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Going beyond randomised controlled trials to assess treatment effect heterogeneity across target populations.

Authors :
Lugo‐Palacios, David G.
Bidulka, Patrick
O'Neill, Stephen
Carroll, Orlagh
Basu, Anirban
Adler, Amanda
DíazOrdaz, Karla
Briggs, Andrew
Grieve, Richard
Source :
Health Economics; Jan2025, Vol. 34 Issue 1, p85-104, 20p
Publication Year :
2025

Abstract

Methods have been developed for transporting evidence from randomised controlled trials (RCTs) to target populations. However, these approaches allow only for differences in characteristics observed in the RCT and real‐world data (overt heterogeneity). These approaches do not recognise heterogeneity of treatment effects (HTE) according to unmeasured characteristics (essential heterogeneity). We use a target trial design and apply a local instrumental variable (LIV) approach to electronic health records from the Clinical Practice Research Datalink, and examine both forms of heterogeneity in assessing the comparative effectiveness of two second‐line treatments for type 2 diabetes mellitus. We first estimate individualised estimates of HTE across the entire target population defined by applying eligibility criteria from national guidelines (n = 13,240) within an overall target trial framework. We define a subpopulation who meet a published RCT's eligibility criteria ('RCT‐eligible', n = 6497), and a subpopulation who do not ('RCT‐ineligible', n = 6743). We compare average treatment effects for pre‐specified subgroups within the RCT‐eligible subpopulation, the RCT‐ineligible subpopulation, and within the overall target population. We find differences across these subpopulations in the magnitude of subgroup‐level treatment effects, but that the direction of estimated effects is stable. Our results highlight that LIV methods can provide useful evidence about treatment effect heterogeneity including for those subpopulations excluded from RCTs. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10579230
Volume :
34
Issue :
1
Database :
Complementary Index
Journal :
Health Economics
Publication Type :
Academic Journal
Accession number :
181570113
Full Text :
https://doi.org/10.1002/hec.4903