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Published on: November 24, 2020
Optimal cholesterol treatment plans and genetic testing strategies for cardiovascular diseases
Wesley J Marrero1, Mariel S Lavieri2, Jeremy B Sussman3
1Industrial & Operations Engineering, University of Michigan, 1891 IOE Building 1205 Beal Ave, Ann Arbor, MI, 48109, USA. wmarrero@umich.edu.
Insights
Integrating genetic testing into Atherosclerotic Cardiovascular Disease (ASCVD) management improves patient outcomes. Optimal treatment plans using genetic data save lives and reduce healthcare costs, highlighting the value of precision medicine.
Area of Science:
- Health Economics
- Genetics
- Cardiovascular Disease Research
Background:
- Atherosclerotic cardiovascular disease (ASCVD) is a major cause of mortality in the US.
- The genetic underpinnings of ASCVD are recognized, but their impact on prevention and treatment strategies remains underexplored.
- Cholesterol is a key modifiable risk factor for ASCVD.
Purpose of the Study:
- To model patient health trajectories and optimize simultaneous treatment and genetic testing decisions for ASCVD.
- To quantify the impact of incorporating genetic information into ASCVD management.
- To determine the optimal timing and necessity of genetic testing for patients.
Main Methods:
- Stochastic modeling of patient health trajectories.
- Markov decision processes for cholesterol treatment plan optimization.
- Value of information analysis to guide genetic testing decisions.
- Simulation of health trajectories for over 64 million adult patients.
Main Results:
- An estimated 6.73 million patients would undergo genetic testing under the proposed model.
- Treatment plans incorporating both clinical and genetic information yielded 5,487 additional quality-adjusted life-years.
- These precision medicine-informed plans resulted in a cost saving of $1.18 billion compared to plans using only clinical data.
Conclusions:
- Integrating genetic testing into ASCVD management is clinically beneficial and cost-effective.
- Genetic information significantly enhances the optimization of treatment strategies for ASCVD.
- The findings underscore the growing importance of genetic insights in precision medicine for cardiovascular health.
Abstract:
Atherosclerotic cardiovascular disease (ASCVD) is among the leading causes of death in the US. Although research has shown that ASCVD has genetic elements, the understanding of how genetic testing influences its prevention and treatment has been limited. To this end, we model the health trajectory of patients stochastically and determine treatment and testing decisions simultaneously. Since the cholesterol level of patients is one controllable risk factor for ASCVD events, we model cholesterol treatment plans as Markov decision processes. We determine whether and when patients should receive a genetic test using value of information analysis. By simulating the health trajectory of over 64 million adult patients, we find that 6.73 million patients undergo genetic testing. The optimal treatment plans informed with clinical and genetic information save 5,487 more quality-adjusted life-years while costing $1.18 billion less than the optimal treatment plans informed with clinical information only. As precision medicine becomes increasingly important, understanding the impact of genetic information becomes essential.
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