Comprehensive analysis of miRNA-gene regulatory network with clinical significance in human cancers

Sci China Life Sci. 2020 Aug;63(8):1201-1212. doi: 10.1007/s11427-019-9667-0. Epub 2020 Mar 5.

Abstract

microRNAs (miRNAs), particularly the exosomal miRNAs have been widely used as biomarkers and promising therapeutic targets in cancer. However, a comprehensive analysis of miRNA-gene regulatory network with clinical significance remains scarce. The emergence of high-throughput multi-omics data over large, well-characterized patient cohorts provides an unprecedented opportunity to address this problem. Herein, we performed a clinic-centered analysis to identify cancer-associated miRNAs, miRNA-target axis. We first calculated the correlation among miRNA, mRNA and 75 unique clinico-pathological characteristics (CPCs) in 26 cancer types, and established an online resource (4CR). Interestingly, we found that the high expression of several DNA methylation-related enzymes was associated with adverse outcomes of cancer patients, and these genes were regulated by a cluster of miRNAs. Furthermore, by integrating exosomal miRNA and mRNA databases, we identified exosomal miRNA biomarkers for non-invasive cancer surveillance and therapy monitoring. Finally, we explored the role of CPC-related miRNAs for therapeutic effect prediction of drugs based on their shared targets. Our analysis pipeline illustrated the significance of clinic-centered analysis in miRNA-gene pair identification and provided helpful clues for future cancer studies.

Keywords: TCGA; biomarker; clinical significance; exosomal miRNA; prognosis.

MeSH terms

  • Algorithms
  • Biomarkers, Tumor / genetics*
  • Databases, Genetic
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic
  • Gene Ontology
  • Gene Regulatory Networks / genetics*
  • Humans
  • MicroRNAs / genetics*
  • Molecular Sequence Annotation
  • Neoplasms / diagnosis*
  • Neoplasms / therapy*
  • Prognosis
  • RNA, Messenger / genetics

Substances

  • Biomarkers, Tumor
  • MicroRNAs
  • RNA, Messenger