Genome-wide association study reveals genetic basis and candidate genes for chlorophyll content of leaves in maize (Z ea mays L.)

PeerJ. 2024 Oct 7:12:e18278. doi: 10.7717/peerj.18278. eCollection 2024.

Abstract

The chlorophyll content (CC) directly affects photosynthesis, growth, and yield. However, the genetic basis of CC is still unclear in maize (Zea mays L.). Here, we conducted a genome-wide association study using mixed linear model for CC of the fifth leaves at seedling stage (CCFSS) and the ear leaves at filling stage (CCEFS) for 334 maize inbred lines. The heritability estimates for CCFSS and CCEFS, obtained via variance components analysis using the lme4 package in R, were 70.84% and 78.99%, respectively, indicating that the CC of leaves is primarily controlled by genetic factors. A total of 15 CC-related SNPs and 177 candidate genes were identified with a p-value < 4.49 × 10-5, which explained 4.98-7.59% of the phenotypic variation. Lines with more favorable gene variants showed higher CC. Meanwhile, Gene Ontology (GO) analysis implied that these candidate genes were probably related to chlorophyll biosynthesis. In addition, gene-based association analyses revealed that six variants in GRMZM2G037152, GRMZM5G816561, GRMZM2G324462, and GRMZM2G064657 genes were significantly (p-value < 0.01) correlated with CC, of which GRMZM2G064657 (encodes a phosphate transporter protein) and GRMZM5G816561 (encodes a cytochrome P450 protein) were specifically highly expressed in leaves tissues. Interestingly, these candidate genes were previously reported to involve in the regulation of the contents of chlorophyll in plants or Chlamydomonas. These results may contribute to the understanding of genetic basis and molecular mechanisms of maize CC and the selection of maize varieties with improved CC.

Keywords: Candidate gene; Chlorophyll content; GWAS; Genetic basis; Maize.

MeSH terms

  • Chlorophyll* / genetics
  • Chlorophyll* / metabolism
  • Genes, Plant / genetics
  • Genome-Wide Association Study*
  • Phenotype
  • Plant Leaves* / genetics
  • Plant Leaves* / metabolism
  • Polymorphism, Single Nucleotide* / genetics
  • Zea mays* / genetics
  • Zea mays* / metabolism

Substances

  • Chlorophyll

Associated data

  • figshare/10.6084/m9.figshare.26355523.v1

Grants and funding

This work was supported by the State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, SAU (SKL-KF202323), the Natural Science Foundation of Sichuan Province (22NSFSC0148) and the Scientific research initiation project of Mianyang Teachers’ College (QD2021A03). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.