A genome-wide association study identified loci for yield component traits in sugarcane (Saccharum spp.).
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Outros Autores: | , , , , , , , |
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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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 |
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openAccess |
dc.source.none.fl_str_mv |
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Empresa Brasileira de Pesquisa Agropecuária (Embrapa) |
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EMBRAPA |
institution |
EMBRAPA |
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Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) |
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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) |
repository.mail.fl_str_mv |
cg-riaa@embrapa.br |
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1794503482318782464 |