Molecular determinants of drug response in TNBC cell lines

Nathan M Merrill1, Eric J Lachacz1, Nathalie M Vandecan1

  • 1Department of Internal Medicine, University of Michigan, 1500 Medical Center Dr, Ann Arbor, MI, 48109, USA.

Abstract

Insights

Researchers identified molecular markers to predict triple-negative breast cancer (TNBC) drug effectiveness. This multi-omic approach reveals new biomarkers for targeted therapies and combination treatments, improving TNBC drug efficacy prediction.

Area of Science:

  • Oncology
  • Genomics
  • Proteomics

Background:

  • Triple-negative breast cancer (TNBC) lacks effective targeted therapies.
  • Biomarkers for drug efficacy in TNBC are urgently needed.

Purpose of the Study:

  • To identify multi-omic molecular determinants of anti-TNBC drug efficacy.
  • To establish biomarkers for predicting treatment response in TNBC cell lines.

Main Methods:

  • Assessed drug sensitivity scores (DSS3) for 23 TNBC cell lines against various oncology drugs.
  • Generated molecular data via RNA sequencing, targeted panels, DNA sequencing, and functional proteomics.
  • Correlated molecular readouts with DSS3 values to identify predictive determinant panels (p < 0.05, FDR-corrected).

Main Results:

  • Identified six molecular determinant panels for 12 prioritized drugs.
  • Found that DNA mutations in targeted pathways poorly predicted drug response.
  • Observed robust synergy when co-inhibiting molecularly correlated pathways.

Conclusions:

  • Developed an integrated method to discover drug efficacy biomarkers in TNBC.
  • Demonstrated the utility of multi-omic data beyond DNA mutations for predicting response.
  • Outlined a framework for identifying novel biomarkers and optimizing combination therapies for TNBC.

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