Presurgical thalamocortical connectivity is associated with response to vagus nerve stimulation in children with intractable epilepsy

迷走神经电刺激 癫痫 神经科学 丘脑 心理学 静息状态功能磁共振成像 扣带回前部 癫痫外科 脑深部刺激 医学 迷走神经 刺激 内科学 认知 疾病 帕金森病
作者
George M. Ibrahim,Priya Sharma,Ann Hyslop,Magno R. Guillen,Benjamin R. Morgan,Simeon M. Wong,Taylor J. Abel,Lior M. Elkaim,Iahn Cajigas,Ashish H. Shah,Aria Fallah,Alexander G. Weil,Nolan Altman,Byron Bernal,Santiago Medina,Elysa Widjaja,Prasanna Jayakar,John Ragheb,Sanjiv Bhatia
出处
期刊:NeuroImage: Clinical [Elsevier BV]
卷期号:16: 634-642 被引量:69
标识
DOI:10.1016/j.nicl.2017.09.015
摘要

Although chronic vagus nerve stimulation (VNS) is an established treatment for medically-intractable childhood epilepsy, there is considerable heterogeneity in seizure response and little data are available to pre-operatively identify patients who may benefit from treatment. Since the therapeutic effect of VNS may be mediated by afferent projections to the thalamus, we tested the hypothesis that intrinsic thalamocortical connectivity is associated with seizure response following chronic VNS in children with epilepsy. Twenty-one children (ages 5-21 years) with medically-intractable epilepsy underwent resting-state fMRI prior to implantation of VNS. Ten received sedation, while 11 did not. Whole brain connectivity to thalamic regions of interest was performed. Multivariate generalized linear models were used to correlate resting-state data with seizure outcomes, while adjusting for age and sedation status. A supervised support vector machine (SVM) algorithm was used to classify response to chronic VNS on the basis of intrinsic connectivity. Of the 21 subjects, 11 (52%) had 50% or greater improvement in seizure control after VNS. Enhanced connectivity of the thalami to the anterior cingulate cortex (ACC) and left insula was associated with greater VNS efficacy. Within our test cohort, SVM correctly classified response to chronic VNS with 86% accuracy. In an external cohort of 8 children, the predictive model correctly classified the seizure response with 88% accuracy. We find that enhanced intrinsic connectivity within thalamocortical circuitry is associated with seizure response following VNS. These results encourage the study of intrinsic connectivity to inform neural network-based, personalized treatment decisions for children with intractable epilepsy.
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