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Systematically exploring repurposing effects of antihypertensives

With availability of voluminous sets of observational data, an empirical paradigm to screen for drug repurposing opportunities (i.e., beneficial effects of drugs on nonindicated outcomes) is feasible. In this article, we use a linked claims and electronic health record database to comprehensively ex...

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Autores principales: Shahn, Zach, Spear, Phoebe, Lu, Helen, Jiang, Sharon, Zhang, Suki, Deshmukh, Neil, Xu, Shenbo, Ng, Kenney, Welsch, Roy, Finkelstein, Stan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9545793/
https://www.ncbi.nlm.nih.gov/pubmed/35689299
http://dx.doi.org/10.1002/pds.5491
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author Shahn, Zach
Spear, Phoebe
Lu, Helen
Jiang, Sharon
Zhang, Suki
Deshmukh, Neil
Xu, Shenbo
Ng, Kenney
Welsch, Roy
Finkelstein, Stan
author_facet Shahn, Zach
Spear, Phoebe
Lu, Helen
Jiang, Sharon
Zhang, Suki
Deshmukh, Neil
Xu, Shenbo
Ng, Kenney
Welsch, Roy
Finkelstein, Stan
author_sort Shahn, Zach
collection PubMed
description With availability of voluminous sets of observational data, an empirical paradigm to screen for drug repurposing opportunities (i.e., beneficial effects of drugs on nonindicated outcomes) is feasible. In this article, we use a linked claims and electronic health record database to comprehensively explore repurposing effects of antihypertensive drugs. We follow a target trial emulation framework for causal inference to emulate randomized controlled trials estimating confounding adjusted effects of antihypertensives on each of 262 outcomes of interest. We then fit hierarchical models to the results as a form of postprocessing to account for multiple comparisons and to sift through the results in a principled way. Our motivation is twofold. We seek both to surface genuinely intriguing drug repurposing opportunities and to elucidate through a real application some study design decisions and potential biases that arise in this context.
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spelling pubmed-95457932022-10-14 Systematically exploring repurposing effects of antihypertensives Shahn, Zach Spear, Phoebe Lu, Helen Jiang, Sharon Zhang, Suki Deshmukh, Neil Xu, Shenbo Ng, Kenney Welsch, Roy Finkelstein, Stan Pharmacoepidemiol Drug Saf Original Articles With availability of voluminous sets of observational data, an empirical paradigm to screen for drug repurposing opportunities (i.e., beneficial effects of drugs on nonindicated outcomes) is feasible. In this article, we use a linked claims and electronic health record database to comprehensively explore repurposing effects of antihypertensive drugs. We follow a target trial emulation framework for causal inference to emulate randomized controlled trials estimating confounding adjusted effects of antihypertensives on each of 262 outcomes of interest. We then fit hierarchical models to the results as a form of postprocessing to account for multiple comparisons and to sift through the results in a principled way. Our motivation is twofold. We seek both to surface genuinely intriguing drug repurposing opportunities and to elucidate through a real application some study design decisions and potential biases that arise in this context. John Wiley & Sons, Inc. 2022-06-21 2022-09 /pmc/articles/PMC9545793/ /pubmed/35689299 http://dx.doi.org/10.1002/pds.5491 Text en © 2022 The Authors. Pharmacoepidemiology and Drug Safety published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Shahn, Zach
Spear, Phoebe
Lu, Helen
Jiang, Sharon
Zhang, Suki
Deshmukh, Neil
Xu, Shenbo
Ng, Kenney
Welsch, Roy
Finkelstein, Stan
Systematically exploring repurposing effects of antihypertensives
title Systematically exploring repurposing effects of antihypertensives
title_full Systematically exploring repurposing effects of antihypertensives
title_fullStr Systematically exploring repurposing effects of antihypertensives
title_full_unstemmed Systematically exploring repurposing effects of antihypertensives
title_short Systematically exploring repurposing effects of antihypertensives
title_sort systematically exploring repurposing effects of antihypertensives
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9545793/
https://www.ncbi.nlm.nih.gov/pubmed/35689299
http://dx.doi.org/10.1002/pds.5491
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