Markov decision processes;
Cancer therapy;
Dynamic optimization;
Quality of life;
CELL LUNG-CANCER;
TOXICITY;
THERAPY;
DISEASE;
REFUSAL;
IMPACT;
STATES;
D O I:
10.1016/j.jtbi.2022.111237
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
This paper develops and analyzes a Markov chain model for the treatment of cancer. Cancer therapy is modeled as the patient's Markov Decision Problem, with the objective of maximizing the patient's discounted expected quality of life years. Patients make decisions on the duration of therapy based on the progression of the disease as well as their own preferences. We obtain a powerful analytic decision tool through which patients may select their preferred treatment strategy. We illustrate the tradeoffs patients in a numerical example and calculate the value lost to a cohort in suboptimal strategies. In a second model patients may make choices to include drug holidays. By delaying therapy, the patient temporarily forgoes the gains of therapy in order to delay its side effects. We obtain an analytic tool that allows numerical approximations of the optimal times of delay.
机构:
H Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USAH Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USA
Mehta, Rutika
Kommalapati, Anuhya
论文数: 0引用数: 0
h-index: 0
机构:
H Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USAH Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USA
Kommalapati, Anuhya
Kim, Richard D.
论文数: 0引用数: 0
h-index: 0
机构:
H Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USAH Lee Moffitt Canc Ctr & Res Inst, Dept Gastrointestinal Oncol, Tampa, FL 33612 USA
Kim, Richard D.
CANCER MANAGEMENT AND RESEARCH,
2020,
12
: 51
-
57
机构:
Northwestern Univ, Feinberg Sch Med, Inst Hlth Care Studies, Evanston, IL 60208 USAUniv Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA
Yanez, Betina
Stanton, Annette L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA
Stanton, Annette L.
Maly, Rose C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Family Med, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA