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Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress
Alfalfa growth and production in China are negatively impacted by high salt concentrations in soils, especially in regions with limited water supplies. Few reliable genetic markers are currently available for salt tolerance selection. As a result, molecular breeding strategies targeting alfalfa are...
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/PMC10094355/ https://www.ncbi.nlm.nih.gov/pubmed/37047244 http://dx.doi.org/10.3390/ijms24076271 |
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author | He, Fei Yang, Tianhui Zhang, Fan Jiang, Xueqian Li, Xianyang Long, Ruicai Wang, Xue Gao, Ting Wang, Chuan Yang, Qingchuan Chen, Lin Kang, Junmei |
author_facet | He, Fei Yang, Tianhui Zhang, Fan Jiang, Xueqian Li, Xianyang Long, Ruicai Wang, Xue Gao, Ting Wang, Chuan Yang, Qingchuan Chen, Lin Kang, Junmei |
author_sort | He, Fei |
collection | PubMed |
description | Alfalfa growth and production in China are negatively impacted by high salt concentrations in soils, especially in regions with limited water supplies. Few reliable genetic markers are currently available for salt tolerance selection. As a result, molecular breeding strategies targeting alfalfa are hindered. Therefore, with the continuous increase in soil salinity in agricultural lands, it is indispensable that a salt-tolerant variety of alfalfa is produced. We collected 220 alfalfa varieties around the world for resequencing and performed genome-wide association studies (GWASs). Alfalfa seeds were germinated in saline water with different concentrations of NaCl, and the phenotypic differences in several key root traits were recorded. In the phenotypic analysis, the breeding status and geographical origin strongly affected the salt tolerance of alfalfa. Forty-nine markers were significantly associated with salt tolerance, and 103 candidate genes were identified based on linkage disequilibrium. A total of 2712 differentially expressed genes were upregulated and 3570 were downregulated based on transcriptomic analyses. Some candidate genes that affected root development in the seed germination stage were identified through the combination of GWASs and transcriptome analyses. These genes could be used for molecular breeding strategies to increase alfalfa’s salt tolerance and for further research on salt tolerance in general. |
format | Online Article Text |
id | pubmed-10094355 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100943552023-04-13 Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress He, Fei Yang, Tianhui Zhang, Fan Jiang, Xueqian Li, Xianyang Long, Ruicai Wang, Xue Gao, Ting Wang, Chuan Yang, Qingchuan Chen, Lin Kang, Junmei Int J Mol Sci Article Alfalfa growth and production in China are negatively impacted by high salt concentrations in soils, especially in regions with limited water supplies. Few reliable genetic markers are currently available for salt tolerance selection. As a result, molecular breeding strategies targeting alfalfa are hindered. Therefore, with the continuous increase in soil salinity in agricultural lands, it is indispensable that a salt-tolerant variety of alfalfa is produced. We collected 220 alfalfa varieties around the world for resequencing and performed genome-wide association studies (GWASs). Alfalfa seeds were germinated in saline water with different concentrations of NaCl, and the phenotypic differences in several key root traits were recorded. In the phenotypic analysis, the breeding status and geographical origin strongly affected the salt tolerance of alfalfa. Forty-nine markers were significantly associated with salt tolerance, and 103 candidate genes were identified based on linkage disequilibrium. A total of 2712 differentially expressed genes were upregulated and 3570 were downregulated based on transcriptomic analyses. Some candidate genes that affected root development in the seed germination stage were identified through the combination of GWASs and transcriptome analyses. These genes could be used for molecular breeding strategies to increase alfalfa’s salt tolerance and for further research on salt tolerance in general. MDPI 2023-03-27 /pmc/articles/PMC10094355/ /pubmed/37047244 http://dx.doi.org/10.3390/ijms24076271 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 He, Fei Yang, Tianhui Zhang, Fan Jiang, Xueqian Li, Xianyang Long, Ruicai Wang, Xue Gao, Ting Wang, Chuan Yang, Qingchuan Chen, Lin Kang, Junmei Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title | Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title_full | Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title_fullStr | Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title_full_unstemmed | Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title_short | Transcriptome and GWAS Analyses Reveal Candidate Gene for Root Traits of Alfalfa during Germination under Salt Stress |
title_sort | transcriptome and gwas analyses reveal candidate gene for root traits of alfalfa during germination under salt stress |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10094355/ https://www.ncbi.nlm.nih.gov/pubmed/37047244 http://dx.doi.org/10.3390/ijms24076271 |
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