Preference-based instrumental variables in health research rely on important and underreported assumptions: a systematic review.
Causal Inference
Comparative Effectiveness
Instrumental Variables
Provider-Preference
Quasi-Experimental Methods
Systematic Review
Journal
Journal of clinical epidemiology
ISSN: 1878-5921
Titre abrégé: J Clin Epidemiol
Pays: United States
ID NLM: 8801383
Informations de publication
Date de publication:
11 2021
11 2021
Historique:
received:
29
12
2020
revised:
11
05
2021
accepted:
03
06
2021
pubmed:
15
6
2021
medline:
21
12
2021
entrez:
14
6
2021
Statut:
ppublish
Résumé
Preference-based instrumental variables (PP IV) designs can identify causal effects when patients receive treatment due to variation in providers' treatment preference. We offer a systematic review and methodological assessment of PP IV applications in health research. We included studies that applied PP IV for evaluation of any treatment in any population in health research (PROSPERO: CRD42020165014). We searched within four databases (Medline, Web of Science, ScienceDirect, SpringerLink) and four journals (including full-text and title and abstract sources) between January 1, 1998, and March 5, 2020. We extracted data on areas of applications and methodology, including assumptions using Swanson and Hernan's (2013) guideline. We included 185 of 1087 identified studies. The use of PP IV has increased, being predominantly used for treatment effects in cancer, cardiovascular disease, and mental health. The most common PP IV was treatment variation at the facility-level, followed by physician- and regional-level. Only 12 percent of applications report the four main assumptions for PP IV. Selection on treatment may be a potential issue in 46 percent of studies. The assumptions of PP IV are not sufficiently reported in existing work. PP IV-studies should use reporting guidelines.
Identifiants
pubmed: 34126207
pii: S0895-4356(21)00184-0
doi: 10.1016/j.jclinepi.2021.06.006
pii:
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Systematic Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
269-278Informations de copyright
Copyright © 2021 The Author(s). Published by Elsevier Inc. All rights reserved.