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Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice
BACKGROUND: Cadmium (Cd) is a toxic heavy metal that is harmful to the environment and human health. Cd pollution threatens the cultivation of rice (Oryza sativa L.) in many countries. Improving rice performance under Cd stress could potentially improve rice productivity. RESULTS: In this study, 9 g...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8362254/ https://www.ncbi.nlm.nih.gov/pubmed/34388987 http://dx.doi.org/10.1186/s12870-021-03145-9 |
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author | Yu, Jianping Liu, Chaolei Lin, Hai Zhang, Bin Li, Xiaoxia Yuan, Qiaoling Liu, Tianjiao He, Huiying Wei, Zhaoran Ding, Shilin Zhang, Chao Gao, Hongsheng Guo, Longbiao Wang, Quan Qian, Qian Shang, Lianguang |
author_facet | Yu, Jianping Liu, Chaolei Lin, Hai Zhang, Bin Li, Xiaoxia Yuan, Qiaoling Liu, Tianjiao He, Huiying Wei, Zhaoran Ding, Shilin Zhang, Chao Gao, Hongsheng Guo, Longbiao Wang, Quan Qian, Qian Shang, Lianguang |
author_sort | Yu, Jianping |
collection | PubMed |
description | BACKGROUND: Cadmium (Cd) is a toxic heavy metal that is harmful to the environment and human health. Cd pollution threatens the cultivation of rice (Oryza sativa L.) in many countries. Improving rice performance under Cd stress could potentially improve rice productivity. RESULTS: In this study, 9 growth traits of 188 different cultivated rice accessions under normal and Cd stress conditions were found to be highly variable during the seedling stage. Based on ~3.3 million single nucleotide polymorphisms (SNPs), 119 Cd-mediated growth response (CGR) quantitative trait loci (QTL) were identified by a genome-wide association study (GWAS), 55 of which have been validated by previously reported QTL and 64 were new CGR loci. Combined with the data from the GWAS, transcriptome analysis, gene annotations from the gene ontology (GO) Slim database, and annotations and functions of homologous genes, 148 CGR candidate genes were obtained. Additionally, several reported genes have been found to play certain roles in CGRs. Seven Cd-related cloned genes were found among the CGR genes. Natural elite haplotypes/alleles in these genes that increased Cd tolerance were identified by a haplotype analysis of a diverse mini core collection. More importantly, this study was the first to uncover the natural variations of 5 GST genes that play important roles in CGRs. CONCLUSION: The exploration of Cd-resistant rice germplasm resources and the identification of elite natural variations related to Cd-resistance will help improve the tolerance of current major rice varieties to Cd, as well as provide raw materials and new genes for breeding Cd-resistant varieties. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03145-9. |
format | Online Article Text |
id | pubmed-8362254 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-83622542021-08-17 Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice Yu, Jianping Liu, Chaolei Lin, Hai Zhang, Bin Li, Xiaoxia Yuan, Qiaoling Liu, Tianjiao He, Huiying Wei, Zhaoran Ding, Shilin Zhang, Chao Gao, Hongsheng Guo, Longbiao Wang, Quan Qian, Qian Shang, Lianguang BMC Plant Biol Research Article BACKGROUND: Cadmium (Cd) is a toxic heavy metal that is harmful to the environment and human health. Cd pollution threatens the cultivation of rice (Oryza sativa L.) in many countries. Improving rice performance under Cd stress could potentially improve rice productivity. RESULTS: In this study, 9 growth traits of 188 different cultivated rice accessions under normal and Cd stress conditions were found to be highly variable during the seedling stage. Based on ~3.3 million single nucleotide polymorphisms (SNPs), 119 Cd-mediated growth response (CGR) quantitative trait loci (QTL) were identified by a genome-wide association study (GWAS), 55 of which have been validated by previously reported QTL and 64 were new CGR loci. Combined with the data from the GWAS, transcriptome analysis, gene annotations from the gene ontology (GO) Slim database, and annotations and functions of homologous genes, 148 CGR candidate genes were obtained. Additionally, several reported genes have been found to play certain roles in CGRs. Seven Cd-related cloned genes were found among the CGR genes. Natural elite haplotypes/alleles in these genes that increased Cd tolerance were identified by a haplotype analysis of a diverse mini core collection. More importantly, this study was the first to uncover the natural variations of 5 GST genes that play important roles in CGRs. CONCLUSION: The exploration of Cd-resistant rice germplasm resources and the identification of elite natural variations related to Cd-resistance will help improve the tolerance of current major rice varieties to Cd, as well as provide raw materials and new genes for breeding Cd-resistant varieties. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-021-03145-9. BioMed Central 2021-08-13 /pmc/articles/PMC8362254/ /pubmed/34388987 http://dx.doi.org/10.1186/s12870-021-03145-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Yu, Jianping Liu, Chaolei Lin, Hai Zhang, Bin Li, Xiaoxia Yuan, Qiaoling Liu, Tianjiao He, Huiying Wei, Zhaoran Ding, Shilin Zhang, Chao Gao, Hongsheng Guo, Longbiao Wang, Quan Qian, Qian Shang, Lianguang Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title | Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title_full | Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title_fullStr | Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title_full_unstemmed | Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title_short | Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
title_sort | loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8362254/ https://www.ncbi.nlm.nih.gov/pubmed/34388987 http://dx.doi.org/10.1186/s12870-021-03145-9 |
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