TY - JOUR
T1 - Time-dependent cardiovascular treatment benefit model for lipid-lowering therapies
AU - Khan, Irfan
AU - Peterson, Eric D.
AU - Cannon, Christopher P.
AU - Sedita, Lauren E.
AU - Edelberg, Jay M.
AU - Ray, Kausik K.
N1 - Funding Information:
This study was funded by Sanofi and Regeneron Pharmaceuticals Inc.
Funding Information:
Prashant Sinha, BE, Axtria, supported the development of the model. Kausik K. Ray acknowledges support from the National Institute of Health Research Imperial Biomedical Research Centre.
Publisher Copyright:
© 2020 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley.
PY - 2020/8/4
Y1 - 2020/8/4
N2 - BACKGROUND: With the availability of new lipid-lowering therapy options, there is a need to compare the expected clinical benefit of different treatment strategies in different patient populations and over various time frames. We aimed to develop a time-dependent model from published randomized controlled trials summarizing the relationship between low-density lipoprotein cholesterol lowering and cardiovascular risk reduction and to apply the model to investigate the effect of treatment scenarios over time. METHODS AND RESULTS: A cardiovascular treatment benefit model was specified with parameters as time since treatment initiation, magnitude of low-density lipoprotein cholesterol reduction, and additional patient characteristics. The model was estimated from randomized controlled trial data from 22 trials for statins and nonstatins. In 15 trials, the new time-dependent model had better predictions than cholesterol treatment trialists’ estimations for a composite of coronary heart disease death, nonfatal myocardial infarction, and ischemic stroke. In explored scenarios, absolute risk reduction ≥2% with intensive treatment with high-intensity statin, ezetimibe, and high-dose proprotein convertase subtilisin/kexin type 9 inhibitor compared with high-or moderate-intensity statin alone were achieved in higher-risk populations with 2 to 5 years of treatment, and lower-risk populations with 9 to 11 years of treatment. CONCLUSIONS: The time-dependent model accurately predicted treatment benefit seen from randomized controlled trials with a given lipid-lowering therapy by incorporating patient profile, timing, duration, and treatment type. The model can facilitate decision making and scenario analyses with a given lipid-lowering therapy strategy in various patient populations and time frames by providing an improved assessment of treatment benefit over time.
AB - BACKGROUND: With the availability of new lipid-lowering therapy options, there is a need to compare the expected clinical benefit of different treatment strategies in different patient populations and over various time frames. We aimed to develop a time-dependent model from published randomized controlled trials summarizing the relationship between low-density lipoprotein cholesterol lowering and cardiovascular risk reduction and to apply the model to investigate the effect of treatment scenarios over time. METHODS AND RESULTS: A cardiovascular treatment benefit model was specified with parameters as time since treatment initiation, magnitude of low-density lipoprotein cholesterol reduction, and additional patient characteristics. The model was estimated from randomized controlled trial data from 22 trials for statins and nonstatins. In 15 trials, the new time-dependent model had better predictions than cholesterol treatment trialists’ estimations for a composite of coronary heart disease death, nonfatal myocardial infarction, and ischemic stroke. In explored scenarios, absolute risk reduction ≥2% with intensive treatment with high-intensity statin, ezetimibe, and high-dose proprotein convertase subtilisin/kexin type 9 inhibitor compared with high-or moderate-intensity statin alone were achieved in higher-risk populations with 2 to 5 years of treatment, and lower-risk populations with 9 to 11 years of treatment. CONCLUSIONS: The time-dependent model accurately predicted treatment benefit seen from randomized controlled trials with a given lipid-lowering therapy by incorporating patient profile, timing, duration, and treatment type. The model can facilitate decision making and scenario analyses with a given lipid-lowering therapy strategy in various patient populations and time frames by providing an improved assessment of treatment benefit over time.
KW - Atherosclerotic cardiovascular disease
KW - Ezetimibe
KW - Low-density lipoprotein cholesterol
KW - PCSK9 inhibitor
KW - Statin
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U2 - 10.1161/JAHA.120.016506
DO - 10.1161/JAHA.120.016506
M3 - Article
C2 - 32720582
AN - SCOPUS:85089162434
SN - 2047-9980
VL - 9
JO - Journal of the American Heart Association
JF - Journal of the American Heart Association
IS - 15
M1 - e016506
ER -