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健康差异研究中的倾向得分:认知老化和西班牙裔悖论的实例。

Propensity Scores in Health Disparities Research: The Example of Cognitive Aging and the Hispanic Paradox.

机构信息

From the Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY.

Department of Epidemiology and Biostatistics, University of California San Francisco, CA.

出版信息

Epidemiology. 2023 Jul 1;34(4):495-504. doi: 10.1097/EDE.0000000000001620. Epub 2023 May 30.

Abstract

BACKGROUND

Individuals of Mexican ancestry in the United States experience substantial socioeconomic disadvantages compared with non-Hispanic white individuals; however, some studies show these groups have similar dementia risk. Evaluating whether migration selection factors (e.g., education) associated with risk of Alzheimer disease and related dementia (ADRD) explain this paradoxical finding presents statistical challenges. Intercorrelation of risk factors, common with social determinants, could make certain covariate patterns very likely or unlikely to occur for particular groups, which complicates their comparison. Propensity score (PS) methods could be leveraged here to diagnose nonoverlap and help balance exposure groups.

METHODS

We compare conventional and PS-based methods to examine differences in cognitive trajectories between foreign-born Mexican American, US-born Mexican American, and US-born non-Hispanic white individuals in the Health and Retirement Study (1994-2018). We examined cognition using a global measure. We estimated trajectories of cognitive decline from linear mixed models adjusted for migration selection factors also associated with ADRD risk conventionally or with inverse probability weighting. We also employed PS trimming and match weighting.

RESULTS

In the full sample, where PS overlap was poor, unadjusted analyses showed both Mexican ancestry groups had worse baseline cognitive scores but similar or slower rates of decline compared with non-Hispanic white adults; adjusted findings were similar, regardless of method. Focusing analyses on populations where PS overlap was improved (PS trimming and match weighting) did not alter conclusions.

CONCLUSIONS

Attempting to equalize groups on migration selection and ADRD risk factors did not explain paradoxical findings for Mexican ancestry groups in our study.

摘要

背景

与非西班牙裔白人相比,美国的墨西哥裔个体经历着巨大的社会经济劣势;然而,一些研究表明这两个群体的痴呆症风险相似。评估与阿尔茨海默病和相关痴呆症(ADRD)风险相关的移民选择因素(例如,教育程度)是否解释了这一矛盾的发现具有统计学上的挑战。与社会决定因素相关的风险因素相互关联,这使得某些协变量模式对于特定群体来说非常可能或不太可能发生,这使得它们的比较变得复杂。倾向评分(PS)方法可以在这里得到利用,以诊断非重叠并帮助平衡暴露组。

方法

我们比较了传统方法和基于 PS 的方法,以检查健康与退休研究(1994-2018 年)中出生于国外的墨西哥裔美国人、出生于美国的墨西哥裔美国人和出生于美国的非西班牙裔白人个体之间认知轨迹的差异。我们使用整体测量来检查认知。我们使用线性混合模型来估计认知下降的轨迹,该模型调整了与 ADRD 风险相关的移民选择因素,这些因素传统上是通过反向概率加权进行调整的。我们还采用了 PS 修剪和匹配加权。

结果

在 PS 重叠较差的全样本中,未经调整的分析表明,两个墨西哥裔群体的认知基线得分较差,但与非西班牙裔白人成年人相比,下降速度相似或较慢;无论采用哪种方法,调整后的发现都相似。在 PS 重叠改善的人群(PS 修剪和匹配加权)中进行分析并没有改变结论。

结论

试图在移民选择和 ADRD 风险因素上使群体均等化,并没有解释我们研究中墨西哥裔群体的矛盾发现。

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