
wmc770
wmc773
wmc776
wmc777
wmc783
wmc786
wmc787
wmc788
wmc790
wmc792
wmc794
wmc795
wmc797
wmc798
wmc799
Forward primer sequence
Reverse primer sequence
CCAGCCCAGATGCTTCAATG
GGGTACAGGAGGATCTGACAGG
ATTGCCGGGTTGAGTTTGAT
CCGATTGTAGATCAAAAGCC
AAGGTGAAGATGATGCTCGC
ATCCACATGAACCTCAACTTATGG
TTCCGTGGCCTCTCGTTC
AAGTCTCACGCCCTCTCCAA
TAGGGGAGGCGACGGAG
CCTTACCTCCGTCTCCCTT
ATCATACGGCTTCCCCTTCC
CCTTGAAGGCGCGACG
CCTCGAACCTGAAGCTCTGA
GGGATCAGACTGGGACTGGAG
AGATGGAGGGGATATGTTGTCAC
TGTCAGACTTCCTTTGATCCCC
GAGGCTTGCATGTGCTTGA
CCATGACGTGACAACGCAG
GCCATCAAGCGGATCAACT
AGGTTGGAGATGCAGGTGGG
GGGTCACCAACCCGCTC
GCTTGCTAGCAGCATCAGAGG
GGTTATTCCTTGCATTCCCG
AATTAAGATAGACCGTCCATATCATCCA
GGATGCAGTAGCAGTCAGGGA
GTAAACTGGAAAGAAAACGAACCTG
GGCTCGATTCCGTTACCTCA
CGAAACCCTAGATGAAGC
GTGTGGTAGTGTAGCTGCCAAAAG
CGTACGTACGCCTGTACCCTTG
ACGTGGGTGCAATTCTCAGG
TCTCGTCTCCGTCTAGGTTCG
ACATCTTCAGCATTATAGGGGGT
TCTAGAGAGTCTTTTTCCCGAGC
TGACTGATCATGGATTGCCC
GGCATTGTTGTTGTACTGCAGTC
CATTGCCATCAGTCACCCTC
CCCTCCCCGTGGACCT
GTTGCTGGAGAGTGGATTGC
GGAGTGTGCGGCCAAA
CAGGCGGTGTATTGTGTTCG
GTCTGTACCTCCCTGCACCG
TTCGCAAGGACTCCGTAACA
GGGTTGGCTTGGCAGAGAA
TCGTCCCTGCTCATGCTG
AAGACCATGTGACGTCCAGC
GCCAACTGCAACCGGTACTCT
ATTGCAGGCGCGTTGGTA
GTAGCGCCCTGTTTCACCTC
TCTTCCTTCTCCTGCCGCTA
CGTGGGTGCAATTCTCAGG
CGATGCTTCTCTCTGCAGGTC
CTCTTAGCTCTAGCTCGTGCTCATC
CGACAACGTACGCGCC
CTCCATCGCTAGGCAGGG
CTATCCACACGTGGAAAAGAAATC
GGCGATTCGCCACACCT
ACACAACCACAGGTGAGTTGTTCT
GTTAGCATGGCACATAGAAGCAG
AATCTTGGGCGTCTAATCTTTTGC
268
Annealing
temp. (°C)
61
61
51
61
61
61
51
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
Chromosome
Source
6A/ 6D/ 6B
6D
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
3B
5B
2B
5D
2B
5B
3B
5B
6A/ 6D/ 6B
7A
5D
List of microsatellite primers used for ... (Continued).
Serial
number
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
Primer
name
wmc805
wmc807
wmc808
wmc809
wmc810
wmc813
wmc815
wmc817
wmc818
wmc819
wmc822
wmc824
wmc825
wmc826
wmc827
wmc830
Forward primer sequence
Reverse primer sequence
GATGCTGCTGCACCAAACTC
ATCCAACAAGGCCTCACCAT
TGAACCATCATCGGAGCTTG
CAGGTCGTAGTTGGTACCCTGAA
GGCACCGATGCTTCCA
TGTTGGATGCGTGCGAC
GACAGAATTGAAGATTGTCGGC
TGACGGGGATGATGATAACG
TGAAGGGTGCGTGTGGTC
GATTCGGTCGGTTGGCTAAG
CACCCGTCGACCTAGACACC
CCGATGAACTTAAAAGTACCACCTG
GCTAGCTGCTGGTTCCACTTG
GAGGTAGATGACCACGCCG
ACGGTGACCTCAGTGCTCAC
ACCTTTTCCTGCATCGGCT
GCCTTTTCCATGCCACACT
GCAGGTTTGATCTGGATTTCATC
TTTTAGCCGAAGTCAAACATTGC
TGAACACGGCTGGATGTGA
GCCCCAACCACCTCCC
CCTCTCCCGGACTCCTGC
GCACGAAAAACTTGTTGGTCC
CGGTGAGATGAGAAAGGAAAAC
GCGTCGATTTTAATTTGATGATGG
GTTTGTGGTGGGTGGATTGC
CGACTGCCCTCTGCTATCCT
CATGGATTGACACGATTGGC
TGTCCACTCCACTCCAGCATTAC
CACGATCCCCCAAGCAC
ATGCTTGCCTCAGCAAAACC
CTCCGCTCGTGTCCAACTATC
269
Annealing
temp. (°C)
61
61
61
61
61
61
61
61
61
61
61
61
51
61
61
61
Chromosome
Source
5A/ 5D
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
Agrogene
3B
2D/ 2B
5D/ 2D/ 4D
2A
6D
7D
1A/ 4B/ 7A
1A/ 4B/ 7A
1B