Operations research;
Value of information;
Markov decision process;
Stochastic simulation;
Cardiovascular disease;
Genetic testing;
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摘要:
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.
机构:
CUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USACUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USA
Choi, B. G.
Vilahur, G.
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机构:
CUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USACUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USA
Vilahur, G.
Yadegar, D.
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机构:
CUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USACUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USA
Yadegar, D.
Viles-Gonzalez, J. F.
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机构:
CUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USACUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USA
Viles-Gonzalez, J. F.
Badimon, J. J.
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机构:
CUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USACUNY Mt Sinai Sch Med, Cardiovasc Biol Res Lab, Zena & Michael A Wiener Cardiovasc Inst, New York, NY 10029 USA
机构:
Univ Toronto, Fac Med, Toronto, ON, CanadaMcGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, Canada
Akioyamen, Leo E.
Aljenedil, Sumayah
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机构:
King Faisal Specialist Hosp & Res Ctr, Dept Pathol & Lab Med, Riyadh, Saudi ArabiaMcGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, Canada
Aljenedil, Sumayah
Riviere, Jean-Baptiste
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McGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, CanadaMcGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, Canada
Riviere, Jean-Baptiste
Ruel, Isabelle
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机构:
McGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, CanadaMcGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, Canada
Ruel, Isabelle
Genest, Jacques
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机构:
McGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, CanadaMcGill Univ, Ctr Hlth, Royal Victoria Hosp, Res Inst, Montreal, PQ, Canada