Identification of hub genes in unstable atherosclerotic plaque by conjoint analysis of bioinformatics

Life Sci. 2020 Dec 1:262:118517. doi: 10.1016/j.lfs.2020.118517. Epub 2020 Oct 1.

Abstract

Aims: Unstable atherosclerotic plaque is the main pathological basis of acute coronary syndrome, which is the leading cause of death and disability worldwide. Therefore, we combined multiple bioinformatics tools to identify key genes related to unstable plaque.

Main methods: GSE94605 contained 7 plasma sample pools of 175 healthy and 6 sample pools of 150 unstable angina pectoris (UAP) patients, and detected with miRNA array while GSE60993 collected peripheral blood from 7 normal and 9 UAP, and detected with mRNA array. GSE120521 collected carotid plaques from 4 patients and dissected in stable and unstable regions, then detected with RNA-seq. Differentially expressed miRNAs (DEMs) and genes (DEGs) in UAP were re-analyzed. Gene Ontology (GO)/Kyoto Encyclopedia of Genes and Genomes (KEGG) and Protein-protein interaction (PPI) network were applied on top 10 up-regulated or down-regulated DEMs targets, and whole DEGs. MiRNAs-mRNAs network was constructed with these DEMs and DEGs, and the expression profile of genes within the network was finally validated in GSE120521.

Key findings: Totally, 263 up-regulated and 201 down-regulated DEMs were identified in GSE94605, and 78 up-regulated and 29 down-regulated DEGs were identified in GSE60993. Subsequently, a miRNAs-mRNAs network was constructed with 6 up-regulated miRNAs targeted to 12 down-regulated genes, and 4 down-regulated miRNAs targeted to 8 up-regulated genes. Finally, MORF4L2, RAB3IL1 and MMP9 within the network were considered as hub genes in unstable plaque progression after being validated in GSE120521.

Significance: These 3 genes may provide new targets for diagnosis and therapy of unstable atherosclerotic plaque.

Keywords: Bioinformatic analysis; GEO; Hub genes; Unstable angina; Unstable plaque.

MeSH terms

  • Case-Control Studies
  • Computational Biology
  • Disease Progression
  • Down-Regulation
  • Gene Expression Profiling
  • Gene Ontology
  • Guanine Nucleotide Exchange Factors / genetics*
  • Humans
  • Matrix Metalloproteinase 9 / genetics*
  • MicroRNAs / genetics
  • Plaque, Atherosclerotic / genetics*
  • Plaque, Atherosclerotic / physiopathology
  • Protein Interaction Maps
  • Transcription Factors / genetics*
  • Up-Regulation

Substances

  • Guanine Nucleotide Exchange Factors
  • MORF4L2 protein, human
  • MicroRNAs
  • RAB3IL1 protein, human
  • Transcription Factors
  • MMP9 protein, human
  • Matrix Metalloproteinase 9