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Capitalizing on competition: An evolutionary model of competitive release in metastatic castration resistant prostate cancer treatment
- Source :
- J Theor Biol
- Publication Year :
- 2018
-
Abstract
- The development of chemotherapeutic resistance resulting in tumor relapse is thought largely to be a consequence of the mechanism of competitive release of pre-existing resistant cells in the tumor selected for growth after chemotherapeutic agents attack the previously dom- inant population of chemo-sensitive cells. To study this process, we use a mathematical model based on the replicator equations with a prisoner's dilemma payoff matrix defining fitness levels of three competing cell populations: healthy cells (cooperators), sensitive cells (defectors), and resistant cells (defectors). The model is shown to recapitulate prostate- specific antigen (PSA) measurement data of patients (a surrogate for tumor growth) from three randomized clinical trials with metastatic castration-resistant prostate cancer for pa- tients treated with 1) prednisone only, 2) mitoxantrone and prednisone and 3) docetaxel and prednisone. In each trial, continuous maximum tolerated dose (MTD) schedules reduce the sensitive cell population, initially shrinking tumor volume, but subsequently release the resistant cells to re-populate and eventually re-grow the tumor in a resistant form. The evolutionary model allows us to quantify responses to conventional therapeutic strategies as well as to design novel adaptive strategies which are able to maintain the tumor volume at reduced levels by keeping a sufficient number of sensitive cells to prevent tumor re-growth from the resistant population.
- Subjects :
- 0301 basic medicine
Statistics and Probability
Male
Population
Cell
Docetaxel
Models, Biological
General Biochemistry, Genetics and Molecular Biology
Article
03 medical and health sciences
Prostate cancer
Antigen
Prednisone
Prostate
Antineoplastic Combined Chemotherapy Protocols
medicine
Humans
Evolutionary dynamics
education
education.field_of_study
Mitoxantrone
General Immunology and Microbiology
business.industry
Applied Mathematics
General Medicine
medicine.disease
Clinical trial
Prostatic Neoplasms, Castration-Resistant
030104 developmental biology
medicine.anatomical_structure
Modeling and Simulation
Cancer research
General Agricultural and Biological Sciences
business
medicine.drug
Subjects
Details
- ISSN :
- 10958541
- Volume :
- 455
- Database :
- OpenAIRE
- Journal :
- Journal of theoretical biology
- Accession number :
- edsair.doi.dedup.....444a956a1933ad144bc596bf2c382240