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Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf
BACKGROUND: Accumulation of cadmium (Cd) in maize (Zea mays L.) poses a significant risk to human health as it is ingested via the food chain. A genome-wide association study (GWAS) was conducted in a population of 269 maize accessions with 43,737 single nucleotide polymorphisms (SNPs) to identify c...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5785805/ https://www.ncbi.nlm.nih.gov/pubmed/29370753 http://dx.doi.org/10.1186/s12864-017-4395-x |
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author | Zhao, Xiongwei Luo, Longxin Cao, Yanhua Liu, Yajuan Li, Yuhua Wu, Wenmei Lan, Yuzhou Jiang, Yiwei Gao, Shibin Zhang, Zhiming Shen, Yaou Pan, Guangtang Lin, Haijian |
author_facet | Zhao, Xiongwei Luo, Longxin Cao, Yanhua Liu, Yajuan Li, Yuhua Wu, Wenmei Lan, Yuzhou Jiang, Yiwei Gao, Shibin Zhang, Zhiming Shen, Yaou Pan, Guangtang Lin, Haijian |
author_sort | Zhao, Xiongwei |
collection | PubMed |
description | BACKGROUND: Accumulation of cadmium (Cd) in maize (Zea mays L.) poses a significant risk to human health as it is ingested via the food chain. A genome-wide association study (GWAS) was conducted in a population of 269 maize accessions with 43,737 single nucleotide polymorphisms (SNPs) to identify candidate genes and favorable alleles for controlling Cd accumulation in maize. RESULTS: When grown in contaminated soil, accessions varied significantly in leaf Cd concentration at both the seeding and maturing stages with phenotypic variation and the coefficient of variation all above 48%. The co-localized region between SYN27837 (147,034,650 bp) and SYN36598 (168,551,327 bp) on chromosome 2 was associated with leaf Cd under three soil conditions varying in Cd content in 2015 and 2016. The significant SNP (SYN25051) at position 161,275,547 could explained 27.1% of the phenotype variation. Through QTL mapping using the IBMSyn10 double haploid (DH) population, we validated the existence of a major QTL identified by GWAS; qLCd2 could explain the 39.8% average phenotype variation across the experiments. Expression of GRMZM2G175576 encoding a cadmium/zinc-transporting ATPase underlying the QTL was significantly increased in roots, stems and leaves of B73, a low Cd accumulation line in response to Cd stress. CONCLUSIONS: Our findings provide new insights into the genetic control of Cd accumulation and could aid rapid development of maize genotypes with low-Cd accumulation by manipulation of the favorable alleles. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi: 10.1186/s12864-017-4395-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5785805 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57858052018-02-07 Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf Zhao, Xiongwei Luo, Longxin Cao, Yanhua Liu, Yajuan Li, Yuhua Wu, Wenmei Lan, Yuzhou Jiang, Yiwei Gao, Shibin Zhang, Zhiming Shen, Yaou Pan, Guangtang Lin, Haijian BMC Genomics Research Article BACKGROUND: Accumulation of cadmium (Cd) in maize (Zea mays L.) poses a significant risk to human health as it is ingested via the food chain. A genome-wide association study (GWAS) was conducted in a population of 269 maize accessions with 43,737 single nucleotide polymorphisms (SNPs) to identify candidate genes and favorable alleles for controlling Cd accumulation in maize. RESULTS: When grown in contaminated soil, accessions varied significantly in leaf Cd concentration at both the seeding and maturing stages with phenotypic variation and the coefficient of variation all above 48%. The co-localized region between SYN27837 (147,034,650 bp) and SYN36598 (168,551,327 bp) on chromosome 2 was associated with leaf Cd under three soil conditions varying in Cd content in 2015 and 2016. The significant SNP (SYN25051) at position 161,275,547 could explained 27.1% of the phenotype variation. Through QTL mapping using the IBMSyn10 double haploid (DH) population, we validated the existence of a major QTL identified by GWAS; qLCd2 could explain the 39.8% average phenotype variation across the experiments. Expression of GRMZM2G175576 encoding a cadmium/zinc-transporting ATPase underlying the QTL was significantly increased in roots, stems and leaves of B73, a low Cd accumulation line in response to Cd stress. CONCLUSIONS: Our findings provide new insights into the genetic control of Cd accumulation and could aid rapid development of maize genotypes with low-Cd accumulation by manipulation of the favorable alleles. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi: 10.1186/s12864-017-4395-x) contains supplementary material, which is available to authorized users. BioMed Central 2018-01-25 /pmc/articles/PMC5785805/ /pubmed/29370753 http://dx.doi.org/10.1186/s12864-017-4395-x Text en © The Author(s). 2018 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 Zhao, Xiongwei Luo, Longxin Cao, Yanhua Liu, Yajuan Li, Yuhua Wu, Wenmei Lan, Yuzhou Jiang, Yiwei Gao, Shibin Zhang, Zhiming Shen, Yaou Pan, Guangtang Lin, Haijian Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title | Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title_full | Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title_fullStr | Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title_full_unstemmed | Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title_short | Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf |
title_sort | genome-wide association analysis and qtl mapping reveal the genetic control of cadmium accumulation in maize leaf |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5785805/ https://www.ncbi.nlm.nih.gov/pubmed/29370753 http://dx.doi.org/10.1186/s12864-017-4395-x |
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