An Introductory Tutorial on Cohort State-Transition Models in R Using a Cost-Effectiveness Analysis Example

被引:7
|
作者
Alarid-Escudero, Fernando [1 ]
Krijkamp, Eline [2 ,3 ]
Enns, Eva A. [4 ]
Yang, Alan [5 ]
Hunink, M. G. Myriam [2 ,3 ,6 ]
Pechlivanoglou, Petros [7 ,8 ]
Jalal, Hawre [9 ]
机构
[1] Ctr Res & Teaching Econ CIDE, Div Publ Adm, Aguascalientes, Aguascalientes, Mexico
[2] Erasmus MC, Dept Epidemiol, Rotterdam, Netherlands
[3] Erasmus MC, Dept Radiol, Rotterdam, Netherlands
[4] Univ Minnesota, Sch Publ Hlth, Div Hlth Policy & Management, Minneapolis, MN USA
[5] Hosp Sick Children, Toronto, ON, Canada
[6] Harvard TH Chan Sch Publ Hlth, Ctr Hlth Decis Sci, Boston, MA USA
[7] Hosp Sick Children, Toronto, ON, Canada
[8] Univ Toronto, Toronto, ON, Canada
[9] Univ Ottawa, Fac Med, Sch Epidemiol & Publ Hlth, Ottawa, ON, Canada
基金
美国国家卫生研究院;
关键词
cohort state-transition models; cost-effectiveness analysis; Markov models; R software; tutorial; CONTINUOUS-TIME; MARKOV-MODELS; UNCERTAINTY; SIMULATION; STRATEGIES; FRAMEWORK;
D O I
10.1177/0272989X221103163
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Decision models can combine information from different sources to simulate the long-term consequences of alternative strategies in the presence of uncertainty. A cohort state-transition model (cSTM) is a decision model commonly used in medical decision making to simulate the transitions of a hypothetical cohort among various health states over time. This tutorial focuses on time-independent cSTM, in which transition probabilities among health states remain constant over time. We implement time-independent cSTM in R, an open-source mathematical and statistical programming language. We illustrate time-independent cSTMs using a previously published decision model, calculate costs and effectiveness outcomes, and conduct a cost-effectiveness analysis of multiple strategies, including a probabilistic sensitivity analysis. We provide open-source code in R to facilitate wider adoption. In a second, more advanced tutorial, we illustrate time-dependent cSTMs.
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页码:3 / 20
页数:18
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