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Practical guidance for conducting mediation analysis with multiple mediators using inverse odds ratio weighting.使用逆概率比加权法进行多中介变量中介分析的实用指南。
Am J Epidemiol. 2015 Mar 1;181(5):349-56. doi: 10.1093/aje/kwu278. Epub 2015 Feb 17.
2
Education and coronary heart disease risk: potential mechanisms such as literacy, perceived constraints, and depressive symptoms.教育与冠心病风险:潜在机制,如读写能力、感知到的限制因素和抑郁症状。
Health Educ Behav. 2015 Jun;42(3):370-9. doi: 10.1177/1090198114560020. Epub 2014 Nov 27.
3
Quality of education and memory test performance in older men: the New York University Paragraph Recall Test normative data.老年人教育质量与记忆测试表现:纽约大学段落回忆测试常模数据。
Curr Alzheimer Res. 2013 Sep;10(7):776-83. doi: 10.2174/15672050113109990140.
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Inverse odds ratio-weighted estimation for causal mediation analysis.逆 Odds 比值加权估计在因果中介分析中的应用。
Stat Med. 2013 Nov 20;32(26):4567-80. doi: 10.1002/sim.5864. Epub 2013 Jun 7.
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Mediation analysis allowing for exposure-mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros.中介分析允许暴露-中介相互作用和因果解释:理论假设和使用 SAS 和 SPSS 宏的实现。
Psychol Methods. 2013 Jun;18(2):137-50. doi: 10.1037/a0031034. Epub 2013 Feb 4.
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Additive interaction in survival analysis: use of the additive hazards model.生存分析中的相加交互作用:相加风险模型的应用。
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Epidemiology. 2012 Mar;23(2):223-32. doi: 10.1097/EDE.0b013e31824570bd.
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Low health literacy and health outcomes: an updated systematic review.低健康素养与健康结局:一项更新的系统评价。
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比较替代效应分解方法:识字能力在介导教育对死亡率影响中的作用。

Comparing Alternative Effect Decomposition Methods: The Role of Literacy in Mediating Educational Effects on Mortality.

作者信息

Nguyen Thu T, Tchetgen Tchetgen Eric J, Kawachi Ichiro, Gilman Stephen E, Walter Stefan, Glymour M Maria

机构信息

From the aDepartment of Epidemiology & Biostatistics, University of California, San Francisco, CA; bDepartment of Biostatistics, cDepartment of Epidemiology, dDepartment of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA; and eDivision of Intramural Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD.

出版信息

Epidemiology. 2016 Sep;27(5):670-6. doi: 10.1097/EDE.0000000000000517.

DOI:10.1097/EDE.0000000000000517
PMID:27280331
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5051696/
Abstract

BACKGROUND

Inverse odds ratio weighting, a newly proposed tool to evaluate mediation in exposure-disease associations, may be valuable for a host of research questions, but little is known about its performance in real data. We compare this approach to a more conventional Baron and Kenny type of decomposition on an additive hazards scale to estimate total, direct, and indirect effects using the example of the role of literacy in mediating the effects of education on mortality.

METHODS

Health and Retirement Study participants born in the United States between 1900 and 1947 were interviewed biennially for up to 12 years (N = 17,054). Literacy was measured with a brief vocabulary assessment. Decomposition estimates were derived based on Aalen additive hazards models.

RESULTS

A 1 standard deviation difference in educational attainment (3 years) was associated with 6.7 fewer deaths per 1000 person-years (β = -6.7, 95% confidence interval [CI]: -7.9, -5.4). Of this decrease, 1.3 fewer deaths (β = -1.3, 95% CI: -4.0, 1.2) were attributed to the literacy pathway (natural indirect), representing 19% of the total effect. Baron and Kenny estimates were consistent with inverse odds ratio weighting estimates but were less variable (natural indirect effect: -1.2 [95% CI: -1.7, -0.69], representing 18% of total effect).

CONCLUSION

In a cohort of older Americans, literacy partially mediated the effect of education on mortality. See Video Abstract at http://links.lww.com/EDE/B78.

摘要

背景

逆比值比加权法是一种新提出的用于评估暴露-疾病关联中介作用的工具,可能对许多研究问题具有重要价值,但对于其在实际数据中的表现知之甚少。我们以识字率在教育对死亡率影响的中介作用为例,在相加风险尺度上,将这种方法与更传统的Baron和Kenny分解法进行比较,以估计总效应、直接效应和间接效应。

方法

对1900年至1947年在美国出生的健康与退休研究参与者进行了长达12年的每两年一次的访谈(N = 17,054)。通过简短的词汇评估来测量识字率。基于Aalen相加风险模型得出分解估计值。

结果

教育程度相差1个标准差(3年)与每1000人年死亡人数减少6.7例相关(β = -6.7,95%置信区间[CI]:-7.9,-5.4)。在这一减少的死亡人数中,有1.3例死亡(β = -1.3,95% CI:-4.0,1.2)归因于识字途径(自然间接效应),占总效应的19%。Baron和Kenny估计值与逆比值比加权估计值一致,但变异性较小(自然间接效应:-1.2 [95% CI:-1.7,-0.69],占总效应的18%)。

结论

在一组美国老年人中,识字率部分介导了教育对死亡率的影响。见视频摘要:http://links.lww.com/EDE/B78 。