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Evaluation of Frailty as an Unmeasured Confounder in Observational Studies of Antidiabetic Medications

dc.contributor.authorPresley, Caroline A.
dc.contributor.authorChipman, Jonathan
dc.contributor.authorMin, Jea Young
dc.contributor.authorGrijalva, Carlos G.
dc.contributor.authorGreevy, Robert A.
dc.contributor.authorGriffin, Marie R.
dc.contributor.authorRoumie, Christianne L.
dc.date.accessioned2020-05-11T16:47:07Z
dc.date.available2020-05-11T16:47:07Z
dc.date.issued2019-08
dc.identifier.citationPresley, C. A., Chipman, J., Min, J. Y., Grijalva, C. G., Greevy, R. A., Griffin, M. R., & Roumie, C. L. (2019). Evaluation of Frailty as an Unmeasured Confounder in Observational Studies of Antidiabetic Medications. The journals of gerontology. Series A, Biological sciences and medical sciences, 74(8), 1282–1288. https://doi.org/10.1093/gerona/gly224en_US
dc.identifier.issn1079-5006
dc.identifier.othereISSN: 1758-535X
dc.identifier.urihttp://hdl.handle.net/1803/10010
dc.description.abstractBackground: It is unknown whether observational studies evaluating the association between antidiabetic medications and mortality adequately account for frailty. Our objectives were to evaluate if frailty was a potential confounder in the relationship between antidiabetic medication regimen and mortality and how well administrative and clinical electronic health record (EHR) data account for frailty. Methods: We conducted a retrospective cohort study in a single Veterans Health Administration (VHA) healthcare system of 500 hospitalizations-the majority due to heart failure-of Veterans who received regular VHA care and initiated type 2 diabetes treatment from 2001 to 2008. We measured frailty using a modified frailty index (FI, >0.21 frail). We obtained antidiabetic medication regimen and time-to-death from administrative sources. We compared FI among patients on different antidiabetic regimens. Stepwise Cox proportional hazards regression estimated time-to-death by demographic, administrative, clinical EHR, and FI data. Results: Median FI was 0.22 (interquartile range 0.18, 0.27). Frailty differed across antidiabetic regimens (p < .001). An FI increase of 0.05 was associated with an increased risk of death (hazard ratio 1.45, 95% confidence interval 1.32, 1.60). Cox proportional hazards model for time-to-death including demographic, administrative, and clinical EHR data had a c-statistic of 0.70; adding FI showed marginal improvement (c-statistic 0.72). Conclusions: Frailty was associated with antidiabetic regimen and death, and may confound that relationship. Demographic, administrative, and clinical EHR data, commonly used to balance differences among exposure groups, performed moderately well in assessing risk of death, with minimal gain from adding frailty. Study design and analytic techniques can help minimize potential confounding by frailty in observational studies.en_US
dc.description.sponsorshipThis work was supported by Veterans Affairs Clinical Science Research and Development (CX000570-06 to C.L.R.); by National Institutes of Health National Institute on Aging (R01AG043471 to C.G.G.); by Vanderbilt Center for Diabetes Translation Research (P30DK092986 to C.L.R.). This work was supported by the VA Office of Academic Affiliations Quality Scholars Program (C.A.P., J.Y.M.) and the Department of Veterans Affairs, Veterans Affairs Health Services Research and Development Service, Veterans Affairs Information Resource Center (project numbers SDR 02-237 and 98-004; support for Veterans Affairs/Centers for Medicare & Medicaid Services data).en_US
dc.language.isoen_USen_US
dc.publisherJournals of Gerontology Series A-Biiological Sciences and Medicall Sciencesen_US
dc.rightsCopyright Published by Oxford University Press on behalf of The Gerontological Society of America 2018. This work is written by (a) US Government employee(s) and is in the public domain in the US.
dc.source.urihttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6625595/pdf/gly224.pdf
dc.subjectDiabetesen_US
dc.subjectFrailtyen_US
dc.subjectDrug-relateden_US
dc.subjectEpidemiologyen_US
dc.titleEvaluation of Frailty as an Unmeasured Confounder in Observational Studies of Antidiabetic Medicationsen_US
dc.typeArticleen_US
dc.identifier.doi10.1093/gerona/gly224


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