Format

Send to

Choose Destination
Neuroimage Clin. 2017 Sep 22;16:634-642. doi: 10.1016/j.nicl.2017.09.015. eCollection 2017.

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

Author information

1
Division of Neurosurgery, Department of Surgery, Hospital for Sick Children, University of Toronto, Toronto, ON, Canada.
2
Department of Neurology, Brain Institute, Nicklaus Children's Hospital, Miami, FL, USA.
3
Department of Radiology, Nicklaus Children's Hospital, Miami, FL, USA.
4
Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
5
Division of Diagnostic Imaging, Hospital for Sick Children, Toronto, ON, Canada.
6
Division of Neurosurgery, Brain Institute, Nicklaus Children's Hospital, Miami, FL, USA.
7
Department of Neurosurgery, Mattel Children's Hospital, David Geffen School of Medicine at University of California Los Angeles, Los Angeles, California, USA.
8
Division of Neurosurgery, University of Miami/Miller School of Medicine, Miami, FL, USA.
9
Division of Neurosurgery, CHU Sainte-Justine Hospital, University of Montreal, Montreal, QC, Canada.

Abstract

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.

KEYWORDS:

Functional connectivity; Intrinsic connectivity networks; Low frequency neural oscillations; Resting-state fMRI; VNS

PMID:
28971013
PMCID:
PMC5619991
DOI:
10.1016/j.nicl.2017.09.015
[Indexed for MEDLINE]
Free PMC Article

Supplemental Content

Full text links

Icon for Elsevier Science Icon for PubMed Central
Loading ...
Support Center