Critical evaluation of real-world evidence of repurposable medicines in the Alzheimer’s disease drug development pipeline using a target trial emulation

causal inference
healthcare

High-throughput target-trial emulations to evaluate potential drug candidates for delaying Alzheimer’s onset.

Authors
Affiliations

Reina Tonegawa-Kuji

Cleveland Clinic

Ehud Karavani

IBM Research

Michael M. Danziger

IBM Research

Pengyue Zhang

Indiana University

Yuan Hou

Cleveland Clinic

Yadi Zhou

Cleveland Clinic

Marina Bykova

Cleveland Clinic

Andrew A. Pieper

Cleveland Clinic

Michal Rosen-Zvi

IBM Research

Jeffrey Cummings

University of Nevada Las Vegas

Feixiong Cheng

Cleveland Clinic

Published

January 1, 2026

Doi
Abstract

INTRODUCTION Repurposing Food and Drug Administration (FDA)-approved drugs could accelerate treatment development for Alzheimer’s disease (AD). METHODS Using the MarketScan claims database (2011 to 2020), we applied a trial emulation approach in two base cohorts: (1) individuals with mild cognitive impairment (MCI cohort) and (2) individuals aged ≥70 years (over-70 cohort). We evaluated drugs represented in clinical trials for AD, comparing them with same-class or active comparators. Covariate-adjusted hazard ratios (HRs) were estimated using inverse-probability-weighted Cox models. RESULTS A total of 6 out of 38 (16%) drugs in the MCI cohort and 10 out of 53 (19%) drugs in the over-70 cohort were associated with a lower AD incidence versus same-class comparators. Active comparator analyses indicated that bupropion (vs escitalopram; HR 0.57, 95% confidence interval [CI] [0.49, 0.66]), trazodone (vs sertraline; HR 0.82, 95% CI [0.74, 0.91]), venlafaxine (vs escitalopram; 0.72, 95% CI [0.62, 0.84]), and zolpidem (vs lorazepam; HR 0.69, 95% CI [0.56, 0.85]) were associated with a lower AD incidence in the MCI cohort; these four plus liraglutide were associated with a lower incidence of AD dementia in the over-70 cohort (vs metformin; HR 0.74, 95% CI [0.59, 0.93]). DISCUSSION This is the first comprehensive set of trial emulations for FDA-approved drugs that are represented in AD trials. Findings may inform future trial designs.

Citation

@article{kuji2026critical,
  author={Tonegawa-Kuji, Reina and Karavani, Ehud and Danziger, Michael and Zhang, Pengyue and Hou, Yuan and Zhou, Yadi and Bykova, Marina and Pieper, Andrew A. and Rosen-Zvi, Michal and Cummings, Jeffrey and Cheng, Feixiong},
  title={Critical evaluation of real-world evidence of repurposable medicines in the Alzheimer's disease drug development pipeline using a target trial emulation},
  journal={Alzheimer's \& Dementia: Translational Research \& Clinical Interventions},
  doi={https://doi.org/10.1002/trc2.70193},
  year={2026}
}