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Mathematical modeling of prostate cancer progression in response to androgen ablation therapy.
- Source :
-
Proceedings of the National Academy of Sciences of the United States of America [Proc Natl Acad Sci U S A] 2011 Dec 06; Vol. 108 (49), pp. 19701-6. Date of Electronic Publication: 2011 Nov 21. - Publication Year :
- 2011
-
Abstract
- Prostate cancer progression depends in part on the complex interactions between testosterone, its active metabolite DHT, and androgen receptors. In a metastatic setting, the first line of treatment is the elimination of testosterone. However, such interventions are not curative because cancer cells evolve via multiple mechanisms to a castrate-resistant state, allowing progression to a lethal outcome. It is hypothesized that administration of antiandrogen therapy in an intermittent, as opposed to continuous, manner may bestow improved disease control with fewer treatment-related toxicities. The present study develops a biochemically motivated mathematical model of antiandrogen therapy that can be tested prospectively as a predictive tool. The model includes "personalized" parameters, which address the heterogeneity in the predicted course of the disease under various androgen-deprivation schedules. Model simulations are able to capture a variety of clinically observed outcomes for "average" patient data under different intermittent schedules. The model predicts that in the absence of a competitive advantage of androgen-dependent cancer cells over castration-resistant cancer cells, intermittent scheduling can lead to more rapid treatment failure as compared to continuous treatment. However, increasing a competitive advantage for hormone-sensitive cells swings the balance in favor of intermittent scheduling, delaying the acquisition of genetic or epigenetic alterations empowering androgen resistance. Given the near universal prevalence of antiandrogen treatment failure in the absence of competing mortality, such modeling has the potential of developing into a useful tool for incorporation into clinical research trials and ultimately as a prognostic tool for individual patients.
- Subjects :
- Androgen Antagonists blood
Animals
Antineoplastic Agents, Hormonal therapeutic use
Cells, Cultured
Disease Progression
Drug Administration Schedule
Flutamide therapeutic use
Goserelin therapeutic use
Humans
Male
Orchiectomy
Organ Size drug effects
Prostate drug effects
Prostate growth & development
Prostate metabolism
Prostate-Specific Antigen blood
Prostatic Neoplasms blood
Prostatic Neoplasms pathology
Rats
Rats, Sprague-Dawley
Receptors, Androgen metabolism
Testosterone blood
Testosterone pharmacokinetics
Testosterone pharmacology
Treatment Outcome
Algorithms
Androgen Antagonists therapeutic use
Models, Biological
Prostatic Neoplasms drug therapy
Subjects
Details
- Language :
- English
- ISSN :
- 1091-6490
- Volume :
- 108
- Issue :
- 49
- Database :
- MEDLINE
- Journal :
- Proceedings of the National Academy of Sciences of the United States of America
- Publication Type :
- Academic Journal
- Accession number :
- 22106268
- Full Text :
- https://doi.org/10.1073/pnas.1115750108