Exploring microRNA-mediated alteration of EGFR signaling pathway in non-small cell lung cancer using an mRNA:miRNA regression model supported by target prediction databases

Genomics. 2014 Dec;104(6 Pt B):504-11. doi: 10.1016/j.ygeno.2014.09.004. Epub 2014 Sep 22.

Abstract

EGFR signaling pathway and microRNAs (miRNAs) are two important factors for development and treatment in non-small cell lung cancer (NSCLC). Microarray analysis enables the genome-wide expression profiling. However, the information from microarray data may not be fully deciphered through the existing approaches. In this study we present an mRNA:miRNA stepwise regression model supported by miRNA target prediction databases. This model is applied to explore the roles of miRNAs in the EGFR signaling pathway. The results show that miR-145 is positively associated with epidermal growth factor (EGF) in the pre-surgery NSCLC group and miR-199a-5p is positively associated with EGF in the post-surgery NSCLC group. Surprisingly, miR-495 is positively associated with protein tyrosine kinase 2 (PTK2) in both groups. The coefficient of determination (R(2)) and leave-one-out cross-validation (LOOCV) demonstrate good performance of our regression model, indicating that it can identify the miRNA roles as oncomirs and tumor suppressor mirs in NSCLC.

Keywords: EGFR signaling pathway; Microarray analysis; Non-small cell lung cancer; Regression model; miRNA.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Carcinoma, Non-Small-Cell Lung / genetics
  • Carcinoma, Non-Small-Cell Lung / metabolism*
  • ErbB Receptors / genetics
  • ErbB Receptors / metabolism*
  • Focal Adhesion Kinase 1 / genetics
  • Focal Adhesion Kinase 1 / metabolism
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Lung Neoplasms / genetics
  • Lung Neoplasms / metabolism*
  • MicroRNAs / genetics*
  • Models, Genetic*
  • RNA, Messenger / genetics
  • RNA, Messenger / metabolism*
  • Regression Analysis
  • Signal Transduction*

Substances

  • MicroRNAs
  • RNA, Messenger
  • ErbB Receptors
  • Focal Adhesion Kinase 1
  • PTK2 protein, human