A taxonomy of epithelial human cancer and their metastases

Olivier Gevaert1, Anneleen Daemen, Bart De Moor

  • 1Bioinformatics, Department of Electrical Engineering (ESAT/SCD), Katholieke Universiteit Leuven, Belgium. olivier.gevaert@esat.kuleuven.be

BMC Medical Genomics
|December 19, 2009
PubMed
Abstract

Insights

This study reveals surprising molecular similarities across different epithelial cancers, aiding in classification and identifying a breast cancer survival predictor. Metastases may originate from their tissue or adapt to their destination.

Area of Science:

  • Oncology
  • Molecular Biology
  • Bioinformatics

Background:

  • Microarray technology enables molecular characterization of diverse cancer types for personalized therapy and drug discovery.
  • Lack of standardized sample collection and technological variations have hindered large-scale molecular profiling of epithelial cancers.
  • The origin-versus-destination molecular resemblance of metastases remains underexplored.

Purpose of the Study:

  • To perform a large-scale molecular profiling of epithelial human cancers using gene expression data.
  • To investigate the molecular similarities and differences between primary tumors and their metastases.
  • To identify molecular signatures predictive of clinical outcomes.

Main Methods:

  • Unsupervised hierarchical clustering of gene expression profiles from 1566 primary tumors and 178 metastases.
  • Correlation of clustering profiles with clinico-pathological data.
  • Application of Fisher exact test, Gene Set Enrichment Analysis (GSEA), DAVID functional enrichment analysis, Kaplan-Meier survival analysis, and log-rank tests.

Main Results:

  • Identification of distinct molecular clusters for breast, gastrointestinal, ovarian, and kidney cancers.
  • Discovery of shared molecular signatures between chromophobe renal cell carcinoma and follicular thyroid carcinoma.
  • Observation of an expression signature for squamous cell histology across multiple tissues.
  • Confirmation of shared etiopathogenesis between endometrioid ovarian tumors and endometrial tumors.
  • Development of a breast tumor signature predictive of disease-specific survival.
  • Demonstration that most metastases cluster with their tissue of origin, with colon metastases exhibiting a bimodal distribution (tissue of origin or destination).

Conclusions:

  • A molecular taxonomy of epithelial cancers reveals unexpected cross-tissue correlations, impacting cancer classification and guiding pathologists.
  • An unsupervised analysis identified a breast cancer signature that predicts clinical outcome.
  • Metastases, particularly from gastrointestinal origin, may retain their tissue of origin's molecular profile or adapt to the destination tissue, as evidenced by colon metastases in the liver.

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