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A Bioluminescent and Fluorescent Orthotopic Syngeneic Murine Model of Androgen-dependent and Castration-resistant Prostate Cancer
Published on: March 6, 2018
A QSP model of prostate cancer immunotherapy to identify effective combination therapies
Roberta Coletti1,2, Lorena Leonardelli2, Silvia Parolo2
1University of Trento, Department of mathematics, Trento, 38123, Italy.
Abstract:
Immunotherapy, by enhancing the endogenous anti-tumor immune responses, is showing promising results for the treatment of numerous cancers refractory to conventional therapies. However, its effectiveness for advanced castration-resistant prostate cancer remains unsatisfactory and new therapeutic strategies need to be developed. To this end, systems pharmacology modeling provides a quantitative framework to test in silico the efficacy of new treatments and combination therapies. In this paper we present a new Quantitative Systems Pharmacology (QSP) model of prostate cancer immunotherapy, calibrated using data from pre-clinical experiments in prostate cancer mouse models. We developed the model by using Ordinary Differential Equations (ODEs) describing the tumor, key components of the immune system, and seven treatments. Numerous combination therapies were evaluated considering both the degree of tumor inhibition and the predicted synergistic effects, integrated into a decision tree. Our simulations predicted cancer vaccine combined with immune checkpoint blockade as the most effective dual-drug combination immunotherapy for subjects treated with androgen-deprivation therapy that developed resistance. Overall, the model presented here serves as a computational framework to support drug development, by generating hypotheses that can be tested experimentally in pre-clinical models.
Insights
A new computational model predicts that combining cancer vaccines with immune checkpoint blockade is the most effective immunotherapy for advanced prostate cancer. This strategy shows promise for overcoming resistance to current treatments.
Area of Science:
- Computational biology and immunology
- Quantitative Systems Pharmacology (QSP) modeling
- Cancer immunotherapy research
Background:
- Immunotherapy shows promise for various cancers but is less effective for advanced castration-resistant prostate cancer.
- Novel therapeutic strategies are needed to improve outcomes for patients with refractory prostate cancer.
- Systems pharmacology modeling offers a quantitative approach for in silico evaluation of novel cancer treatments.
Purpose of the Study:
- To develop and present a novel Quantitative Systems Pharmacology (QSP) model for prostate cancer immunotherapy.
- To evaluate the efficacy of various combination immunotherapies in silico using the developed QSP model.
- To identify optimal combination strategies for advanced, treatment-resistant prostate cancer.
Main Methods:
- Developed a QSP model using Ordinary Differential Equations (ODEs) to simulate tumor dynamics and immune responses.
- Calibrated the model using pre-clinical data from prostate cancer mouse models.
- Evaluated numerous combination therapies, assessing tumor inhibition and synergistic effects via a decision tree.
Main Results:
- Simulations identified cancer vaccine combined with immune checkpoint blockade as the most effective dual-drug immunotherapy.
- This combination demonstrated significant potential for patients resistant to androgen-deprivation therapy.
- The model successfully integrated tumor, immune, and treatment components for comprehensive analysis.
Conclusions:
- The developed QSP model serves as a valuable computational framework for advancing prostate cancer immunotherapy research.
- It aids in generating testable hypotheses for pre-clinical experimental validation.
- This approach supports rational drug development and optimization of combination immunotherapies.
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