Potential and limits to unravel the genetic architecture and predict the variation of Fusarium head blight resistance in European winter wheat (Triticum aestivum L.)
Genome-wide mapping approaches in diverse populations are powerful tools to unravel the genetic architecture of complex traits. The main goals of our study were to investigate the potential and limits to unravel the genetic architecture and to identify the factors determining the accuracy of prediction of the genotypic variation of Fusarium head blight (FHB) resistance in wheat (Triticum aestivum L.) based on data collected with a diverse panel of 372 European varieties. The wheat lines were phenotyped in multi-location field trials for FHB resistance and genotyped with 782 simple sequence repeat (SSR) markers, and 9k and 90k single-nucleotide polymorphism (SNP) arrays. We applied genome-wide association mapping in combination with fivefold crossvalidations and observed surprisingly high accuracies of prediction for marker-assisted selection based on the detected quantitative trait loci (QTLs). Using a random sample of markers not selected for marker-trait associations revealed only a slight decrease in prediction accuracy compared with marker-based selection exploiting the QTL information. The same picture was confirmed in a simulation study, suggesting that relatedness is a main driver of the accuracy of prediction in marker-assisted selection of FHB resistance. When the accuracy of prediction of three genomic selection models was contrasted for the three marker data sets, no significant differences in accuracies among marker platforms and genomic selection models were observed. Marker density impacted the accuracy of prediction only marginally. Consequently, genomic selection of FHB resistance can be implemented most cost-efficiently based on low-to medium-density SNP arrays.
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Bernardo, Amy N.
;
Ma, Hongxiang
论文数: 0引用数: 0
h-index: 0
机构:
JAAS, Nanjing, Jiangsu, Peoples R China
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Ma, Hongxiang
;
Zhang, Dadong
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Zhang, Dadong
;
Bai, Guihua
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Cavanagh, Colin R.
;
Chao, Shiaoman
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Biosci Res Lab, Fargo, ND 58102 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Chao, Shiaoman
;
Wang, Shichen
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Wang, Shichen
;
Huang, Bevan Emma
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Food Futures Natl Res Flagship, Dutton Pk, Qld 4102, Australia
CSIRO, Math Informat & Stat Div, Dutton Pk, Qld 4102, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Huang, Bevan Emma
;
Stephen, Stuart
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Stephen, Stuart
;
Kiani, Seifollah
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Kiani, Seifollah
;
Forrest, Kerrie
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Forrest, Kerrie
;
Saintenac, Cyrille
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Saintenac, Cyrille
;
Brown-Guedira, Gina L.
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Eastern Reg Small Grains Genotyping Lab, Raleigh, NC 27695 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Brown-Guedira, Gina L.
;
Akhunova, Alina
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Akhunova, Alina
;
See, Deven
论文数: 0引用数: 0
h-index: 0
机构:
USDA, Western Reg Small Grains Genotyping Lab, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
See, Deven
;
Bai, Guihua
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Bai, Guihua
;
Pumphrey, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Pumphrey, Michael
;
Tomar, Luxmi
论文数: 0引用数: 0
h-index: 0
机构:
Chaudhary Charan Singh Haryana Agr Univ, Dept Mol Biol & Biotechnol, Hisar 125004, Haryana, IndiaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Tomar, Luxmi
;
Wong, Debbie
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Wong, Debbie
;
Kong, Stephan
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Kong, Stephan
;
Reynolds, Matthew
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Reynolds, Matthew
;
da Silva, Marta Lopez
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
da Silva, Marta Lopez
;
Bockelman, Harold
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Aberdeen, ID 83210 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Bockelman, Harold
;
Talbert, Luther
论文数: 0引用数: 0
h-index: 0
机构:
Montana State Univ, Dept Plant Sci, Bozeman, MT 59717 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Talbert, Luther
;
Anderson, James A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Agron & Plant Genet, St Paul, MN 55108 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Anderson, James A.
;
Dreisigacker, Susanne
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Dreisigacker, Susanne
;
Baenziger, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Dept Agron & Hort, Lincoln, NE 68588 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Baenziger, Stephen
;
Carter, Arron
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Carter, Arron
;
Korzun, Viktor
论文数: 0引用数: 0
h-index: 0
机构:
KWS Lochow GmbH, D-37555 Einbeck, GermanyCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Korzun, Viktor
;
Morrell, Peter Laurent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Agron & Plant Genet, St Paul, MN 55108 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Morrell, Peter Laurent
;
Dubcovsky, Jorge
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, Dept Plant Sci, Davis, CA 95616 USA
Howard Hughes Med Inst, Chevy Chase, MD 20815 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Dubcovsky, Jorge
;
Morell, Matthew K.
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Morell, Matthew K.
;
Sorrells, Mark E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Ithaca, NY 14853 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Sorrells, Mark E.
;
Hayden, Matthew J.
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Bernardo, Amy N.
;
Ma, Hongxiang
论文数: 0引用数: 0
h-index: 0
机构:
JAAS, Nanjing, Jiangsu, Peoples R China
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Ma, Hongxiang
;
Zhang, Dadong
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Zhang, Dadong
;
Bai, Guihua
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
Kansas State Univ, Dept Agron, Manhattan, KS 66506 USAKansas State Univ, USDA ARS, Hard Winter Wheat Genet Res Unit, Manhattan, KS 66506 USA
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Cavanagh, Colin R.
;
Chao, Shiaoman
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Biosci Res Lab, Fargo, ND 58102 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Chao, Shiaoman
;
Wang, Shichen
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Wang, Shichen
;
Huang, Bevan Emma
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Food Futures Natl Res Flagship, Dutton Pk, Qld 4102, Australia
CSIRO, Math Informat & Stat Div, Dutton Pk, Qld 4102, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Huang, Bevan Emma
;
Stephen, Stuart
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Stephen, Stuart
;
Kiani, Seifollah
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Kiani, Seifollah
;
Forrest, Kerrie
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Forrest, Kerrie
;
Saintenac, Cyrille
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Saintenac, Cyrille
;
Brown-Guedira, Gina L.
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Eastern Reg Small Grains Genotyping Lab, Raleigh, NC 27695 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Brown-Guedira, Gina L.
;
Akhunova, Alina
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Dept Plant Pathol, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Akhunova, Alina
;
See, Deven
论文数: 0引用数: 0
h-index: 0
机构:
USDA, Western Reg Small Grains Genotyping Lab, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
See, Deven
;
Bai, Guihua
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Manhattan, KS 66506 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Bai, Guihua
;
Pumphrey, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Pumphrey, Michael
;
Tomar, Luxmi
论文数: 0引用数: 0
h-index: 0
机构:
Chaudhary Charan Singh Haryana Agr Univ, Dept Mol Biol & Biotechnol, Hisar 125004, Haryana, IndiaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Tomar, Luxmi
;
Wong, Debbie
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Wong, Debbie
;
Kong, Stephan
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Kong, Stephan
;
Reynolds, Matthew
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Reynolds, Matthew
;
da Silva, Marta Lopez
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
da Silva, Marta Lopez
;
Bockelman, Harold
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Aberdeen, ID 83210 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Bockelman, Harold
;
Talbert, Luther
论文数: 0引用数: 0
h-index: 0
机构:
Montana State Univ, Dept Plant Sci, Bozeman, MT 59717 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Talbert, Luther
;
Anderson, James A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Agron & Plant Genet, St Paul, MN 55108 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Anderson, James A.
;
Dreisigacker, Susanne
论文数: 0引用数: 0
h-index: 0
机构:
Ctr Int Mejoramiento Maize & Trigo, Genet Resources & Enhancement Unit, Mexico City 06600, DF, MexicoCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Dreisigacker, Susanne
;
Baenziger, Stephen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Dept Agron & Hort, Lincoln, NE 68588 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Baenziger, Stephen
;
Carter, Arron
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Pullman, WA 99164 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Carter, Arron
;
Korzun, Viktor
论文数: 0引用数: 0
h-index: 0
机构:
KWS Lochow GmbH, D-37555 Einbeck, GermanyCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Korzun, Viktor
;
Morrell, Peter Laurent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Agron & Plant Genet, St Paul, MN 55108 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Morrell, Peter Laurent
;
Dubcovsky, Jorge
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, Dept Plant Sci, Davis, CA 95616 USA
Howard Hughes Med Inst, Chevy Chase, MD 20815 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Dubcovsky, Jorge
;
Morell, Matthew K.
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Morell, Matthew K.
;
Sorrells, Mark E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Ithaca, NY 14853 USACSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia
Sorrells, Mark E.
;
Hayden, Matthew J.
论文数: 0引用数: 0
h-index: 0
机构:
Victorian AgriBiosci Ctr, Dept Primary Ind Victoria, Bundoora, Vic 3083, AustraliaCSIRO, Plant Ind & Food Futures Natl Res Flagship, Canberra, ACT 2601, Australia