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Published on: December 1, 2016
Can evolutionary therapy be applied in non-small cell lung cancer?
Laura R Jansén-Storbacka1, Kailas S Honasoge2, Eva Molnárová2
1Institute for Health Systems Science, Delft University of Technology, Faculty of Technology, Policy and Management, Delft, The Netherlands. l.r.jansen-storbacka@tudelft.nl.
Evolutionary therapy (ET) shows promise for treating non-small-cell lung cancer (NSCLC). Mathematical modeling suggests ET can significantly extend progression-free survival in NSCLC patients compared to standard treatments.
Area of Science:
- Evolutionary biology
- Mathematical oncology
- Cancer treatment dynamics
Background:
- Evolutionary therapy (ET) uses evolutionary principles and mathematical models to manage tumor growth and prevent treatment resistance.
- Metastatic castrate-resistant prostate cancer (mCRPC) has existing ET protocols, but their efficacy in other fast-growing metastatic cancers like non-small-cell lung cancer (NSCLC) is unproven.
Purpose of the Study:
- To evaluate the theoretical effectiveness of ET protocols, specifically Zhang et al.'s, for stage IV NSCLC.
- To identify the minimal mathematical model structure that accurately reflects resistance-driven tumor regrowth in NSCLC.
Main Methods:
- Systematic evaluation of 26 two-population differential-equation models using longitudinal tumor burden data from NSCLC patients treated with erlotinib.
- Comparison of model fits based on tumor growth dynamics, density/frequency dependence, pharmacokinetics, and treatment effects.
- Assessment of Zhang et al.'s ET protocol using the best-fitting model.
Main Results:
- The Gompertzian model, incorporating log-kill dynamics and density/frequency dependence, provided the best fit for NSCLC data, capturing resistance-driven regrowth.
- Zhang et al.'s ET protocol, when simulated with the best-fitting model, extended median time-to-progression to 42.3 months.
- This contrasts with a median time-to-progression of 24.8 months under a maximum tolerated dose (MTD) regimen.
Conclusions:
- Evolutionary therapy is a theoretically viable treatment strategy for non-small-cell lung cancer.
- This study establishes a framework for assessing ET feasibility using clinical data.
- The findings support the future clinical translation of ET for NSCLC patients.
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