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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2022
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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. |
format | Online Article Text |
id | pubmed-9545793 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
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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