Verticillium wilt, a soil-borne disease caused by the fungal pathogenVerticillium dahliae, threatens strawberry (Fragariaxananassa) production worldwide. The development of resistant cultivars has been a persistent challenge, in part because the genetics of resistance is complex. The heritability of resistance and genetic gains in breeding for resistance to this pathogen have not been well documented. To elucidate the genetics, assess long-term genetic gains, and estimate the accuracy of genomic selection for resistance to Verticillium wilt, we analyzed a genetically diverse population of elite and exotic germplasm accessions (n = 984), including 245 cultivars developed since 1854. We observed a full range of phenotypes, from highly susceptible to highly resistant: < 3% were classified as highly resistant, whereas > 50% were classified as moderately to highly susceptible. Broad-sense heritability estimates ranged from 0.70-0.76, whereas narrow-sense genomic heritability estimates ranged from 0.33-0.45. We found that genetic gains in breeding for resistance to Verticillium wilt have been negative over the last 165 years (mean resistance has decreased over time). We identified several highly resistant accessions that might harbor favorable alleles that are either rare or non-existent in modern populations. We did not observe the segregation of large-effect loci. The accuracy of genomic predictions ranged from 0.38-0.53 among years and whole-genome regression methods. We show that genomic selection has promise for increasing genetic gains and accelerating the development of resistant cultivars in strawberry by shortening selection cycles and enabling selection in early developmental stages without phenotyping.
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Univ Estadual Centro Oeste, Dept Agron, Guarapuava, BrazilUniv Estadual Centro Oeste, Dept Agron, Guarapuava, Brazil
Borges da Silva, Eder David
Xavier, Alencar
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Corteva Agrisci, Dept Biostat, Johnston, IA USA
Purdue Univ, Dept Agron, W Lafayette, IN 47907 USAUniv Estadual Centro Oeste, Dept Agron, Guarapuava, Brazil
Xavier, Alencar
Faria, Marcos Ventura
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Univ Estadual Centro Oeste, Dept Agron, Guarapuava, BrazilUniv Estadual Centro Oeste, Dept Agron, Guarapuava, Brazil
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Oregon State Univ, Ctr Genome Res & Biocomp, 3021 Agr & Life Sci Bldg, Corvallis, OR 97331 USAOregon State Univ, Ctr Genome Res & Biocomp, 3021 Agr & Life Sci Bldg, Corvallis, OR 97331 USA
Vining, Kelly J.
Davis, Thomas M.
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Univ New Hampshire, Dept Biol Sci, Durham, NH 03824 USAOregon State Univ, Ctr Genome Res & Biocomp, 3021 Agr & Life Sci Bldg, Corvallis, OR 97331 USA
Davis, Thomas M.
Jamieson, Andrew R.
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Agr & Agri Food Canada, Atlantic Food & Hort Res Ctr, Kentville, NS, CanadaOregon State Univ, Ctr Genome Res & Biocomp, 3021 Agr & Life Sci Bldg, Corvallis, OR 97331 USA
Jamieson, Andrew R.
Mahoney, Lise L.
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Univ New Hampshire, Dept Biol Sci, Durham, NH 03824 USAOregon State Univ, Ctr Genome Res & Biocomp, 3021 Agr & Life Sci Bldg, Corvallis, OR 97331 USA
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Univ Melbourne, Fac Vet & Agr Sci, Parkville, Vic 3010, Australia
La Trobe Univ, Dairy Futures Cooperat Res Ctr, Bundoora, Vic 3083, AustraliaUniv Melbourne, Fac Vet & Agr Sci, Parkville, Vic 3010, Australia
MacLeod, Iona M.
Hayes, Ben J.
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La Trobe Univ, Dairy Futures Cooperat Res Ctr, Bundoora, Vic 3083, Australia
Dept Environm & Primary Ind, BioSci Res Div, Melbourne, Vic 3086, Australia
La Trobe Univ, Biosci Res Ctr, Bundoora, Vic 3086, AustraliaUniv Melbourne, Fac Vet & Agr Sci, Parkville, Vic 3010, Australia
Hayes, Ben J.
Goddard, Michael E.
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Univ Melbourne, Fac Vet & Agr Sci, Parkville, Vic 3010, Australia
Dept Environm & Primary Ind, BioSci Res Div, Melbourne, Vic 3086, AustraliaUniv Melbourne, Fac Vet & Agr Sci, Parkville, Vic 3010, Australia