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Busch RM, Hogue O, Miller M, Ferguson L, McAndrews MP, Hamberger M, Kim M, McDonald CR, Reyes A, Drane DL, Hermann BP, Bingaman W, Najm IM, Kattan MW, Jehi L. Nomograms to Predict Verbal Memory Decline After Temporal Lobe Resection in Adults With Epilepsy. Neurology 2021; 97:e263-e274. [PMID: 34011574 PMCID: PMC8302146 DOI: 10.1212/wnl.0000000000012221] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 04/14/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To develop and externally validate models to predict the probability of postoperative verbal memory decline in adults after temporal lobe resection (TLR) for epilepsy using easily accessible preoperative clinical predictors. METHODS Multivariable models were developed to predict delayed verbal memory outcome on 3 commonly used measures: Rey Auditory Verbal Learning Test (RAVLT) and Logical Memory (LM) and Verbal Paired Associates (VPA) subtests from Wechsler Memory Scale-Third Edition. With the use of the Harrell step-down procedure for variable selection, models were developed in 359 adults who underwent TLR at the Cleveland Clinic and validated in 290 adults at 1 of 5 epilepsy surgery centers in the United States or Canada. RESULTS Twenty-nine percent of the development cohort and 26% of the validation cohort demonstrated significant decline on at least 1 verbal memory measure. Initial models had good to excellent predictive accuracy (calibration [c] statistic range 0.77-0.80) in identifying patients with memory decline; however, models slightly underestimated decline in the validation cohort. Model coefficients were updated with data from both cohorts to improve stability. The model for RAVLT included surgery side, baseline memory score, and hippocampal resection. The models for LM and VPA included surgery side, baseline score, and education. Updated model performance was good to excellent (RAVLT c = 0.81, LM c = 0.76, VPA c = 0.78). Model calibration was very good, indicating no systematic overestimation or underestimation of risk. CONCLUSIONS Nomograms are provided in 2 easy-to-use formats to assist clinicians in estimating the probability of verbal memory decline in adults considering TLR for treatment of epilepsy. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that multivariable prediction models accurately predict verbal memory decline after TLR for epilepsy in adults.
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Affiliation(s)
- Robyn M Busch
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison.
| | - Olivia Hogue
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Margaret Miller
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Lisa Ferguson
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Mary Pat McAndrews
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Marla Hamberger
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Michelle Kim
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Carrie R McDonald
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Anny Reyes
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Daniel L Drane
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Bruce P Hermann
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - William Bingaman
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Imad M Najm
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Michael W Kattan
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
| | - Lara Jehi
- From the Epilepsy Center (R.M.B., L.F., W.B., I.M.N., L.J.) and Department of Neurology (R.M.B., M.M., I.M.N., L.J.), Neurological Institute, and Department of Quantitative Health Sciences (O.H., M.W.K.), Lerner Research Institute, Cleveland Clinic, OH; Department of Psychology (M.P.M.), University of Toronto; Krembil Brain Institute (M.P.M.), University Health Network, Toronto, Ontario, Canada; Department of Neurology (M.H.), Columbia University, New York, NY; Department of Neurology (M.K., D.L.D.), University of Washington School of Medicine, Seattle; Department of Psychiatry (C.R.M., A.R.), University of California, San Diego; Departments of Neurology and Pediatrics (D.L.D.), Emory University School of Medicine, Atlanta, GA; and Department of Neurology (B.P.H.), University of Wisconsin School of Medicine and Public Health, Madison
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