Gene network analysis using SWIM reveals interplay between the transcription factor-encoding genes HMGA1, FOXM1, and MYBL2 in triple-negative breast cancer

FEBS Lett. 2021 Jun;595(11):1569-1586. doi: 10.1002/1873-3468.14085. Epub 2021 Apr 27.

Abstract

Among breast cancer subtypes, triple-negative breast cancer (TNBC) is the most aggressive with the worst prognosis and the highest rates of metastatic disease. To identify TNBC gene signatures, we applied the network-based methodology implemented by the SWIM software to gene expression data of TNBC patients in The Cancer Genome Atlas (TCGA) database. SWIM enables to predict key (switch) genes within the co-expression network, whose perturbations in expression pattern and abundance may contribute to the (patho)biological phenotype. Here, SWIM analysis revealed an interesting interplay between the genes encoding the transcription factors HMGA1, FOXM1, and MYBL2, suggesting a potential cooperation among these three switch genes in TNBC development. The correlative nature of this interplay in TNBC was assessed by in vitro experiments, demonstrating how they may actually modulate the expression of each other.

Keywords: correlation networks; network medicine; triple-negative breast cancer.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Atlases as Topic
  • Carcinoma, Ductal, Breast / genetics*
  • Carcinoma, Ductal, Breast / metabolism
  • Carcinoma, Ductal, Breast / pathology
  • Cell Cycle Proteins / genetics*
  • Cell Cycle Proteins / metabolism
  • Cell Line, Tumor
  • Data Mining
  • Databases, Genetic
  • Datasets as Topic
  • Female
  • Forkhead Box Protein M1 / genetics*
  • Forkhead Box Protein M1 / metabolism
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic
  • Gene Regulatory Networks*
  • HMGA1a Protein / genetics*
  • HMGA1a Protein / metabolism
  • Humans
  • Multigene Family
  • Protein Binding
  • Signal Transduction
  • Trans-Activators / genetics*
  • Trans-Activators / metabolism
  • Triple Negative Breast Neoplasms / genetics*
  • Triple Negative Breast Neoplasms / metabolism
  • Triple Negative Breast Neoplasms / pathology

Substances

  • Cell Cycle Proteins
  • FOXM1 protein, human
  • Forkhead Box Protein M1
  • HMGA1 protein, human
  • MYBL2 protein, human
  • Trans-Activators
  • HMGA1a Protein