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Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean
Soil salt-alkalization seriously impacts crop growth and productivity worldwide. Breeding and applying tolerant varieties is the most economical and effective way to address soil alkalization. However, genetic resources for breeders to improve alkali tolerance are limited in mung bean. Here, a genom...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10298294/ https://www.ncbi.nlm.nih.gov/pubmed/37372474 http://dx.doi.org/10.3390/genes14061294 |
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author | Xu, Ning Chen, Bingru Cheng, Yuxin Su, Yufei Song, Mengyuan Guo, Rongqiu Wang, Minghai Deng, Kunpeng Lan, Tianjiao Bao, Shuying Wang, Guifang Guo, Zhongxiao Yu, Lihe |
author_facet | Xu, Ning Chen, Bingru Cheng, Yuxin Su, Yufei Song, Mengyuan Guo, Rongqiu Wang, Minghai Deng, Kunpeng Lan, Tianjiao Bao, Shuying Wang, Guifang Guo, Zhongxiao Yu, Lihe |
author_sort | Xu, Ning |
collection | PubMed |
description | Soil salt-alkalization seriously impacts crop growth and productivity worldwide. Breeding and applying tolerant varieties is the most economical and effective way to address soil alkalization. However, genetic resources for breeders to improve alkali tolerance are limited in mung bean. Here, a genome-wide association study (GWAS) was performed to detect alkali-tolerant genetic loci and candidate genes in 277 mung bean accessions during germination. Using the relative values of two germination traits, 19 QTLs containing 32 SNPs significantly associated with alkali tolerance on nine chromosomes were identified, and they explained 3.6 to 14.6% of the phenotypic variance. Moreover, 691 candidate genes were mined within the LD intervals containing significant trait-associated SNPs. Transcriptome sequencing of alkali-tolerant accession 132–346 under alkali and control conditions after 24 h of treatment was conducted, and 2565 DEGs were identified. An integrated analysis of the GWAS and DEGs revealed six hub genes involved in alkali tolerance responses. Moreover, the expression of hub genes was further validated by qRT-PCR. These findings improve our understanding of the molecular mechanism of alkali stress tolerance and provide potential resources (SNPs and genes) for the genetic improvement of alkali tolerance in mung bean. |
format | Online Article Text |
id | pubmed-10298294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102982942023-06-28 Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean Xu, Ning Chen, Bingru Cheng, Yuxin Su, Yufei Song, Mengyuan Guo, Rongqiu Wang, Minghai Deng, Kunpeng Lan, Tianjiao Bao, Shuying Wang, Guifang Guo, Zhongxiao Yu, Lihe Genes (Basel) Article Soil salt-alkalization seriously impacts crop growth and productivity worldwide. Breeding and applying tolerant varieties is the most economical and effective way to address soil alkalization. However, genetic resources for breeders to improve alkali tolerance are limited in mung bean. Here, a genome-wide association study (GWAS) was performed to detect alkali-tolerant genetic loci and candidate genes in 277 mung bean accessions during germination. Using the relative values of two germination traits, 19 QTLs containing 32 SNPs significantly associated with alkali tolerance on nine chromosomes were identified, and they explained 3.6 to 14.6% of the phenotypic variance. Moreover, 691 candidate genes were mined within the LD intervals containing significant trait-associated SNPs. Transcriptome sequencing of alkali-tolerant accession 132–346 under alkali and control conditions after 24 h of treatment was conducted, and 2565 DEGs were identified. An integrated analysis of the GWAS and DEGs revealed six hub genes involved in alkali tolerance responses. Moreover, the expression of hub genes was further validated by qRT-PCR. These findings improve our understanding of the molecular mechanism of alkali stress tolerance and provide potential resources (SNPs and genes) for the genetic improvement of alkali tolerance in mung bean. MDPI 2023-06-19 /pmc/articles/PMC10298294/ /pubmed/37372474 http://dx.doi.org/10.3390/genes14061294 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Xu, Ning Chen, Bingru Cheng, Yuxin Su, Yufei Song, Mengyuan Guo, Rongqiu Wang, Minghai Deng, Kunpeng Lan, Tianjiao Bao, Shuying Wang, Guifang Guo, Zhongxiao Yu, Lihe Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title | Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title_full | Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title_fullStr | Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title_full_unstemmed | Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title_short | Integration of GWAS and RNA-Seq Analysis to Identify SNPs and Candidate Genes Associated with Alkali Stress Tolerance at the Germination Stage in Mung Bean |
title_sort | integration of gwas and rna-seq analysis to identify snps and candidate genes associated with alkali stress tolerance at the germination stage in mung bean |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10298294/ https://www.ncbi.nlm.nih.gov/pubmed/37372474 http://dx.doi.org/10.3390/genes14061294 |
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