dc.contributor.author | Shahn, Zach | |
dc.contributor.author | Spear, Phoebe | |
dc.contributor.author | Lu, Helen | |
dc.contributor.author | Jiang, Sharon | |
dc.contributor.author | Zhang, Suki | |
dc.contributor.author | Deshmukh, Neil | |
dc.contributor.author | Xu, Shenbo | |
dc.contributor.author | Ng, Kenney | |
dc.contributor.author | Welsch, Roy | |
dc.contributor.author | Finkelstein, Stan | |
dc.date.accessioned | 2022-10-06T14:28:17Z | |
dc.date.available | 2022-10-06T14:28:17Z | |
dc.date.issued | 2022-09 | |
dc.identifier.uri | https://hdl.handle.net/1721.1/145705 | |
dc.description.abstract | 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. | en_US |
dc.language.iso | en | |
dc.publisher | Wiley | en_US |
dc.relation.isversionof | 10.1002/pds.5491 | en_US |
dc.rights | Creative Commons Attribution 4.0 International license | en_US |
dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | en_US |
dc.source | Wiley | en_US |
dc.title | Systematically exploring repurposing effects of antihypertensives | en_US |
dc.type | Article | en_US |
dc.identifier.citation | Shahn, Zach, Spear, Phoebe, Lu, Helen, Jiang, Sharon, Zhang, Suki et al. 2022. "Systematically exploring repurposing effects of antihypertensives." Pharmacoepidemiology and Drug Safety, 31 (9). | |
dc.contributor.department | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science | en_US |
dc.contributor.department | MIT-IBM Watson AI Lab | en_US |
dc.contributor.department | Massachusetts Institute of Technology. Operations Research Center | en_US |
dc.contributor.department | Massachusetts Institute of Technology. Institute for Data, Systems, and Society | en_US |
dc.relation.journal | Pharmacoepidemiology and Drug Safety | en_US |
dc.eprint.version | Final published version | en_US |
dc.type.uri | http://purl.org/eprint/type/JournalArticle | en_US |
eprint.status | http://purl.org/eprint/status/PeerReviewed | en_US |
dc.date.updated | 2022-10-06T14:00:54Z | |
dspace.orderedauthors | Shahn, Z; Spear, P; Lu, H; Jiang, S; Zhang, S; Deshmukh, N; Xu, S; Ng, K; Welsch, R; Finkelstein, S | en_US |
dspace.date.submission | 2022-10-06T14:00:56Z | |
mit.journal.volume | 31 | en_US |
mit.journal.issue | 9 | en_US |
mit.license | PUBLISHER_CC | |
mit.metadata.status | Authority Work and Publication Information Needed | en_US |