Computational quantification and characterization of independently evolving cellular subpopulations within tumors is

Heba Alkhatib1, Ariel M Rubinstein1, Swetha Vasudevan1

  • 1The institute of Biomedical and Oral Research, The Hebrew University of Jerusalem, 9103401, Jerusalem, Israel.

Genome Medicine
|October 21, 2022
PubMed
Abstract

Insights

This study introduces a novel single-cell quantification strategy to combat cancer drug resistance. The method maps evolving tumor cell subpopulations, enabling personalized drug combinations to improve treatment efficacy and prevent resistance.

Area of Science:

  • Oncology
  • Cancer Biology
  • Genomics

Background:

  • Drug resistance is a significant challenge in cancer therapy.
  • Cancer plasticity, where tumor subtypes change under treatment (e.g., triple-negative breast cancer to Her2-positive breast cancer), complicates treatment.
  • Accurate diagnosis and therapeutic decisions are crucial for optimal outcomes.

Purpose of the Study:

  • To develop and assess a novel approach for characterizing treatment-induced evolutionary changes in tumor cell subpopulations.
  • To identify and therapeutically exploit anticancer drug resistance.
  • To enable customized treatment strategies based on individual tumor composition.

Main Methods:

  • Developed an information-theoretic single-cell quantification strategy.
  • Computed cell barcodes from over 100,000 tumor cells per experiment.
  • Revealed cell-specific signaling signatures (CSSS) representing ongoing cellular processes.

Main Results:

  • Mapped distinct tumor subpopulations evolving in response to anticancer treatments using CSSS-based barcodes.
  • Applied barcodes to assign targeted drug combinations to individual tumors for optimized therapy.
  • Validated the strategy in triple-negative breast cancer models and patient-derived tumors exhibiting phenotype switching after radiotherapy (RT).

Conclusions:

  • A barcode-guided targeted drug cocktail significantly enhanced tumor response to RT and prevented tumor regrowth.
  • The presented strategy shows promise for preventing cancer treatment resistance.
  • The approach has significant potential for clinical application.

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