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Updated: Aug 14, 2025

A Rapid Screening Workflow to Identify Potential Combination Therapy for GBM using Patient-Derived Glioma Stem Cells
Published on: March 28, 2021
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.
Abstract:
Cancer therapy continues to be plagued by modest therapeutic advances. This is particularly evident in glioblastoma multiforme (GBM) wherein treatment failures are attributed to intratumoral heterogeneity (ITH), a dynamic process of cell state transitions or plasticity. To address ITH, we introduce the concept of cell state-directed (CSD) therapy through a quantitative systems pharmacology model of temozolomide (TMZ), a cornerstone of GBM drug therapy. The model consisting of multiple modules incorporated an epigenetic-based gene transcription-translation module that enabled CSD therapy. Numerous model simulations were conducted to demonstrate the potential impact of CSD therapy on TMZ activity. The simulations included those based on global sensitivity analyses to identify fragile nodes - MDM2 and XIAP - in the network, and also how an epigenetic modifier (birabresib) could overcome a mechanism of TMZ resistance. The positive results of CSD therapy on TMZ activity supports continued efforts to develop CSD therapy as a new anticancer approach.
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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