Assumptions Not Often Assessed or Satisfied in Published Mediation Analyses in Psychology and Psychiatry.
causal inference
mental health
statistical methods
Journal
Epidemiologic reviews
ISSN: 1478-6729
Titre abrégé: Epidemiol Rev
Pays: United States
ID NLM: 7910703
Informations de publication
Date de publication:
14 01 2022
14 01 2022
Historique:
received:
16
01
2021
revised:
09
07
2021
accepted:
13
09
2021
pubmed:
23
9
2021
medline:
2
4
2022
entrez:
22
9
2021
Statut:
ppublish
Résumé
Mediation analysis aims to investigate the mechanisms of action behind the effects of interventions or treatments. Given the history and common use of mediation in mental health research, we conducted this review to understand how mediation analysis is implemented in psychology and psychiatry and whether analyses adhere to, address, or justify the key underlying assumptions of their approaches. All articles (n = 206) were from top academic psychiatry or psychology journals in the PsycInfo database and were published in English from 2013 to 2018. Information extracted from each article related to study design, covariates adjusted for in the analysis, temporal ordering of variables, and the specific method used to perform the mediation analysis. In most studies, underlying assumptions were not adhered to. Only approximately 20% of articles had full temporal ordering of exposure, mediator, and outcome. Confounding of the exposure-mediator and/or mediator-outcome relationships was controlled for in fewer than half of the studies. In almost none of the articles were the underlying assumptions of their approaches discussed or causal mediation methods used. These results provide insights to how methodologists should aim to communicate methods, and motivation for more outreach to the research community on best practices for mediation analysis.
Identifiants
pubmed: 34550343
pii: 6373830
doi: 10.1093/epirev/mxab007
pmc: PMC8900288
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
48-52Subventions
Organisme : NIA NIH HHS
ID : P30 AG066507
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH115487
Pays : United States
Organisme : NIMH NIH HHS
ID : T32 MH122357
Pays : United States
Informations de copyright
© The Author(s) 2021. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.
Références
Multivariate Behav Res. 2007 Jan-Mar;42(1):185-227
pubmed: 26821081
Psychol Methods. 2013 Jun;18(2):137-50
pubmed: 23379553
Psychol Methods. 2010 Dec;15(4):309-34
pubmed: 20954780
J Clin Epidemiol. 2020 Jan;117:78-88
pubmed: 31593798
Ann Stat. 2012 Jun;40(3):1816-1845
pubmed: 26770002
Multivariate Behav Res. 2020 Mar-Apr;55(2):165-187
pubmed: 31220937
Psychol Methods. 2007 Mar;12(1):23-44
pubmed: 17402810
Multivariate Behav Res. 2010 Aug 6;45(4):627-60
pubmed: 26735713
Epidemiology. 1992 Mar;3(2):143-55
pubmed: 1576220
Multivariate Behav Res. 2011 Sep 30;46(5):816-41
pubmed: 26736047
Psychol Methods. 2020 Jul 16;:
pubmed: 32673039
Multivariate Behav Res. 2013 May;48(3):301-39
pubmed: 26741846
Epidemiology. 2014 Mar;25(2):300-6
pubmed: 24487213
J Pers Soc Psychol. 1986 Dec;51(6):1173-82
pubmed: 3806354