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Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis
High cadmium (Cd) accumulation in rice is a serious threat to human health. The genetic mechanism of Cd accumulation in rice is highly complicated. To identify the low Cd accumulation in rice germplasm, investigate the genetic mechanism underlying Cd accumulation, and mine the elite genes of signifi...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9471252/ https://www.ncbi.nlm.nih.gov/pubmed/36118899 http://dx.doi.org/10.3389/fgene.2022.944529 |
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author | Wang, Jian Yang, Wu Zhang, Shaohong Dong, Jingfang Yang, Tifeng Ma, Yamei Zhou, Lian Chen, Jiansong Liu, Bin Zhao, Junliang |
author_facet | Wang, Jian Yang, Wu Zhang, Shaohong Dong, Jingfang Yang, Tifeng Ma, Yamei Zhou, Lian Chen, Jiansong Liu, Bin Zhao, Junliang |
author_sort | Wang, Jian |
collection | PubMed |
description | High cadmium (Cd) accumulation in rice is a serious threat to human health. The genetic mechanism of Cd accumulation in rice is highly complicated. To identify the low Cd accumulation in rice germplasm, investigate the genetic mechanism underlying Cd accumulation, and mine the elite genes of significant importance for rice breeding of low Cd accumulation varieties, we performed a genome-wide association study (GWAS) for rice Cd concentration in the shoot. The rice accessions were 315 diverse indica rice accessions selected from the 1568 rice accessions with 700,000 SNPs. Within the high rate of linkage disequilibrium (LD) decay, eight QTLs related to rice Cd accumulation were identified. Transcriptomic analysis showed there were 799 differentially expressed genes (DEGs) in the root and 857 DEGs in the shoot, which are probably considered to be the cause of the significant difference in Cd accumulation between high and low Cd accumulation varieties. In qCd11-1, we detected a crucial candidate gene, LOC_Os11g11050, which encodes an initiation factor, expressed differently in the root between the high and low Cd accumulation varieties. Furthermore, under Cd treatment, the expression levels of LOC_Os11g11050 significantly decreased in both the high and low Cd accumulation varieties. Sequence comparison and qRT-PCR revealed that there were indel sequences and base substitutions in the promoter region of LOC_Os11g11050 correlated with the LOC_Os11g11050 expression level, as well as the phenotype of Cd concentration differences in shoot between the high and low Cd accumulation accessions. LOC_Os11g11050 might play important roles in Cd accumulation. The results of our study provide valuable resources for low Cd accumulation in indica varieties and the candidate functional gene, as well as molecular mechanisms for Cd accumulation in indica rice. The genetic architecture underlying Cd accumulation in indica can be used for further applying the low Cd gene existing in indica for decreasing Cd accumulation in rice. |
format | Online Article Text |
id | pubmed-9471252 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94712522022-09-15 Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis Wang, Jian Yang, Wu Zhang, Shaohong Dong, Jingfang Yang, Tifeng Ma, Yamei Zhou, Lian Chen, Jiansong Liu, Bin Zhao, Junliang Front Genet Genetics High cadmium (Cd) accumulation in rice is a serious threat to human health. The genetic mechanism of Cd accumulation in rice is highly complicated. To identify the low Cd accumulation in rice germplasm, investigate the genetic mechanism underlying Cd accumulation, and mine the elite genes of significant importance for rice breeding of low Cd accumulation varieties, we performed a genome-wide association study (GWAS) for rice Cd concentration in the shoot. The rice accessions were 315 diverse indica rice accessions selected from the 1568 rice accessions with 700,000 SNPs. Within the high rate of linkage disequilibrium (LD) decay, eight QTLs related to rice Cd accumulation were identified. Transcriptomic analysis showed there were 799 differentially expressed genes (DEGs) in the root and 857 DEGs in the shoot, which are probably considered to be the cause of the significant difference in Cd accumulation between high and low Cd accumulation varieties. In qCd11-1, we detected a crucial candidate gene, LOC_Os11g11050, which encodes an initiation factor, expressed differently in the root between the high and low Cd accumulation varieties. Furthermore, under Cd treatment, the expression levels of LOC_Os11g11050 significantly decreased in both the high and low Cd accumulation varieties. Sequence comparison and qRT-PCR revealed that there were indel sequences and base substitutions in the promoter region of LOC_Os11g11050 correlated with the LOC_Os11g11050 expression level, as well as the phenotype of Cd concentration differences in shoot between the high and low Cd accumulation accessions. LOC_Os11g11050 might play important roles in Cd accumulation. The results of our study provide valuable resources for low Cd accumulation in indica varieties and the candidate functional gene, as well as molecular mechanisms for Cd accumulation in indica rice. The genetic architecture underlying Cd accumulation in indica can be used for further applying the low Cd gene existing in indica for decreasing Cd accumulation in rice. Frontiers Media S.A. 2022-08-31 /pmc/articles/PMC9471252/ /pubmed/36118899 http://dx.doi.org/10.3389/fgene.2022.944529 Text en Copyright © 2022 Wang, Yang, Zhang, Dong, Yang, Ma, Zhou, Chen, Liu and Zhao. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Wang, Jian Yang, Wu Zhang, Shaohong Dong, Jingfang Yang, Tifeng Ma, Yamei Zhou, Lian Chen, Jiansong Liu, Bin Zhao, Junliang Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title | Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title_full | Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title_fullStr | Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title_full_unstemmed | Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title_short | Mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
title_sort | mining candidate genes for rice cadmium accumulation in the shoot through a genome-wide association study and transcriptomic analysis |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9471252/ https://www.ncbi.nlm.nih.gov/pubmed/36118899 http://dx.doi.org/10.3389/fgene.2022.944529 |
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