Cell state-directed therapy - epigenetic modulation of gene transcription demonstrated with a quantitative systems

Anshul Saini1, Annabelle Ballesta2, James M Gallo1

  • 1Department of Pharmaceutical Sciences, University at Buffalo, Buffalo, New York, USA.

Insights

Cell state-directed therapy shows promise for overcoming glioblastoma multiforme (GBM) treatment resistance by targeting intratumoral heterogeneity (ITH). This novel approach enhances temozolomide (TMZ) efficacy, offering a new strategy against brain tumors.

Area of Science:

  • Oncology
  • Systems Pharmacology
  • Computational Biology

Background:

  • Cancer therapy faces challenges due to modest advances, especially in glioblastoma multiforme (GBM).
  • Intratumoral heterogeneity (ITH), characterized by cell plasticity, is a key factor in GBM treatment failures.
  • Current therapies often struggle to address the dynamic nature of cancer cell populations.

Purpose of the Study:

  • To introduce and evaluate cell state-directed (CSD) therapy as a strategy to overcome ITH in GBM.
  • To develop a quantitative systems pharmacology (QSP) model to simulate CSD therapy's impact on temozolomide (TMZ) efficacy.
  • To identify potential therapeutic targets and combination strategies for enhanced GBM treatment.

Main Methods:

  • Development of a QSP model incorporating an epigenetic-based gene transcription-translation module.
  • Simulation of numerous scenarios to assess CSD therapy's effect on TMZ activity.
  • Global sensitivity analyses to identify critical network nodes (MDM2, XIAP) and evaluate epigenetic modifiers (birabresib) in overcoming resistance.

Main Results:

  • The QSP model demonstrated the potential of CSD therapy to modulate cell states and enhance TMZ activity.
  • Sensitivity analyses identified MDM2 and XIAP as fragile nodes within the GBM network.
  • Simulations showed that combining TMZ with an epigenetic modifier like birabresib could overcome specific resistance mechanisms.

Conclusions:

  • CSD therapy presents a promising new approach to combat ITH in GBM.
  • The developed QSP model provides a framework for designing and optimizing CSD strategies.
  • Further development of CSD therapy holds potential for improving outcomes in GBM and other cancers characterized by heterogeneity.

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