Enhanced Over-Representation Analysis for the Differential Regulation of Birc5a and HIF2 α-Knockdown Approaches

J Comput Biol. 2021 Jul;28(7):674-686. doi: 10.1089/cmb.2020.0556. Epub 2021 Jan 28.

Abstract

Hypoxia-inducible factors (HIFs) and survivin (Birc5) genes are often considered important cancer drug targets for molecularly targeted therapy, as both genes play important roles in the cellular differentiation and development of neuronal cells. Pathway enrichment analysis is predominantly applied when interpreting the correlated behaviors of activated gene clusters. Traditional enrichment analysis is evaluated via p-values only, regardless of gene expression fold-change levels, gene locations, and possible hidden interactions within a pathway. Here, we combined these factors to retrieve significant pathways, as compared with traditional approaches. We performed RNA-seq analyses on Birc5a and HIF2α knocked down in zebrafish during the embryogenesis stage. Regarding Birc5a, two additional biological pathways, sphingolipid metabolism and herpes simplex infection, were identified; whereas for HIF2α, four biological pathways were re-identified, including ribosome biogenesis in eukaryotes, proteasome, purine metabolism, and complement and coagulation cascades. Our proposed approaches identified additional significant pathways directly related to cell differentiation or cancer, also providing comprehensive mechanisms for designing further biological experiments.

Keywords: RNA-seq; differential expression; hypoxia-inducible factors; long non-coding RNA; surviving.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Animals
  • Basic Helix-Loop-Helix Transcription Factors / genetics*
  • Gene Expression Profiling / methods*
  • Gene Expression Regulation, Developmental
  • Gene Knockdown Techniques
  • Gene Regulatory Networks*
  • High-Throughput Nucleotide Sequencing
  • Sequence Analysis, RNA
  • Survivin / genetics*
  • Zebrafish / embryology*
  • Zebrafish / genetics
  • Zebrafish Proteins / genetics*

Substances

  • Basic Helix-Loop-Helix Transcription Factors
  • Birc5a protein, zebrafish
  • Survivin
  • Zebrafish Proteins
  • endothelial PAS domain-containing protein 1