A Machine Learning Approach to Differentiate Two Specific Breast Cancer Subtypes Using Androgen Receptor Pathway Genes

Technol Cancer Res Treat. 2021 Jan-Dec:20:15330338211027900. doi: 10.1177/15330338211027900.

Abstract

Triple-negative breast cancer is a heterogeneous disease with different molecular and histological subtypes. The Androgen receptor is expressed in a portion of triple-negative breast cancer cases and the activation of the androgen receptor pathway is thought to be a molecular subtyping signature as well as a therapeutic target for triple-negative breast cancer. Thus, identification of the androgen receptor pathway status is important for both molecular characterization andclinical management. In this study, we investigate the expression of the androgen receptor pathway in metaplastic breast cancer and luminal androgen receptor subtypes of triple-negative breast cancer and found that the androgen receptor pathway was downregulated in metaplastic breast cancer compared to luminal androgen receptor subtype. Using random forest, we found that the two subtypes of breast cancer can be molecularly classified with the gene expression of the androgen receptor pathway.

Keywords: AR; LAR; TNBC; metaplastic breast cancer; random forest.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aromatic-L-Amino-Acid Decarboxylases / genetics
  • Core Binding Factor Alpha 1 Subunit / genetics
  • Down-Regulation
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic
  • Gene Expression*
  • Hepatocyte Nuclear Factor 3-alpha / genetics
  • Humans
  • Machine Learning
  • Middle Aged
  • Proto-Oncogene Proteins c-ets / genetics
  • Receptors, Androgen / genetics*
  • Receptors, Androgen / metabolism
  • Receptors, Estrogen / genetics
  • Receptors, G-Protein-Coupled / genetics
  • Triple Negative Breast Neoplasms / classification*
  • Triple Negative Breast Neoplasms / genetics*
  • Triple Negative Breast Neoplasms / metabolism

Substances

  • Core Binding Factor Alpha 1 Subunit
  • FOXA1 protein, human
  • GPER1 protein, human
  • Hepatocyte Nuclear Factor 3-alpha
  • Proto-Oncogene Proteins c-ets
  • RUNX2 protein, human
  • Receptors, Androgen
  • Receptors, Estrogen
  • Receptors, G-Protein-Coupled
  • SPDEF protein, human
  • Aromatic-L-Amino-Acid Decarboxylases
  • DDC protein, human