Identifying the key genes and functional enrichment pathways associated with feed efficiency in cattle

Gene. 2022 Jan 10:807:145934. doi: 10.1016/j.gene.2021.145934. Epub 2021 Aug 31.

Abstract

Residual feed intake (RFI) is a measurement of feed efficiency, and is inversely correlated with feed efficiency. The differentially expressed genes (DEGs) associated with RFI vary substantially among studies, posing great challenges in finding the RFI-related marker genes. This study attempted to resolve this issue by integrating and comparing the multiple transcriptome sequencing data associated with RFI in the cattle liver, using differential, functional enrichment, protein-protein interaction (PPI) network, weighted co-expression network (WGCNA), and gene set enrichment analyses (GSEA) to identify the candidate genes and functional enrichment pathways that are closely associated with RFI. Four candidate genes namely SHC1, GPX4, ACADL, and IGF1 were identified and validated as the marker genes for RFI. Four functional enrichment pathways, namely the fatty acid metabolism, sugar metabolism, energy metabolism, and protein ubiquitination were also found to be closely related to RFI. This study identified several genes and signaling pathways with shared characteristics, which will provide new insights into the molecular mechanisms related to the regulation of feed efficiency, and provide basis for molecular markers related to feed efficiency in beef cattle.

Keywords: Candidate genes; Residual feed intake; Transcriptome; WGCNA.

MeSH terms

  • Animal Feed / analysis
  • Animals
  • Cattle
  • Databases, Genetic
  • Eating / genetics*
  • Energy Metabolism / genetics*
  • Exome Sequencing / methods
  • Insulin-Like Growth Factor I / genetics
  • Lipid Metabolism / genetics
  • Liver / metabolism*
  • Liver / physiology
  • Phospholipid Hydroperoxide Glutathione Peroxidase / genetics
  • Protein Interaction Maps / genetics
  • Signal Transduction / genetics
  • Src Homology 2 Domain-Containing, Transforming Protein 1 / genetics
  • Transcriptome / genetics
  • Ubiquitination / genetics

Substances

  • Src Homology 2 Domain-Containing, Transforming Protein 1
  • Insulin-Like Growth Factor I
  • Phospholipid Hydroperoxide Glutathione Peroxidase