• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

应用中介分析:综述与教程

Applied mediation analyses: a review and tutorial.

作者信息

Lange Theis, Hansen Kim Wadt, Sørensen Rikke, Galatius Søren

机构信息

Department of Biostatistics, University of Copenhagen, Copenhagen, Denmark.

Center for Statistical Science, Peking University, Copenhagen, Denmark.

出版信息

Epidemiol Health. 2017 Aug 6;39:e2017035. doi: 10.4178/epih.e2017035. eCollection 2017.

DOI:10.4178/epih.e2017035
PMID:29121709
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5723912/
Abstract

In recent years, mediation analysis has emerged as a powerful tool to disentangle causal pathways from an exposure/treatment to clinically relevant outcomes. Mediation analysis has been applied in scientific fields as diverse as labour market relations and randomized clinical trials of heart disease treatments. In parallel to these applications, the underlying mathematical theory and computer tools have been refined. This combined review and tutorial will introduce the reader to modern mediation analysis including: the mathematical framework; required assumptions; and software implementation in the R package medflex. All results are illustrated using a recent study on the causal pathways stemming from the early invasive treatment of acute coronary syndrome, for which the rich Danish population registers allow us to follow patients' medication use and more after being discharged from hospital.

摘要

近年来,中介分析已成为一种强大的工具,用于理清从暴露/治疗到临床相关结局的因果路径。中介分析已应用于诸如劳动力市场关系和心脏病治疗随机临床试验等多个科学领域。与这些应用并行的是,基础数学理论和计算机工具也得到了完善。这篇综述与教程相结合的文章将向读者介绍现代中介分析,包括:数学框架;所需假设;以及R包medflex中的软件实现。所有结果都通过一项关于急性冠状动脉综合征早期侵入性治疗因果路径的最新研究进行说明,丹麦丰富的人口登记数据使我们能够跟踪患者出院后的用药情况及更多信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3e0/5723912/b549878cac88/epih-39-e2017035f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3e0/5723912/09ca44a721d0/epih-39-e2017035f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3e0/5723912/b549878cac88/epih-39-e2017035f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3e0/5723912/09ca44a721d0/epih-39-e2017035f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c3e0/5723912/b549878cac88/epih-39-e2017035f2.jpg

相似文献

1
Applied mediation analyses: a review and tutorial.应用中介分析:综述与教程
Epidemiol Health. 2017 Aug 6;39:e2017035. doi: 10.4178/epih.e2017035. eCollection 2017.
2
Introduction to Mediation Analysis and Examples of Its Application to Real-world Data.中介分析简介及其在真实世界数据中应用实例
J Prev Med Public Health. 2021 May;54(3):166-172. doi: 10.3961/jpmph.21.069. Epub 2021 May 7.
3
Evidence-based medication use among Chinese patients with acute coronary syndromes at the time of hospital discharge and 1 year after hospitalization: results from the Clinical Pathways for Acute Coronary Syndromes in China (CPACS) study.中国急性冠脉综合征患者出院时及住院1年后的循证用药情况:中国急性冠脉综合征临床路径(CPACS)研究结果
Am Heart J. 2009 Mar;157(3):509-516.e1. doi: 10.1016/j.ahj.2008.09.026. Epub 2008 Dec 17.
4
Understanding how pain education causes changes in pain and disability: protocol for a causal mediation analysis of the PREVENT trial.理解疼痛教育如何引起疼痛和残疾的变化:PREVENT试验因果中介分析方案
J Physiother. 2015 Jul;61(3):156. doi: 10.1016/j.jphys.2015.03.004. Epub 2015 Jun 10.
5
Multifaceted intervention to improve medication adherence and secondary prevention measures after acute coronary syndrome hospital discharge: a randomized clinical trial.多方面干预措施改善急性冠状动脉综合征出院后患者的用药依从性和二级预防措施:一项随机临床试验。
JAMA Intern Med. 2014 Feb 1;174(2):186-93. doi: 10.1001/jamainternmed.2013.12944.
6
Discharge antithrombotic strategies among patients with acute coronary syndrome previously on warfarin anticoagulation: physician practice in the CRUSADE registry.既往接受华法林抗凝治疗的急性冠状动脉综合征患者出院时的抗栓策略:CRUSADE注册研究中的医生实践
Am Heart J. 2008 Feb;155(2):361-8. doi: 10.1016/j.ahj.2007.09.003. Epub 2007 Oct 25.
7
Acute coronary care in the elderly, part I: Non-ST-segment-elevation acute coronary syndromes: a scientific statement for healthcare professionals from the American Heart Association Council on Clinical Cardiology: in collaboration with the Society of Geriatric Cardiology.老年人急性冠脉护理,第一部分:非ST段抬高型急性冠脉综合征:美国心脏协会临床心脏病学委员会为医疗专业人员发布的科学声明:与老年心脏病学会合作制定
Circulation. 2007 May 15;115(19):2549-69. doi: 10.1161/CIRCULATIONAHA.107.182615.
8
Patient-centered adherence intervention after acute coronary syndrome hospitalization.急性冠状动脉综合征住院后的以患者为中心的依从性干预。
Circ Cardiovasc Qual Outcomes. 2012 Jul 1;5(4):571-6. doi: 10.1161/CIRCOUTCOMES.111.962290.
9
[Administration of statins during the acute phase of acute coronary syndrome].[急性冠状动脉综合征急性期他汀类药物的应用]
Med Intensiva. 2010 Jan-Feb;34(1):56-63. doi: 10.1016/j.medin.2009.07.012. Epub 2009 Oct 28.
10
Optimal medical therapy at discharge in patients with acute coronary syndromes: temporal changes, characteristics, and 1-year outcome.急性冠状动脉综合征患者出院时的最佳药物治疗:时间变化、特征及1年结局
Am Heart J. 2007 Dec;154(6):1108-15. doi: 10.1016/j.ahj.2007.07.040. Epub 2007 Sep 14.

引用本文的文献

1
Study protocol for a cluster-randomized controlled trial of a universal home-based, multi-component intervention to promote healthy weight development in children during infancy and toddlerhood in denmark: the bloom study.丹麦一项关于在婴儿期和幼儿期促进儿童健康体重发展的基于家庭的多成分通用干预措施的整群随机对照试验的研究方案:绽放研究
BMC Public Health. 2025 Aug 27;25(1):2952. doi: 10.1186/s12889-025-24352-1.
2
Modulation of Treatment Effect on Disability by Disease Activity in Progressive Multiple Sclerosis: An Individual Patient Data Meta-Analysis.疾病活动度对进展性多发性硬化症残疾治疗效果的调节作用:一项个体患者数据荟萃分析
JAMA Neurol. 2025 Jul 28. doi: 10.1001/jamaneurol.2025.2565.
3

本文引用的文献

1
Flexible Mediation Analysis With Multiple Mediators.具有多个中介变量的灵活中介分析
Am J Epidemiol. 2017 Jul 15;186(2):184-193. doi: 10.1093/aje/kwx051.
2
Effectiveness of an early versus a conservative invasive treatment strategy in acute coronary syndromes: a nationwide cohort study.急性冠状动脉综合征中早期与保守侵入性治疗策略的有效性:一项全国性队列研究。
Ann Intern Med. 2015 Nov 17;163(10):737-46. doi: 10.7326/M15-0303. Epub 2015 Oct 27.
3
2015 ESC Guidelines for the management of acute coronary syndromes in patients presenting without persistent ST-segment elevation: Task Force for the Management of Acute Coronary Syndromes in Patients Presenting without Persistent ST-Segment Elevation of the European Society of Cardiology (ESC).
Investigating the causal relationships between attention-deficit/hyperactivity disorder and autoimmune diseases: Evidence from Mendelian randomization study.
探究注意力缺陷多动障碍与自身免疫性疾病之间的因果关系:来自孟德尔随机化研究的证据。
Medicine (Baltimore). 2025 Jan 3;104(1):e41157. doi: 10.1097/MD.0000000000041157.
4
Analysis of temporal survival trends: considerations and best practice.时间生存趋势分析:注意事项与最佳实践
BMC Med Res Methodol. 2025 Feb 22;25(1):51. doi: 10.1186/s12874-025-02505-5.
5
A systematic review of mediation analysis frameworks in studies examining the determinants of cardiometabolic outcomes in people living with HIV.一项关于研究艾滋病毒感染者心血管代谢结果决定因素的中介分析框架的系统综述。
BMC Med Res Methodol. 2025 Feb 20;25(1):41. doi: 10.1186/s12874-025-02498-1.
6
Anastomotic leakage after resection for rectal cancer and recurrence-free survival in relation to postoperative C-reactive protein levels.直肠癌切除术后吻合口漏与术后C反应蛋白水平相关的无复发生存率。
Int J Colorectal Dis. 2024 Dec 2;39(1):193. doi: 10.1007/s00384-024-04766-w.
7
Childhood poverty, social support, immigration background and adolescent health and life satisfaction: A population-based longitudinal study.童年贫困、社会支持、移民背景与青少年健康及生活满意度:一项基于人群的纵向研究。
J Adolesc. 2025 Jan;97(1):165-179. doi: 10.1002/jad.12408. Epub 2024 Oct 8.
8
Investigating the causal relationship between wealth index and ICT skills: a mediation analysis approach.调查财富指数与信息通信技术技能之间的因果关系:中介分析方法。
Sci Rep. 2024 Aug 26;14(1):19786. doi: 10.1038/s41598-024-71090-2.
9
Potential Mediators for Treatment Effects of Novel Diabetes Medications on Cardiovascular and Renal Outcomes: A Meta-Regression Analysis.新型糖尿病药物对心血管和肾脏结局影响的潜在中介因素:一项荟萃回归分析。
J Am Heart Assoc. 2024 Feb 20;13(4):e032463. doi: 10.1161/JAHA.123.032463. Epub 2024 Feb 16.
10
Arsenic Exposure and Epigenetic Aging: The Association with Cardiovascular Disease and All-Cause Mortality in the Strong Heart Study.砷暴露与表观遗传衰老:与强心研究中心血管疾病和全因死亡率的关联。
Environ Health Perspect. 2023 Dec;131(12):127016. doi: 10.1289/EHP11981. Epub 2023 Dec 22.
2015年欧洲心脏病学会(ESC)非持续性ST段抬高型急性冠脉综合征患者管理指南:欧洲心脏病学会(ESC)非持续性ST段抬高型急性冠脉综合征患者管理工作组
Eur Heart J. 2016 Jan 14;37(3):267-315. doi: 10.1093/eurheartj/ehv320. Epub 2015 Aug 29.
4
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.
5
A simple unified approach for estimating natural direct and indirect effects.一种用于估计自然直接和间接效应的简单统一方法。
Am J Epidemiol. 2012 Aug 1;176(3):190-5. doi: 10.1093/aje/kwr525. Epub 2012 Jul 10.
6
The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations.社会心理学研究中的调节变量与中介变量区分:概念、策略及统计考量
J Pers Soc Psychol. 1986 Dec;51(6):1173-82. doi: 10.1037//0022-3514.51.6.1173.