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种族差异在中风风险因素估计中的选择偏差调查

An Investigation of Selection Bias in Estimating Racial Disparity in Stroke Risk Factors.

机构信息

Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama.

Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, New York.

出版信息

Am J Epidemiol. 2019 Mar 1;188(3):587-597. doi: 10.1093/aje/kwy253.

Abstract

Selection due to survival or attrition might bias estimates of racial disparities in health, but few studies quantify the likely magnitude of such bias. In a large national cohort with moderate loss to follow-up, we contrasted racial differences in 2 stroke risk factors, incident hypertension and incident left ventricular hypertrophy, estimated by complete-case analyses, inverse probability of attrition weighting, and the survivor average causal effect. We used data on 12,497 black and 17,660 white participants enrolled in the United States (2003-2007) and collected incident risk factor data approximately 10 years after baseline. At follow-up, 21.0% of white participants and 23.0% of black participants had died; additionally 22.0% of white participants and 28.4% of black participants had withdrawn. Individual probabilities of completing the follow-up visit were estimated using baseline demographic and health characteristics. Adjusted risk ratio estimates of racial disparities from complete-case analyses in both incident hypertension (1.11, 95% confidence interval: 1.02, 1.21) and incident left ventricular hypertrophy (1.02, 95% confidence interval: 0.84, 1.24) were virtually identical to estimates from inverse probability of attrition weighting and survivor average causal effect. Despite racial differences in mortality and attrition, we found little evidence of selection bias in the estimation of racial differences for these incident risk factors.

摘要

由于生存或损耗导致的选择可能会使健康方面的种族差异估计产生偏差,但很少有研究量化这种偏差的可能幅度。在一项具有中度随访损失的大型全国队列研究中,我们通过完全案例分析、反向概率损耗加权和幸存者平均因果效应,对比了种族差异在两种中风风险因素(高血压和左心室肥厚)中的差异。我们使用了美国(2003-2007 年)登记的 12497 名黑人参与者和 17660 名白人参与者的数据,并在基线后约 10 年收集了新发风险因素数据。随访时,21.0%的白人参与者和 23.0%的黑人参与者死亡;此外,22.0%的白人参与者和 28.4%的黑人参与者退出。使用基线人口统计学和健康特征来估计完成随访的个人概率。完全案例分析中高血压(1.11,95%置信区间:1.02,1.21)和左心室肥厚(1.02,95%置信区间:0.84,1.24)事件的种族差异的调整风险比估计值与反向概率损耗加权和幸存者平均因果效应的估计值几乎相同。尽管在死亡率和损耗方面存在种族差异,但我们发现这些新发风险因素的种族差异估计中几乎没有选择偏差的证据。

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