TY - JOUR
T1 - An ordinal clinical score predicts seizure freedom after minimally invasive epilepsy surgery
AU - Dickey, Adam S.
AU - Bullinger, Katie L.
AU - Grogan, Dayton
AU - Asmar, Melissa M.
AU - Alwaki, Abdulrahman
AU - Kheder, Ammar
AU - Shivamurthy, Veeresh Kumar N.
AU - Faraj, Razan R.
AU - Greven, Alexander
AU - Willie, Jon T.
AU - Drane, Daniel L.
AU - Gross, Robert E.
N1 - Publisher Copyright:
© 2024 The Author(s). Annals of Clinical and Translational Neurology published by Wiley Periodicals LLC on behalf of American Neurological Association.
PY - 2024/9
Y1 - 2024/9
N2 - Objective: To predict one-year seizure freedom, using a combination of relevant clinical variables, following stereotactic laser amygdalohippocampotomy for mesial temporal lobe epilepsy in a series of 101 patients. Methods: Eight predictors of seizure freedom were selected based on their association with medial temporal lobe epilepsy: (1) MRI evidence of mesial temporal sclerosis (MTS); (2) unitemporal interictal epileptiform discharges; (3) absence of generalized tonic–clonic seizures; (4) history of febrile seizures; (5) onset of epilepsy ≤16 years; (6) absence of an auditory, visual, or vertiginous aura; and (7) unitemporal ictal onset; (8) unitemporal PET hypometabolism. We compared four multivariate models: “MTS,” using just evidence of MTS; “FULL,” using all eight binary predictors; “AIC” using backwards selection of variables; and “SCORE,” using a 0-to-8-point ordinal score awarding one point for each binary predictor. Results: In univariate analysis, significant predictors for seizure freedom were evidence of mesial temporal sclerosis (p = 0.011, Fisher exact) and unitemporal interictal discharges (p = 0.005). For multivariate prediction (using leave one-out cross-validation), the ordinal SCORE model had a significantly higher area under the curve (AUC 0.70) than the other three models: MTS (AUC 0.54, p = 0.002, Delong's test), FULL (AUC 0.62, p = 0.003), or AIC (AUC 0.53, p < 0.001). Interpretation: An ordinal score incorporating eight independent binary clinical variables predicted seizure freedom better on novel data than a model using MTS alone, a full multivariate model, or a backwards selected model. The ordinal score model represents a simple clinical heuristic to identify which patients should be offered minimally invasive laser surgery.
AB - Objective: To predict one-year seizure freedom, using a combination of relevant clinical variables, following stereotactic laser amygdalohippocampotomy for mesial temporal lobe epilepsy in a series of 101 patients. Methods: Eight predictors of seizure freedom were selected based on their association with medial temporal lobe epilepsy: (1) MRI evidence of mesial temporal sclerosis (MTS); (2) unitemporal interictal epileptiform discharges; (3) absence of generalized tonic–clonic seizures; (4) history of febrile seizures; (5) onset of epilepsy ≤16 years; (6) absence of an auditory, visual, or vertiginous aura; and (7) unitemporal ictal onset; (8) unitemporal PET hypometabolism. We compared four multivariate models: “MTS,” using just evidence of MTS; “FULL,” using all eight binary predictors; “AIC” using backwards selection of variables; and “SCORE,” using a 0-to-8-point ordinal score awarding one point for each binary predictor. Results: In univariate analysis, significant predictors for seizure freedom were evidence of mesial temporal sclerosis (p = 0.011, Fisher exact) and unitemporal interictal discharges (p = 0.005). For multivariate prediction (using leave one-out cross-validation), the ordinal SCORE model had a significantly higher area under the curve (AUC 0.70) than the other three models: MTS (AUC 0.54, p = 0.002, Delong's test), FULL (AUC 0.62, p = 0.003), or AIC (AUC 0.53, p < 0.001). Interpretation: An ordinal score incorporating eight independent binary clinical variables predicted seizure freedom better on novel data than a model using MTS alone, a full multivariate model, or a backwards selected model. The ordinal score model represents a simple clinical heuristic to identify which patients should be offered minimally invasive laser surgery.
UR - http://www.scopus.com/inward/record.url?scp=85198523184&partnerID=8YFLogxK
U2 - 10.1002/acn3.52146
DO - 10.1002/acn3.52146
M3 - Article
C2 - 39001603
AN - SCOPUS:85198523184
SN - 2328-9503
VL - 11
SP - 2327
EP - 2336
JO - Annals of Clinical and Translational Neurology
JF - Annals of Clinical and Translational Neurology
IS - 9
ER -