Yield is one of the most important traits of arabica coffee. Plant breeders seek to maximize yield directly or indirectly, using other related traits. The standard multi-trait genome-wide association study (MTM-GWAS) does not accommodate the network structure of phenotypes, therefore, does not address how traits are interrelated. We applied structural equation modeling (SEM) to GWAS to explore interrelated dependencies between phenotypes related to morphology (fruit size and number of reproductive nodes), physiology (vegetative vigor), and productivity (yield) traits using 195 Coffea arabica individuals genotyped with 21,211 single-nucleotide polymorphism markers. We inferred the probabilistic phenotypic network by the Hill-Climbing algorithm to estimate the structural coefficients. The integration of multivariate GWAS and SEM (SEM-GWAS) identified a positive interrelationship between vegetative vigor and yield, and vegetative vigor and the number of reproductive nodes. Among those traits, yield and number of reproductive nodes presented indirect SNP effects. There was no evidence of a single quantitative trait locus controlling all the traits jointly. We identified three genes (Stress enhanced protein 1, Abscisic stress-ripening protein 5, and SAR-SNI1) that acted directly on yield. In summary, SEM-GWAS offered new insights into the relationship between the traits linked to coffee yield, providing useful information for arabica coffee breeding programs.
机构:
Inst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
Carvalho, Humberto Fanelli
da Silva, Felipe Lopes
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Univ Fed Vicosa, Ctr Ciencias Agr, Dept Fitotecnia, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
da Silva, Felipe Lopes
Vilela de Resende, Marcos Deon
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Embrapa Florestas, Pesquisa & Desenvolvimento, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
Vilela de Resende, Marcos Deon
Bhering, Leonardo Lopes
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Univ Fed Vicosa, Dept Biol Geral, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
机构:
Univ Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USAUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
de los Campos, Gustavo
Hickey, John M.
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Univ New England, Sch Environm & Rural Sci, Armidale, NSW 2351, AustraliaUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Hickey, John M.
Pong-Wong, Ricardo
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Univ Edinburgh, Royal Dick Sch Vet Studies, Roslin Inst, Easter Bush EH25 9RG, Midlothian, ScotlandUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Pong-Wong, Ricardo
Daetwyler, Hans D.
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Dept Primary Ind, Biosci Res Div, Bundoora, Vic 3083, AustraliaUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Daetwyler, Hans D.
Calus, Mario P. L.
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Wageningen UR Livestock Res, Anim Breeding & Genom Ctr, NL-8200 AB Lelystad, NetherlandsUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
机构:
Inst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
Carvalho, Humberto Fanelli
da Silva, Felipe Lopes
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h-index: 0
机构:
Univ Fed Vicosa, Ctr Ciencias Agr, Dept Fitotecnia, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
da Silva, Felipe Lopes
Vilela de Resende, Marcos Deon
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h-index: 0
机构:
Embrapa Florestas, Pesquisa & Desenvolvimento, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
Vilela de Resende, Marcos Deon
Bhering, Leonardo Lopes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Vicosa, Dept Biol Geral, Vicosa, MG, BrazilInst Agron Estado Sao Paulo, Programa Posgrad Genet Melhoramento Vegetal & Bio, Campinas, SP, Brazil
机构:
Univ Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USAUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
de los Campos, Gustavo
Hickey, John M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New England, Sch Environm & Rural Sci, Armidale, NSW 2351, AustraliaUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Hickey, John M.
Pong-Wong, Ricardo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Edinburgh, Royal Dick Sch Vet Studies, Roslin Inst, Easter Bush EH25 9RG, Midlothian, ScotlandUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Pong-Wong, Ricardo
Daetwyler, Hans D.
论文数: 0引用数: 0
h-index: 0
机构:
Dept Primary Ind, Biosci Res Div, Bundoora, Vic 3083, AustraliaUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA
Daetwyler, Hans D.
Calus, Mario P. L.
论文数: 0引用数: 0
h-index: 0
机构:
Wageningen UR Livestock Res, Anim Breeding & Genom Ctr, NL-8200 AB Lelystad, NetherlandsUniv Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL 35294 USA