Genome-wide association analysis and QTL mapping reveal the genetic control of cadmium accumulation in maize leaf

BMC Genomics. 2018 Jan 25;19(1):91. doi: 10.1186/s12864-017-4395-x.

Abstract

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.

Keywords: Allelic variation; Cadmium accumulation association analysis; Candidate gene; Maize; QTL mapping.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Cadmium / metabolism*
  • Chromosome Mapping
  • Chromosomes, Plant
  • Gene Expression Regulation, Plant*
  • Genetic Markers
  • Genome-Wide Association Study*
  • Genotype
  • Phenotype
  • Plant Leaves / genetics*
  • Plant Leaves / metabolism
  • Plant Proteins / genetics
  • Quantitative Trait Loci*
  • Zea mays / genetics*
  • Zea mays / metabolism

Substances

  • Genetic Markers
  • Plant Proteins
  • Cadmium