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September 28, 2021; 97 (13) Research Article

Definitions of Drug-Resistant Epilepsy for Administrative Claims Data Research

Chloe E. Hill, Chun Chieh Lin, Samuel W. Terman, Subhendu Rath, Jack M. Parent, Lesli E. Skolarus, James F. Burke
First published July 15, 2021, DOI: https://doi.org/10.1212/WNL.0000000000012514
Chloe E. Hill
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
MD, MS
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Chun Chieh Lin
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
PhD, MBA
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Samuel W. Terman
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
MD, MS
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Subhendu Rath
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
MBBS
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Jack M. Parent
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
MD
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Lesli E. Skolarus
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
MD, MS
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James F. Burke
From the Health Services Research Program (C.E.H., C.C.L., S.W.T., L.E.S., J.F.B.), Department of Neurology, University of Michigan; Department of Neurology (S.R., J.M.P.), University of Michigan; Veterans Affairs Healthcare System (J.M.P., J.F.B.); and Michigan Neuroscience Institute (J.M.P.), Ann Arbor.
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Citation
Definitions of Drug-Resistant Epilepsy for Administrative Claims Data Research
Chloe E. Hill, Chun Chieh Lin, Samuel W. Terman, Subhendu Rath, Jack M. Parent, Lesli E. Skolarus, James F. Burke
Neurology Sep 2021, 97 (13) e1343-e1350; DOI: 10.1212/WNL.0000000000012514

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Abstract

Background and Objective To assess the accuracy of definitions of drug-resistant epilepsy applied to administrative claims data.

Methods We randomly sampled 450 patients from a tertiary health system with ≥1 epilepsy/convulsion encounter, ≥2 distinct antiseizure medications (ASMs) from 2014 to 2020, and ≥2 years of electronic medical records (EMR) data. We established a drug-resistant epilepsy diagnosis at a specific visit by reviewing EMR data and using a rubric based on the 2010 International League Against Epilepsy definition. We performed logistic regressions to assess clinically relevant predictors of drug-resistant epilepsy and to inform claims-based definitions.

Results Of 450 patients reviewed, 150 were excluded for insufficient EMR data. Of the 300 patients included, 98 (33%) met criteria for current drug-resistant epilepsy. The strongest predictors of current drug-resistant epilepsy were drug-resistant epilepsy diagnosis code (odds ratio [OR] 16.9, 95% confidence interval [CI] 8.8–32.2), ≥2 ASMs in the prior 2 years (OR 13.0, 95% CI 5.1–33.3), ≥3 nongabapentinoid ASMs (OR 10.3, 95% CI 5.4–19.6), neurosurgery visit (OR 45.2, 95% CI 5.9–344.3), and epilepsy surgery (OR 30.7, 95% CI 7.1–133.3). We created claims-based drug-resistant epilepsy definitions (1) to maximize overall predictiveness (drug-resistant epilepsy diagnosis; sensitivity 0.86, specificity 0.74, area under the receiver operating characteristics curve [AUROC] 0.80), (2) to maximize sensitivity (drug-resistant epilepsy diagnosis or ≥3 ASMs; sensitivity 0.98, specificity 0.47, AUROC 0.72), and (3) to maximize specificity (drug-resistant epilepsy diagnosis and ≥3 nongabapentinoid ASMs; sensitivity 0.42, specificity 0.98, AUROC 0.70).

Discussion Our findings provide validation for several claims-based definitions of drug-resistant epilepsy that can be applied to a variety of research questions.

Glossary

ASM=
antiseizure medication;
AUROC=
area under the receiver operating characteristics curve;
CI=
confidence interval;
ER=
emergency room;
ICD=
International Classification of Diseases;
ILAE=
International League Against Epilepsy;
NPV=
negative predictive value;
OR=
odds ratio;
PNES=
psychogenic nonepileptic spells;
PPV=
positive predictive value

Footnotes

  • Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Received January 30, 2021.
  • Accepted in final form July 1, 2021.
  • © 2021 American Academy of Neurology
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