A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).

Detalhes bibliográficos
Autor(a) principal: BARRETO, F. Z.
Data de Publicação: 2019
Outros Autores: ROSA, J. R. B. F., BALSALOBRE, T. W. A., PASTINA, M. M., SILVA, R. R., HOFFMANN, H. P., SOUZA, A. P. de, GARCIA, A. A. F., CARNEIRO, M. S.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
Texto Completo: http://www.alice.cnptia.embrapa.br/alice/handle/doc/1113513
Resumo: Sugarcane (Saccharum spp.) has a complex genome with variable ploidy and frequent aneuploidy, which hampers the understanding of phenotype and genotype relations. Despite this complexity, genome-wide association studies (GWAS) may be used to identify favorable alleles for target traits in core collections and then assist breeders in better managing crosses and selecting superior genotypes in breeding populations. Therefore, in the present study, we used a diversity panel of sugarcane, called the Brazilian Panel of Sugarcane Genotypes (BPSG), with the following objectives: (i) estimate, through a mixed model, the adjusted means and genetic parameters of the five yield traits evaluated over two harvest years; (ii) detect population structure, linkage disequilibrium (LD) and genetic diversity using simple sequence repeat (SSR) markers; (iii) perform GWAS analysis to identify marker-trait associations (MTAs); and iv) annotate the sequences giving rise to SSR markers that had fragments associated with target traits to search for putative candidate genes. The phenotypic data analysis showed that the broad-sense heritability values were above 0.48 and 0.49 for the first and second harvests, respectively. The set of 100 SSR markers produced 1,483 fragments, of which 99.5% were polymorphic. These SSR fragments were useful to estimate the most likely number of subpopulations, found to be four, and the LD in BPSG, which was stronger in the first 15 cM and present to a large extension (65 cM). Genetic diversity analysis showed that, in general, the clustering of accessions within the subpopulations was in accordance with the pedigree information. GWAS performed through a multilocus mixed model revealed 23 MTAs, six, three, seven, four and three for soluble solid content, stalk height, stalk number, stalk weight and cane yield traits, respectively. These MTAs may be validated in other populations to support sugarcane breeding programs with introgression of favorable alleles and marker-assisted selection
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spelling A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).Associação ampla do genomaGWASPainel Brasileiro de Genótipos de Cana-de-AçúcarBPSGCana de AçúcarGenomaSugarcane (Saccharum spp.) has a complex genome with variable ploidy and frequent aneuploidy, which hampers the understanding of phenotype and genotype relations. Despite this complexity, genome-wide association studies (GWAS) may be used to identify favorable alleles for target traits in core collections and then assist breeders in better managing crosses and selecting superior genotypes in breeding populations. Therefore, in the present study, we used a diversity panel of sugarcane, called the Brazilian Panel of Sugarcane Genotypes (BPSG), with the following objectives: (i) estimate, through a mixed model, the adjusted means and genetic parameters of the five yield traits evaluated over two harvest years; (ii) detect population structure, linkage disequilibrium (LD) and genetic diversity using simple sequence repeat (SSR) markers; (iii) perform GWAS analysis to identify marker-trait associations (MTAs); and iv) annotate the sequences giving rise to SSR markers that had fragments associated with target traits to search for putative candidate genes. The phenotypic data analysis showed that the broad-sense heritability values were above 0.48 and 0.49 for the first and second harvests, respectively. The set of 100 SSR markers produced 1,483 fragments, of which 99.5% were polymorphic. These SSR fragments were useful to estimate the most likely number of subpopulations, found to be four, and the LD in BPSG, which was stronger in the first 15 cM and present to a large extension (65 cM). Genetic diversity analysis showed that, in general, the clustering of accessions within the subpopulations was in accordance with the pedigree information. GWAS performed through a multilocus mixed model revealed 23 MTAs, six, three, seven, four and three for soluble solid content, stalk height, stalk number, stalk weight and cane yield traits, respectively. These MTAs may be validated in other populations to support sugarcane breeding programs with introgression of favorable alleles and marker-assisted selectionFernanda Zatti Barreto, Universidade Federal de São Carlos; João Ricardo Bachega Feijó Rosa, FTS Sementes; Thiago Willian Almeida Balsalobre, Universidade Federal de São Carlos; MARIA MARTA PASTINA, CNPMS; Renato Rodrigues Silva, Universidade Federal de Goiás; Hermann Paulo Hoffmann, Universidade Federal de São Carlos; Anete Pereira de Souza, Universidade Estadual de Campinas; Antonio Augusto Franco Garcia, Escola Superior de Agricultura Luiz de Queiroz; Monalisa Sampaio Carneiro, Universidade Federal de São Carlos.BARRETO, F. Z.ROSA, J. R. B. F.BALSALOBRE, T. W. A.PASTINA, M. M.SILVA, R. R.HOFFMANN, H. P.SOUZA, A. P. deGARCIA, A. A. F.CARNEIRO, M. S.2019-10-27T00:33:14Z2019-10-27T00:33:14Z2019-10-2620192020-01-24T11:11:11Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlePlos ONE, v. 14, n. 7, e0219843, July 2019.http://www.alice.cnptia.embrapa.br/alice/handle/doc/111351310.1371/journal.pone.0219843enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2019-10-27T00:33:21Zoai:www.alice.cnptia.embrapa.br:doc/1113513Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542019-10-27T00:33:21falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542019-10-27T00:33:21Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false
dc.title.none.fl_str_mv A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
title A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
spellingShingle A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
BARRETO, F. Z.
Associação ampla do genoma
GWAS
Painel Brasileiro de Genótipos de Cana-de-Açúcar
BPSG
Cana de Açúcar
Genoma
title_short A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
title_full A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
title_fullStr A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
title_full_unstemmed A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
title_sort A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
author BARRETO, F. Z.
author_facet BARRETO, F. Z.
ROSA, J. R. B. F.
BALSALOBRE, T. W. A.
PASTINA, M. M.
SILVA, R. R.
HOFFMANN, H. P.
SOUZA, A. P. de
GARCIA, A. A. F.
CARNEIRO, M. S.
author_role author
author2 ROSA, J. R. B. F.
BALSALOBRE, T. W. A.
PASTINA, M. M.
SILVA, R. R.
HOFFMANN, H. P.
SOUZA, A. P. de
GARCIA, A. A. F.
CARNEIRO, M. S.
author2_role author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Fernanda Zatti Barreto, Universidade Federal de São Carlos; João Ricardo Bachega Feijó Rosa, FTS Sementes; Thiago Willian Almeida Balsalobre, Universidade Federal de São Carlos; MARIA MARTA PASTINA, CNPMS; Renato Rodrigues Silva, Universidade Federal de Goiás; Hermann Paulo Hoffmann, Universidade Federal de São Carlos; Anete Pereira de Souza, Universidade Estadual de Campinas; Antonio Augusto Franco Garcia, Escola Superior de Agricultura Luiz de Queiroz; Monalisa Sampaio Carneiro, Universidade Federal de São Carlos.
dc.contributor.author.fl_str_mv BARRETO, F. Z.
ROSA, J. R. B. F.
BALSALOBRE, T. W. A.
PASTINA, M. M.
SILVA, R. R.
HOFFMANN, H. P.
SOUZA, A. P. de
GARCIA, A. A. F.
CARNEIRO, M. S.
dc.subject.por.fl_str_mv Associação ampla do genoma
GWAS
Painel Brasileiro de Genótipos de Cana-de-Açúcar
BPSG
Cana de Açúcar
Genoma
topic Associação ampla do genoma
GWAS
Painel Brasileiro de Genótipos de Cana-de-Açúcar
BPSG
Cana de Açúcar
Genoma
description Sugarcane (Saccharum spp.) has a complex genome with variable ploidy and frequent aneuploidy, which hampers the understanding of phenotype and genotype relations. Despite this complexity, genome-wide association studies (GWAS) may be used to identify favorable alleles for target traits in core collections and then assist breeders in better managing crosses and selecting superior genotypes in breeding populations. Therefore, in the present study, we used a diversity panel of sugarcane, called the Brazilian Panel of Sugarcane Genotypes (BPSG), with the following objectives: (i) estimate, through a mixed model, the adjusted means and genetic parameters of the five yield traits evaluated over two harvest years; (ii) detect population structure, linkage disequilibrium (LD) and genetic diversity using simple sequence repeat (SSR) markers; (iii) perform GWAS analysis to identify marker-trait associations (MTAs); and iv) annotate the sequences giving rise to SSR markers that had fragments associated with target traits to search for putative candidate genes. The phenotypic data analysis showed that the broad-sense heritability values were above 0.48 and 0.49 for the first and second harvests, respectively. The set of 100 SSR markers produced 1,483 fragments, of which 99.5% were polymorphic. These SSR fragments were useful to estimate the most likely number of subpopulations, found to be four, and the LD in BPSG, which was stronger in the first 15 cM and present to a large extension (65 cM). Genetic diversity analysis showed that, in general, the clustering of accessions within the subpopulations was in accordance with the pedigree information. GWAS performed through a multilocus mixed model revealed 23 MTAs, six, three, seven, four and three for soluble solid content, stalk height, stalk number, stalk weight and cane yield traits, respectively. These MTAs may be validated in other populations to support sugarcane breeding programs with introgression of favorable alleles and marker-assisted selection
publishDate 2019
dc.date.none.fl_str_mv 2019-10-27T00:33:14Z
2019-10-27T00:33:14Z
2019-10-26
2019
2020-01-24T11:11:11Z
dc.type.driver.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Plos ONE, v. 14, n. 7, e0219843, July 2019.
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1113513
10.1371/journal.pone.0219843
identifier_str_mv Plos ONE, v. 14, n. 7, e0219843, July 2019.
10.1371/journal.pone.0219843
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1113513
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron:EMBRAPA
instname_str Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron_str EMBRAPA
institution EMBRAPA
reponame_str Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
collection Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
repository.name.fl_str_mv Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
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