An E-value analysis of potential unmeasured or residual confounding in systematic reviews of post-tuberculosis mortality, respiratory disease, and cardiovascular disease.
E-value
Observational studies
Posttuberculosis
Sensitivity analysis
Systematic reviews
Tuberculosis
Journal
Annals of epidemiology
ISSN: 1873-2585
Titre abrégé: Ann Epidemiol
Pays: United States
ID NLM: 9100013
Informations de publication
Date de publication:
04 2022
04 2022
Historique:
received:
04
07
2021
revised:
25
11
2021
accepted:
15
12
2021
pubmed:
2
1
2022
medline:
6
5
2022
entrez:
1
1
2022
Statut:
ppublish
Résumé
Unmeasured confounding poses a serious threat to observational studies of post-TB health outcomes. E-values have been recently proposed as a method to assess the magnitude of unmeasured confounding necessary to nullify, or to render non-significant, relative effect estimates from observational studies. We calculated E-values for both the risk ratio (RR) point estimates and their lower 95% confidence limits (LCL) from studies of post-TB mortality, respiratory disease, and cardiovascular disease (CVD) included in published systematic reviews within and across post-TB outcome domains. We also employed a meta-analytic E-value approach to estimate the proportion of unconfounded study RRs greater than 1.1 at different levels of unmeasured confounding. Across post-TB health outcome domains, we observed a median E-value of 5.59 (IQR = 3.19-7.35) for RRs, and 2.95 (IQR = 1.71-4.61) for LCLs. Post-TB mortality studies had higher median E-values (E-value Unmeasured confounding with an association of 2.95 or greater with both the exposure (TB) and outcome, on the risk ratio scale, could render most post-TB health studies' findings statistically non-significant. Post-TB mortality and respiratory disease studies had higher E-values than TB-CVD studies, indicating that either (a) TB-CVD studies may be more susceptible to unmeasured confounding bias, or (b) the true effect of TB on CVD is lower.
Identifiants
pubmed: 34973421
pii: S1047-2797(21)00351-3
doi: 10.1016/j.annepidem.2021.12.009
pii:
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
24-31Subventions
Organisme : CIHR
ID : PJT-153213
Pays : Canada
Informations de copyright
Copyright © 2021 Elsevier Inc. All rights reserved.
Déclaration de conflit d'intérêts
Declaration of Competing Interest CAB declares no conflicts or competing interests. MEK has received consulting fees from Biogen, Inc., unrelated to this manuscript.