Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice

Abstract 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 stu...

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Main Authors: Jianping Yu, Chaolei Liu, Hai Lin, Bin Zhang, Xiaoxia Li, Qiaoling Yuan, Tianjiao Liu, Huiying He, Zhaoran Wei, Shilin Ding, Chao Zhang, Hongsheng Gao, Longbiao Guo, Quan Wang, Qian Qian, Lianguang Shang
Format: Article
Language:English
Published: BMC 2021-08-01
Series:BMC Plant Biology
Subjects:
Online Access:https://doi.org/10.1186/s12870-021-03145-9
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language English
format Article
sources DOAJ
author Jianping Yu
Chaolei Liu
Hai Lin
Bin Zhang
Xiaoxia Li
Qiaoling Yuan
Tianjiao Liu
Huiying He
Zhaoran Wei
Shilin Ding
Chao Zhang
Hongsheng Gao
Longbiao Guo
Quan Wang
Qian Qian
Lianguang Shang
spellingShingle Jianping Yu
Chaolei Liu
Hai Lin
Bin Zhang
Xiaoxia Li
Qiaoling Yuan
Tianjiao Liu
Huiying He
Zhaoran Wei
Shilin Ding
Chao Zhang
Hongsheng Gao
Longbiao Guo
Quan Wang
Qian Qian
Lianguang Shang
Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice
BMC Plant Biology
Cadmium-mediated growth responses
Genome-wide association study
Natural haplotypes
Transcriptome analysis
Glutathione S-transferase
author_facet Jianping Yu
Chaolei Liu
Hai Lin
Bin Zhang
Xiaoxia Li
Qiaoling Yuan
Tianjiao Liu
Huiying He
Zhaoran Wei
Shilin Ding
Chao Zhang
Hongsheng Gao
Longbiao Guo
Quan Wang
Qian Qian
Lianguang Shang
author_sort Jianping Yu
title 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_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_sort loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in rice
publisher BMC
series BMC Plant Biology
issn 1471-2229
publishDate 2021-08-01
description Abstract 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.
topic Cadmium-mediated growth responses
Genome-wide association study
Natural haplotypes
Transcriptome analysis
Glutathione S-transferase
url https://doi.org/10.1186/s12870-021-03145-9
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spelling doaj-475154dcc94344f78e2547f46c07d4922021-08-15T11:08:54ZengBMCBMC Plant Biology1471-22292021-08-0121111510.1186/s12870-021-03145-9Loci and natural alleles for cadmium-mediated growth responses revealed by a genome wide association study and transcriptome analysis in riceJianping Yu0Chaolei Liu1Hai Lin2Bin Zhang3Xiaoxia Li4Qiaoling Yuan5Tianjiao Liu6Huiying He7Zhaoran Wei8Shilin Ding9Chao Zhang10Hongsheng Gao11Longbiao Guo12Quan Wang13Qian Qian14Lianguang Shang15Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesState Key Laboratory of Rice Biology, China National Rice Research Institute, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesState Key Laboratory of Rice Biology, China National Rice Research Institute, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesKey Laboratory of Crop Heterosis and Utilization, Ministry of Education/ Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural UniversityShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesShenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural SciencesAbstract 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.https://doi.org/10.1186/s12870-021-03145-9Cadmium-mediated growth responsesGenome-wide association studyNatural haplotypesTranscriptome analysisGlutathione S-transferase