Mediation analysis with a time-to-event outcome: a review of use and reporting in healthcare research

被引:70
作者
Lapointe-Shaw, Lauren [1 ,2 ,3 ]
Bouck, Zachary [4 ]
Howell, Nicholas A. [2 ,3 ,5 ]
Lange, Theis [6 ,7 ]
Orchanian-Cheff, Ani [8 ]
Austin, Peter C. [2 ,3 ]
Ivers, Noah M. [2 ,3 ,4 ,9 ]
Redelmeier, Donald A. [1 ,2 ,3 ]
Bell, Chaim M. [1 ,2 ,3 ,10 ]
机构
[1] Univ Toronto, Dept Med, Toronto, ON, Canada
[2] Univ Toronto, Inst Hlth Policy Management & Evaluat, Toronto, ON, Canada
[3] Inst Clin Evaluat Sci, Toronto, ON, Canada
[4] Womens Coll Hosp, Inst Hlth Syst Solut & Virtual Care, Toronto, ON, Canada
[5] St Michaels Hosp, Ctr Urban Hlth Solut, Toronto, ON, Canada
[6] Univ Copenhagen, Sect Biostat, Copenhagen, Denmark
[7] Peking Univ, Ctr Stat Sci, Beijing, Peoples R China
[8] Univ Hlth Network, Lib & Informat Serv, Toronto, ON, Canada
[9] Univ Toronto, Dept Family & Community Med, Toronto, ON, Canada
[10] Mt Sinai Hlth Syst, Dept Med, Toronto, ON, Canada
关键词
Mediation; Indirect effect; Counterfactuals; Reporting; Mediation analysis; Survival; Time-to-event; Methodology; SAMPLE-SIZE; INCREASED MORTALITY; NATURAL DIRECT; VISUAL-ACUITY; CAUSAL; IMPLEMENTATION; RISK; BIAS; SAS;
D O I
10.1186/s12874-018-0578-7
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
BackgroundMediation analysis tests whether the relationship between two variables is explained by a third intermediate variable. We sought to describe the usage and reporting of mediation analysis with time-to-event outcomes in published healthcare research.MethodsA systematic search of Medline, Embase, and Web of Science was executed in December 2016 to identify applications of mediation analysis to healthcare research involving a clinically relevant time-to-event outcome. We summarized usage over time and reporting of important methodological characteristics.ResultsWe included 149 primary studies, published from 1997 to 2016. Most studies were published after 2011 (n=110, 74%), and the annual number of studies nearly doubled in the last year (from n=21 to n=40). A traditional approach (causal steps or change in coefficient) was most commonly taken (n=87, 58%), and the majority of studies (n=114, 77%) used a Cox Proportional Hazards regression for the outcome. Few studies (n=52, 35%) mentioned any of the assumptions or limitations fundamental to a causal interpretation of mediation analysis.ConclusionThere is increasing use of mediation analysis with time-to-event outcomes. Current usage is limited by reliance on traditional methods and the Cox Proportional Hazards model, as well as low rates of reporting of underlying assumptions. There is a need for formal criteria to aid authors, reviewers, and readers reporting or appraising such studies.
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页数:12
相关论文
共 45 条
[1]  
Analytics C, 2017, 2016 J CIT REP
[2]   THE MODERATOR MEDIATOR VARIABLE DISTINCTION IN SOCIAL PSYCHOLOGICAL-RESEARCH - CONCEPTUAL, STRATEGIC, AND STATISTICAL CONSIDERATIONS [J].
BARON, RM ;
KENNY, DA .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1986, 51 (06) :1173-1182
[3]   Longitudinal Relationships Among Visual Acuity, Daily Functional Status, and Mortality The Salisbury Eye Evaluation Study [J].
Christ, Sharon L. ;
Zheng, Diane ;
Swenor, Bonnielin K. ;
Lam, Byron L. ;
West, Sheila K. ;
Tannenbaum, Stacey L. ;
Munoz, Beatriz E. ;
Lee, David J. .
JAMA OPHTHALMOLOGY, 2014, 132 (12) :1400-1406
[4]   Simpson's Paradox in Survival Models [J].
Di Serio, Clelia ;
Rinott, Yosef ;
Scarsini, Marco .
SCANDINAVIAN JOURNAL OF STATISTICS, 2009, 36 (03) :463-480
[5]   A General Model for Testing Mediation and Moderation Effects [J].
Fairchild, Amanda J. ;
MacKinnon, David P. .
PREVENTION SCIENCE, 2009, 10 (02) :87-99
[6]   Dynamic path analysis - a new approach to analyzing time-dependent covariates [J].
Fosen, Johan ;
Ferkingstad, Egil ;
Borgan, Ornulf ;
Aalen, Odd O. .
LIFETIME DATA ANALYSIS, 2006, 12 (02) :143-167
[7]   Required sample size to detect the mediated effect [J].
Fritz, Matthew S. ;
MacKinnon, David P. .
PSYCHOLOGICAL SCIENCE, 2007, 18 (03) :233-239
[8]  
Gamer M., 2012, R PACKAGE VERSION 0, P137
[9]   Mediation Analysis with Survival Outcomes: Accelerated Failure Time vs. Proportional Hazards Models [J].
Gelfand, Lois A. ;
MacKinnon, David P. ;
DeRubeis, Robert J. ;
Baraldi, Amanda N. .
FRONTIERS IN PSYCHOLOGY, 2016, 7
[10]   Interplay of parathyroid hormone and aldosterone antagonist in prevention of heart failure hospitalizations in chronic kidney disease [J].
Hassan, Mona ;
Qureshi, Waqas ;
Sroujieh, Laila S. ;
Albashaireh, Derar ;
BouMalham, Sara ;
Liroff, Meghan ;
Amjad, Waseem ;
Khalid, Fatima ;
Hadid, Hiba ;
Alirhayim, Zaid .
JOURNAL OF THE RENIN-ANGIOTENSIN-ALDOSTERONE SYSTEM, 2014, 15 (03) :278-285