Optimization of the MACE endpoint composition to increase power in studies of lipid-lowering therapies-a model-based meta-analysis

被引:0
|
作者
Volkova, Alina [1 ,2 ]
Shulgin, Boris [3 ]
Helmlinger, Gabriel [4 ]
Peskov, Kirill [1 ,2 ,3 ]
Sokolov, Victor [1 ,2 ]
机构
[1] Modeling & Simulat Decis FZ LLC, Dubai, U Arab Emirates
[2] Sirius Univ Sci & Technol, Sirius, Russia
[3] Sechenov First Moscow State Med Univ, Res Ctr Model Informed Drug Dev, Moscow, Russia
[4] Biorchestra Co Ltd, Cambridge, MA USA
来源
FRONTIERS IN CARDIOVASCULAR MEDICINE | 2024年 / 10卷
关键词
MACE; cardiovascular disease; dyslipidemia biomarkers; lipid-lowering medication; model-based meta-analysis; sample size; DENSITY-LIPOPROTEIN CHOLESTEROL; CARDIOVASCULAR EVENTS; CLINICAL-RESEARCH; LDL CHOLESTEROL; RISK; EFFICACY; SAFETY; ASSOCIATION; ALIROCUMAB; MORTALITY;
D O I
10.3389/fcvm.2023.1242845
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims To develop a model-informed methodology for the optimization of the Major Adverse Cardiac Events (MACE) composite endpoint, based on a model-based meta-analysis across anti-hypercholesterolemia trials of statin and anti-PCSK9 drugs.Methods and results Mixed-effects meta-regression modeling of stand-alone MACE outcomes was performed, with therapy type, population demographics, baseline and change over time in lipid biomarkers as predictors. Randomized clinical trials up to June 28, 2022, of either statins or anti-PCSK9 therapies were identified through a systematic review process in PubMed and ClinicalTrials.gov databases. In total, 54 studies (270,471 patients) were collected, reporting 15 different single cardiovascular events. Treatment-mediated decrease in low density lipoprotein cholesterol, baseline levels of remnant and high-density lipoprotein cholesterol as well as non-lipid population characteristics and type of therapy were identified as significant covariates for 10 of the 15 outcomes. The required sample size per composite 3- and 4-point MACE endpoint was calculated based on the estimated treatment effects in a population and frequencies of the incorporated events in the control group, trial duration, and uncertainty in model parameters.Conclusion A quantitative tool was developed and used to benchmark different compositions of 3- and 4-point MACE for statins and anti-PCSK9 therapies, based on the minimum population size required to achieve statistical significance in relative risk reduction, following meta-regression modeling of the single MACE components. The approach we developed may be applied towards the optimization of the design of future trials in dyslipidemia disorders as well as in other therapeutic areas.
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页数:11
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