Meta-analysis and transcriptome profiling reveal hub genes for soybean seed storage composition during seed development

Plant Cell Environ. 2018 Sep;41(9):2109-2127. doi: 10.1111/pce.13175. Epub 2018 Apr 15.

Abstract

Soybean is an important crop providing edible oil and protein source. Soybean oil and protein contents are quantitatively inherited and significantly affected by environmental factors. In this study, meta-analysis was conducted based on soybean physical maps to integrate quantitative trait loci (QTLs) from multiple experiments in different environments. Meta-QTLs for seed oil, fatty acid composition, and protein were identified. Of them, 11 meta-QTLs were located on hot regions for both seed oil and protein. Next, we selected 4 chromosome segment substitution lines with different seed oil and protein contents to characterize their 3 years of phenotype selection in the field. Using strand-specific RNA-sequencing analysis, we profile the time-course transcriptome patterns of soybean seeds at early maturity, middle maturity, and dry seed stages. Pairwise comparison and K-means clustering analysis revealed 7,482 differentially expressed genes and 45 expression patterns clusters. Weighted gene coexpression network analysis uncovered 46 modules of gene expression patterns. The 2 most significant coexpression networks were visualized, and 7 hub genes were identified that were involved in soybean oil and seed storage protein accumulation processes. Our results provided a transcriptome dataset for soybean seed development, and the candidate hub genes represent a foundation for further research.

Keywords: transcriptome (RNA-seq); weighted gene coexpression network analysis (WGCNA).

Publication types

  • Meta-Analysis
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Fatty Acids / genetics
  • Fatty Acids / metabolism
  • Gene Expression Profiling
  • Gene Expression Regulation, Plant
  • Glycine max / genetics*
  • Phenotype
  • Quantitative Trait Loci
  • Seed Storage Proteins / genetics*
  • Seeds / genetics
  • Seeds / growth & development*
  • Sequence Analysis, RNA
  • Soybean Oil / chemistry
  • Soybean Oil / genetics

Substances

  • Fatty Acids
  • Seed Storage Proteins
  • Soybean Oil