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.

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