Identification of key differentially expressed MicroRNAs in cancer patients through pan-cancer analysis

Comput Biol Med. 2018 Dec 1:103:183-197. doi: 10.1016/j.compbiomed.2018.10.021. Epub 2018 Oct 22.

Abstract

microRNAs (miRNAs) functioning in gene silencing have been associated with cancer progression. However, common abnormal miRNA expression patterns and their potential roles in cancer have not yet been evaluated. To account for individual differences between patients, we retrieved miRNA sequencing data for 575 patients with both tumor and adjacent non-tumorous tissues from 14 cancer types from The Cancer Genome Atlas (TCGA). We then performed differential expression analysis using DESeq2 and edgeR. Results showed that cancer types can be grouped based on the distribution of miRNAs with different expression patterns between tumor and non-tumor samples. We found 81 significantly differentially expressed miRNAs (SDEmiRNAs) in a single cancer. We also found 21 key SDEmiRNAs (nine over-expressed and 12 under-expressed) associated with at least eight cancers each and enriched in more than 60% of patients per cancer, including four newly identified SDEmiRNAs (hsa-mir-4746, hsa-mir-3648, hsa-mir-3687, and hsa-mir-1269a). The downstream effects of these 21 SDEmiRNAs on cellular function were evaluated through enrichment and pathway analysis of 7186 protein-coding gene targets mined from literature reports of differential expression of miRNAs in cancer. This analysis enables identification of SDEmiRNA functional similarity in cell proliferation control across a wide range of cancers, and assembly of common regulatory networks over cancer-related pathways. These findings were validated by construction of a regulatory network in the PI3K pathway. This study provides evidence for the value of further analysis of SDEmiRNAs as potential biomarkers and therapeutic targets for cancer diagnosis and treatment.

Keywords: Differential expression analysis; Functional analysis; Pan-cancer; miRNA; miRNA target.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Gene Expression Profiling / methods*
  • Gene Expression Regulation, Neoplastic / genetics
  • Gene Regulatory Networks / genetics
  • Genomics / methods*
  • Humans
  • MicroRNAs / analysis
  • MicroRNAs / genetics*
  • MicroRNAs / metabolism
  • MicroRNAs / physiology
  • Neoplasms / genetics*
  • Neoplasms / metabolism
  • Neoplasms / mortality
  • Neoplasms / physiopathology

Substances

  • MicroRNAs