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Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato
Malic acid (MA) is an important flavor acid in fruits and acts as a mediator in a series of metabolic pathways. It is important to understand the factors affecting MA metabolism for fruit flavor improvement and to understand MA-mediated biological processes. However, the metabolic accumulation of MA...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10076212/ https://www.ncbi.nlm.nih.gov/pubmed/37035859 http://dx.doi.org/10.1093/hr/uhad021 |
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author | Gai, Wenxian Yang, Fan Yuan, Liangdan ul Haq, Saeed Wang, Yaru Wang, Ying Shang, Lele Li, Fangman Ge, Pingfei Dong, Haiqiang Tao, Jinbao Wang, Fei Zhang, Xingyu Zhang, Yuyang |
author_facet | Gai, Wenxian Yang, Fan Yuan, Liangdan ul Haq, Saeed Wang, Yaru Wang, Ying Shang, Lele Li, Fangman Ge, Pingfei Dong, Haiqiang Tao, Jinbao Wang, Fei Zhang, Xingyu Zhang, Yuyang |
author_sort | Gai, Wenxian |
collection | PubMed |
description | Malic acid (MA) is an important flavor acid in fruits and acts as a mediator in a series of metabolic pathways. It is important to understand the factors affecting MA metabolism for fruit flavor improvement and to understand MA-mediated biological processes. However, the metabolic accumulation of MA is controlled by complex heredity and environmental factors, making it difficult to predict and regulate the metabolism of MA. In this study, we carried out a genome-wide association study (GWAS) on MA using eight milestone models with two-environment repeats. A series of associated SNP variations were identified from the GWAS, and 15 high-confidence annotated genes were further predicted based on linkage disequilibrium and lead SNPs. The transcriptome data of candidate genes were explored within different tomato organs as well as various fruit tissues, and suggested specific expression patterns in fruit pericarp. Based on the genetic parameters of population differentiation and SNP distribution, tomato MA content has been more influenced by domestication sweeps and less affected by improvement sweeps in the long-term history of tomato breeding. In addition, genotype × environment interaction might contribute to the difference in domestication phenotypic data under different environments. This study provides new genetic insights into how tomato changed its MA content during breeding and makes available function-based markers for breeding by marker-assisted selection. |
format | Online Article Text |
id | pubmed-10076212 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-100762122023-04-07 Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato Gai, Wenxian Yang, Fan Yuan, Liangdan ul Haq, Saeed Wang, Yaru Wang, Ying Shang, Lele Li, Fangman Ge, Pingfei Dong, Haiqiang Tao, Jinbao Wang, Fei Zhang, Xingyu Zhang, Yuyang Hortic Res Article Malic acid (MA) is an important flavor acid in fruits and acts as a mediator in a series of metabolic pathways. It is important to understand the factors affecting MA metabolism for fruit flavor improvement and to understand MA-mediated biological processes. However, the metabolic accumulation of MA is controlled by complex heredity and environmental factors, making it difficult to predict and regulate the metabolism of MA. In this study, we carried out a genome-wide association study (GWAS) on MA using eight milestone models with two-environment repeats. A series of associated SNP variations were identified from the GWAS, and 15 high-confidence annotated genes were further predicted based on linkage disequilibrium and lead SNPs. The transcriptome data of candidate genes were explored within different tomato organs as well as various fruit tissues, and suggested specific expression patterns in fruit pericarp. Based on the genetic parameters of population differentiation and SNP distribution, tomato MA content has been more influenced by domestication sweeps and less affected by improvement sweeps in the long-term history of tomato breeding. In addition, genotype × environment interaction might contribute to the difference in domestication phenotypic data under different environments. This study provides new genetic insights into how tomato changed its MA content during breeding and makes available function-based markers for breeding by marker-assisted selection. Oxford University Press 2023-02-14 /pmc/articles/PMC10076212/ /pubmed/37035859 http://dx.doi.org/10.1093/hr/uhad021 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Nanjing Agricultural University. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Article Gai, Wenxian Yang, Fan Yuan, Liangdan ul Haq, Saeed Wang, Yaru Wang, Ying Shang, Lele Li, Fangman Ge, Pingfei Dong, Haiqiang Tao, Jinbao Wang, Fei Zhang, Xingyu Zhang, Yuyang Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title | Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title_full | Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title_fullStr | Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title_full_unstemmed | Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title_short | Multiple-model GWAS identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
title_sort | multiple-model gwas identifies optimal allelic combinations of quantitative trait loci for malic acid in tomato |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10076212/ https://www.ncbi.nlm.nih.gov/pubmed/37035859 http://dx.doi.org/10.1093/hr/uhad021 |
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