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Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.)
Genome-wide association study (GWAS) is effective in identifying favorable alleles for traits of interest with high mapping resolution in crop species. In this study, we conducted GWAS to explore quantitative trait loci (QTL) for eight fruit traits using 162 tomato accessions with diverse genetic ba...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8408251/ https://www.ncbi.nlm.nih.gov/pubmed/34465758 http://dx.doi.org/10.1038/s41438-021-00638-4 |
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author | Kim, Minkyung Nguyen, Thuy Tien Phan Ahn, Joon-Hyung Kim, Gi-Jun Sim, Sung-Chur |
author_facet | Kim, Minkyung Nguyen, Thuy Tien Phan Ahn, Joon-Hyung Kim, Gi-Jun Sim, Sung-Chur |
author_sort | Kim, Minkyung |
collection | PubMed |
description | Genome-wide association study (GWAS) is effective in identifying favorable alleles for traits of interest with high mapping resolution in crop species. In this study, we conducted GWAS to explore quantitative trait loci (QTL) for eight fruit traits using 162 tomato accessions with diverse genetic backgrounds. The eight traits included fruit weight, fruit width, fruit height, fruit shape index, pericarp thickness, locule number, fruit firmness, and brix. Phenotypic variations of these traits in the tomato collection were evaluated with three replicates in field trials over three years. We filtered 34,550 confident SNPs from the 51 K Axiom(®) tomato array based on < 10% of missing data and > 5% of minor allele frequency for association analysis. The 162 tomato accessions were divided into seven clusters and their membership coefficients were used to account for population structure along with a kinship matrix. To identify marker-trait associations (MTAs), four phenotypic data sets representing each of three years and combined were independently analyzed in the multilocus mixed model (MLMM). A total of 30 significant MTAs was detected over data sets for eight fruit traits at P < 0.0005. The number of MTA per trait ranged from one (brix) to seven (fruit weight and fruit width). Two SNP markers on chromosomes 1 and 2 were significantly associated with multiple traits, suggesting pleiotropic effects of QTL. Furthermore, 16 of 30 MTAs suggest potential novel QTL for eight fruit traits. These results facilitate genetic dissection of tomato fruit traits and provide a useful resource to develop molecular tools for improving fruit traits via marker-assisted selection and genomic selection in tomato breeding programs. |
format | Online Article Text |
id | pubmed-8408251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84082512021-09-16 Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) Kim, Minkyung Nguyen, Thuy Tien Phan Ahn, Joon-Hyung Kim, Gi-Jun Sim, Sung-Chur Hortic Res Article Genome-wide association study (GWAS) is effective in identifying favorable alleles for traits of interest with high mapping resolution in crop species. In this study, we conducted GWAS to explore quantitative trait loci (QTL) for eight fruit traits using 162 tomato accessions with diverse genetic backgrounds. The eight traits included fruit weight, fruit width, fruit height, fruit shape index, pericarp thickness, locule number, fruit firmness, and brix. Phenotypic variations of these traits in the tomato collection were evaluated with three replicates in field trials over three years. We filtered 34,550 confident SNPs from the 51 K Axiom(®) tomato array based on < 10% of missing data and > 5% of minor allele frequency for association analysis. The 162 tomato accessions were divided into seven clusters and their membership coefficients were used to account for population structure along with a kinship matrix. To identify marker-trait associations (MTAs), four phenotypic data sets representing each of three years and combined were independently analyzed in the multilocus mixed model (MLMM). A total of 30 significant MTAs was detected over data sets for eight fruit traits at P < 0.0005. The number of MTA per trait ranged from one (brix) to seven (fruit weight and fruit width). Two SNP markers on chromosomes 1 and 2 were significantly associated with multiple traits, suggesting pleiotropic effects of QTL. Furthermore, 16 of 30 MTAs suggest potential novel QTL for eight fruit traits. These results facilitate genetic dissection of tomato fruit traits and provide a useful resource to develop molecular tools for improving fruit traits via marker-assisted selection and genomic selection in tomato breeding programs. Nature Publishing Group UK 2021-09-01 /pmc/articles/PMC8408251/ /pubmed/34465758 http://dx.doi.org/10.1038/s41438-021-00638-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kim, Minkyung Nguyen, Thuy Tien Phan Ahn, Joon-Hyung Kim, Gi-Jun Sim, Sung-Chur Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title | Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title_full | Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title_fullStr | Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title_full_unstemmed | Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title_short | Genome-wide association study identifies QTL for eight fruit traits in cultivated tomato (Solanum lycopersicum L.) |
title_sort | genome-wide association study identifies qtl for eight fruit traits in cultivated tomato (solanum lycopersicum l.) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8408251/ https://www.ncbi.nlm.nih.gov/pubmed/34465758 http://dx.doi.org/10.1038/s41438-021-00638-4 |
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