Adaptive therapy, a new therapeutic strategy, is increasingly applied in the treatment of cancer. According to the evolutionary game theory of cancer cells, adaptive therapy is understood as the dynamic regulation of cancer cells. However, it is a great challenge to identify the therapeutic period and dose in adaptive therapy. In this study, we establish a competitive model between drug-sensitive and drug-resistant cancer cells. Theoretical analysis, including the stability of equilibrium points and the existence of periodic solutions, validates the interpretability of the model. The available data for prostate cancers are used to identify the model parameters. Furthermore, we propose a new dynamic optimization problem with constraints to establish the adaptive therapeutic schedule for prostate cancer, and an optimal set of decisions in this optimization problem represents the therapeutic period and dose in adaptive therapy. Through numerical simulations and quantitative analysis, we compare our therapeutic schedule and current adaptive therapeutic schedules in patients with prostate cancer in three aspects: the total drug dose, the peak number of drug-resistant cancer cells and the survival time. These results demonstrate that our therapeutic framework is superior to the current adaptive therapeutic schedules. The proposed therapeutic framework could provide an identifiable adaptive therapy to achieve personal and precise treatment for prostate cancer.(c) 2022 Elsevier Inc. All rights reserved.
机构:
Queen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
Univ Calif San Diego, Dept Med, Div Biomed Informat, San Diego, CA 92103 USAQueen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
Curtius, Kit
Dewanji, Anup
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Indian Stat Inst, Appl Stat Unit, Kolkata, IndiaQueen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
Dewanji, Anup
Hazelton, William D.
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Fred Hutchinson Canc Res Ctr, Program Computat Biol, 1124 Columbia St, Seattle, WA 98104 USAQueen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
Hazelton, William D.
Rubenstein, Joel H.
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Univ Michigan, Sch Med, Div Gastroenterol, Ann Arbor, MI USA
Ann Arbor Vet Affairs Med Ctr, Ctr Clin Management Res, Ann Arbor, MI USAQueen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
Rubenstein, Joel H.
Luebeck, E. Georg
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Fred Hutchinson Canc Res Ctr, Program Computat Biol, 1124 Columbia St, Seattle, WA 98104 USAQueen Mary Univ London, Ctr Genom & Computat Biol, Barts Canc Inst, London, England
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Zhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Kong, Jing
Chen, Xi
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Zhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Natl Ctr Int Res Qual Targeted Proc Optimizat & C, Hangzhou, Zhejiang, Peoples R ChinaZhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Gyeongsang Natl Univ, Changwon Hosp, Chang Won 51472, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Jo, Guang Sub
Chae, Jong Pyo
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Gyeongsang Natl Univ, Changwon Hosp, Chang Won 51472, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Chae, Jong Pyo
Lee, Sang Bong
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Gyeongsang Natl Univ, Changwon Hosp, Chang Won 51472, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Lee, Sang Bong
Kim, Chul Hang
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Gyeongsang Natl Univ, Changwon Hosp, Chang Won 51472, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Kim, Chul Hang
Jeong, Bae Kwon
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Jinju 52727, South Korea
Gyeongsang Natl Univ Hosp, Jinju 52727, South Korea
Gyeongsang Natl Univ, Inst Hlth Sci, Jinju 52727, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Jeong, Bae Kwon
Jeong, Hojin
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Jinju 52727, South Korea
Gyeongsang Natl Univ Hosp, Jinju 52727, South Korea
Gyeongsang Natl Univ, Inst Hlth Sci, Jinju 52727, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea
Jeong, Hojin
Lee, Yun Hee
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Gyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Jinju 52727, South Korea
Gyeongsang Natl Univ Hosp, Jinju 52727, South Korea
Gyeongsang Natl Univ, Inst Hlth Sci, Jinju 52727, South KoreaGyeongsang Natl Univ, Sch Med, Dept Radiat Oncol, Chang Won 51472, South Korea