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Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage
BACKGROUND: Salinity is a major abiotic stress seriously hindering crop yield. Development and utilization of tolerant varieties is the most economical way to address soil salinity. Upland cotton is a major fiber crop and pioneer plant on saline soil and thus its genetic architecture underlying salt...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6737726/ https://www.ncbi.nlm.nih.gov/pubmed/31510912 http://dx.doi.org/10.1186/s12870-019-1989-2 |
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author | Yuan, Yanchao Xing, Huixian Zeng, Wenguan Xu, Jialing Mao, Lili Wang, Liyuan Feng, Wei Tao, Jincai Wang, Haoran Zhang, Haijun Wang, Qingkang Zhang, Guihua Song, Xianliang Sun, Xue-Zhen |
author_facet | Yuan, Yanchao Xing, Huixian Zeng, Wenguan Xu, Jialing Mao, Lili Wang, Liyuan Feng, Wei Tao, Jincai Wang, Haoran Zhang, Haijun Wang, Qingkang Zhang, Guihua Song, Xianliang Sun, Xue-Zhen |
author_sort | Yuan, Yanchao |
collection | PubMed |
description | BACKGROUND: Salinity is a major abiotic stress seriously hindering crop yield. Development and utilization of tolerant varieties is the most economical way to address soil salinity. Upland cotton is a major fiber crop and pioneer plant on saline soil and thus its genetic architecture underlying salt tolerance should be extensively explored. RESULTS: In this study, genome-wide association analysis and RNA sequencing were employed to detect salt-tolerant qualitative-trait loci (QTLs) and candidate genes in 196 upland cotton genotypes at the germination stage. Using comprehensive evaluation values of salt tolerance in four environments, we identified 33 significant single-nucleotide polymorphisms (SNPs), including 17 and 7 SNPs under at least two and four environments, respectively. The 17 stable SNPs were located within or near 98 candidate genes in 13 QTLs, including 35 genes that were functionally annotated to be involved in salt stress responses. RNA-seq analysis indicated that among the 98 candidate genes, 13 were stably differentially expressed. Furthermore, 12 of the 13 candidate genes were verified by qRT-PCR. RNA-seq analysis detected 6640, 3878, and 6462 differentially expressed genes at three sampling time points, of which 869 were shared. CONCLUSIONS: These results, including the elite cotton accessions with accurate salt tolerance evaluation, the significant SNP markers, the candidate genes, and the salt-tolerant pathways, could improve our understanding of the molecular regulatory mechanisms under salt stress tolerance and genetic manipulation for cotton improvement. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12870-019-1989-2) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6737726 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-67377262019-09-16 Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage Yuan, Yanchao Xing, Huixian Zeng, Wenguan Xu, Jialing Mao, Lili Wang, Liyuan Feng, Wei Tao, Jincai Wang, Haoran Zhang, Haijun Wang, Qingkang Zhang, Guihua Song, Xianliang Sun, Xue-Zhen BMC Plant Biol Research Article BACKGROUND: Salinity is a major abiotic stress seriously hindering crop yield. Development and utilization of tolerant varieties is the most economical way to address soil salinity. Upland cotton is a major fiber crop and pioneer plant on saline soil and thus its genetic architecture underlying salt tolerance should be extensively explored. RESULTS: In this study, genome-wide association analysis and RNA sequencing were employed to detect salt-tolerant qualitative-trait loci (QTLs) and candidate genes in 196 upland cotton genotypes at the germination stage. Using comprehensive evaluation values of salt tolerance in four environments, we identified 33 significant single-nucleotide polymorphisms (SNPs), including 17 and 7 SNPs under at least two and four environments, respectively. The 17 stable SNPs were located within or near 98 candidate genes in 13 QTLs, including 35 genes that were functionally annotated to be involved in salt stress responses. RNA-seq analysis indicated that among the 98 candidate genes, 13 were stably differentially expressed. Furthermore, 12 of the 13 candidate genes were verified by qRT-PCR. RNA-seq analysis detected 6640, 3878, and 6462 differentially expressed genes at three sampling time points, of which 869 were shared. CONCLUSIONS: These results, including the elite cotton accessions with accurate salt tolerance evaluation, the significant SNP markers, the candidate genes, and the salt-tolerant pathways, could improve our understanding of the molecular regulatory mechanisms under salt stress tolerance and genetic manipulation for cotton improvement. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12870-019-1989-2) contains supplementary material, which is available to authorized users. BioMed Central 2019-09-11 /pmc/articles/PMC6737726/ /pubmed/31510912 http://dx.doi.org/10.1186/s12870-019-1989-2 Text en © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Yuan, Yanchao Xing, Huixian Zeng, Wenguan Xu, Jialing Mao, Lili Wang, Liyuan Feng, Wei Tao, Jincai Wang, Haoran Zhang, Haijun Wang, Qingkang Zhang, Guihua Song, Xianliang Sun, Xue-Zhen Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title | Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title_full | Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title_fullStr | Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title_full_unstemmed | Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title_short | Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage |
title_sort | genome-wide association and differential expression analysis of salt tolerance in gossypium hirsutum l at the germination stage |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6737726/ https://www.ncbi.nlm.nih.gov/pubmed/31510912 http://dx.doi.org/10.1186/s12870-019-1989-2 |
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