Joint GWAS and WGCNA uncover the genetic control of calcium accumulation under salt treatment in maize seedlings.
Tianhu LiangChunyan QingPeng LiuChaoying ZouGuangsheng YuanGuangtang PanYaou ShenLanglang MaPublished in: Physiologia plantarum (2021)
Soil salinization is an important factor threatening the yield and quality of maize. Ca2+ plays a considerable role in regulating plant growth under salt stress. Herein, we examined the shoot Ca2+ concentrations, root Ca2+ concentrations, and transport coefficients of seedlings in an association panel composed of 305 maize inbred lines under normal and salt conditions. A genome-wide association study was conducted by using the investigated phenotypes and 46,408 single-nucleotide polymorphisms of the panel. As a result, 53 significant SNPs were specifically detected under salt treatment, and 544 genes were identified in the linkage disequilibrium regions of these SNPs. According to the expression data of the 544 genes, we carried out a weighted coexpression network analysis. Combining the enrichment analyses and functional annotations, four hub genes (GRMZM2G051032, GRMZM2G004314, GRMZM2G421669, and GRMZM2G123314) were finally determined, which were then used to evaluate the genetic variation effects by gene-based association analysis. Only GRMZM2G123314, which encodes a pentatricopeptide repeat protein, was significantly associated with Ca2+ transport and the haplotype G-CT was identified as the superior haplotype. Our study brings novel insights into the genetic and molecular mechanisms of salt stress response and contributes to the development of salt-tolerant varieties in maize.
Keyphrases
- genome wide
- network analysis
- dna methylation
- plant growth
- copy number
- genome wide association study
- bioinformatics analysis
- genome wide identification
- poor prognosis
- magnetic resonance imaging
- gene expression
- protein kinase
- magnetic resonance
- transcription factor
- binding protein
- genome wide analysis
- high resolution
- quality improvement
- arabidopsis thaliana
- contrast enhanced
- single molecule
- dual energy
- positron emission tomography
- genome wide association
- pet ct
- antiretroviral therapy