Optimal control to reach eco-evolutionary stability in metastatic castrate-resistant prostate cancer

被引:38
作者
Cunningham, Jessica [1 ,2 ]
Thuijsman, Frank [2 ]
Peeters, Ralf [2 ]
Viossat, Yannick [3 ]
Brown, Joel [1 ,4 ]
Gatenby, Robert [1 ,5 ]
Stankova, Katerina [2 ,6 ]
机构
[1] H Lee Moffitt Canc Ctr & Res Inst, Dept Integrated Math Oncol, Tampa, FL 33612 USA
[2] Maastricht Univ, Dept Data Sci & Knowledge Engn, Maastricht, Netherlands
[3] Univ Paris 09, Univ PSL, CEREMADE, Paris, France
[4] Univ Illinois, Dept Biol Sci, Chicago, IL USA
[5] H Lee Moffitt Canc Ctr & Res Inst, Dept Diagnost Imaging & Intervent Radiol, Tampa, FL USA
[6] Delft Univ Technol, Delft Inst Appl Math, Delft, Netherlands
来源
PLOS ONE | 2020年 / 15卷 / 12期
关键词
INTERMITTENT ANDROGEN SUPPRESSION; GAME-THEORY; MATHEMATICAL-MODEL; CLONAL EVOLUTION; TUMOR-GROWTH; CHEMOTHERAPY; SURVIVAL; DYNAMICS; THERAPY; HETEROGENEITY;
D O I
10.1371/journal.pone.0243386
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In the absence of curative therapies, treatment of metastatic castrate-resistant prostate cancer (mCRPC) using currently available drugs can be improved by integrating evolutionary principles that govern proliferation of resistant subpopulations into current treatment protocols. Here we develop what is coined as an 'evolutionary stable therapy', within the context of the mathematical model that has been used to inform the first adaptive therapy clinical trial of mCRPC. The objective of this therapy is to maintain a stable polymorphic tumor heterogeneity of sensitive and resistant cells to therapy in order to prolong treatment efficacy and progression free survival. Optimal control analysis shows that an increasing dose titration protocol, a very common clinical dosing process, can achieve tumor stabilization for a wide range of potential initial tumor compositions and volumes. Furthermore, larger tumor volumes may counter intuitively be more likely to be stabilized if sensitive cells dominate the tumor composition at time of initial treatment, suggesting a delay of initial treatment could prove beneficial. While it remains uncertain if metastatic disease in humans has the properties that allow it to be truly stabilized, the benefits of a dose titration protocol warrant additional pre-clinical and clinical investigations.
引用
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页数:24
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