医学
危险系数
混淆
比例危险模型
协变量
内科学
逆概率加权
心肌梗塞
观察研究
逻辑回归
因果推理
冲程(发动机)
生存分析
心力衰竭
置信区间
统计
倾向得分匹配
工程类
病理
机械工程
数学
作者
Emily B. Schroeder,Patrick J. O’Connor,Julie A. Schmittdiel,Kristi Reynolds,Jay Desai,Michael Ho,Gabriela Vazquez‐Benitez,Jeffrey Anderson,Noel Pimentel,Linda Loes,Romain Neugebauer
出处
期刊:Diabetes
[American Diabetes Association]
日期:2018-06-22
卷期号:67 (Supplement_1)
被引量:1
摘要
Background: This observational study uses rigorous causal inference methods of comparative effectiveness research to emulate a trial evaluating the cardiovascular safety of analog (AI) vs. human insulins (HI). Methods:On date of first insulin use, 127,600 adults with type 2 diabetes were classified as using: AI with or without HI, or HI only. Separate analyses assessed occurrence of: myocardial infarction (MI), stroke (CVA), congestive heart failure hospitalization (CHF), cardiovascular (CV) death, or death, censored at disenrollment, start of pregnancy, or 12/31/2013. Marginal structural modeling (MSM) with Inverse Probability Weighting (IPW) was used to compare event free survival in per-protocol analyses in which follow-up data was right-censored for cross-over or interrupted insulin therapy. Adjusted and unadjusted effect estimates were based on two logistic MSM parameterizations for counterfactual hazards. To address potential residual confounding, we conducted four sensitivity analyses with three nested covariate adjustment sets and machine learning for data-adaptive selection of covariates. Results:Mean follow-up time was 21 months. The Table shows hazard ratios (95% CI) of AI vs. HI users for events of interest. Conclusions: We observed no statistically significant differences in 5 major clinical outcomes between users of AI and HI. Disclosure E.B. Schroeder: None. P.J. O'Connor: None. J. Schmittdiel: None. K. Reynolds: Research Support; Self; Amarin Corporation, Novartis Pharmaceuticals Corporation, Amgen Inc., CSL Behring. J.R. Desai: None. M. Ho: None. G. Vazquez Benitez: None. J.P. Anderson: None. N. Pimentel: None. L.M. Loes: None. R. Neugebauer: None.
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