Integrative survival-based molecular profiling of human pancreatic cancer

Clin Cancer Res. 2012 Mar 1;18(5):1352-63. doi: 10.1158/1078-0432.CCR-11-1539. Epub 2012 Jan 18.

Abstract

Purpose: To carry out an integrative profile of human pancreatic ductal adenocarcinoma (PDAC) to identify prognosis-significant genes and their related pathways.

Experimental design: A concordant survival-based whole genome in silico array analysis of DNA copy number, and mRNA and miRNA expression in 25 early-stage PDAC was carried out. A novel composite score simultaneously integrated gene expression with regulatory mechanisms to identify the signature genes with the most levels of prognosis-significant evidence. The predominant signaling pathways were determined via a pathway-based approach. Independent patient cohorts (n = 148 and 42) were then used as in vitro validation of the array findings.

Results: The composite score identified 171 genes in which expressions were able to define two prognosis subgroups (P = 3.8e-5). Eighty-eight percent (151 of 171) of the genes were regulated by prognosis-significant miRNAs. The phosphoinositide 3-kinase/AKT pathway and SRC signaling were densely populated by prognosis-significant genes and driven by genomic amplification of SRC and miRNA regulation of p85α and CBL. On tissue microarray validation (n = 148), p85α protein expression was associated with improved survival for all patients (P = 0.02), and activated P-SRC (Y418) was associated shorter survival for patients with low-grade histology tumors (P = 0.04). Interacting P-SRC and p85α revealed that they define two distinct PDAC patient subgroups (P = 0.0066). Furthering the importance of these pathways, CBL protein expression was associated with improved survival (P = 0.03) on a separate cohort (n = 42).

Conclusions: These pathways and related genes may represent putative clinical biomarkers and possible targets of individualized therapy in the distinct patient subgroups they define.

Publication types

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

MeSH terms

  • Aged
  • Aged, 80 and over
  • Carcinoma, Pancreatic Ductal / genetics*
  • Carcinoma, Pancreatic Ductal / mortality*
  • Cluster Analysis
  • DNA Copy Number Variations
  • Female
  • Gene Expression Profiling*
  • Genomics
  • Humans
  • Male
  • MicroRNAs / genetics
  • Middle Aged
  • Pancreatic Neoplasms / genetics*
  • Pancreatic Neoplasms / mortality*
  • Phosphatidylinositol 3-Kinases / metabolism
  • Prognosis
  • RNA, Messenger / genetics
  • Reproducibility of Results
  • Signal Transduction
  • Survival Analysis
  • src-Family Kinases / metabolism

Substances

  • MicroRNAs
  • RNA, Messenger
  • Phosphatidylinositol 3-Kinases
  • src-Family Kinases