High-gamma modulation language mapping with stereo-EEG: A novel analytic approach and diagnostic validation

被引:16
作者
Ervin, Brian [1 ,2 ]
Buroker, Jason [1 ]
Rozhkov, Leonid [1 ]
Holloway, Timothy [3 ]
Horn, Paul S. [1 ,3 ]
Scholle, Craig [1 ]
Byars, Anna W. [1 ,3 ]
Mangano, Francesco T. [3 ,4 ]
Leach, James L. [5 ]
Greiner, Hansel M. [1 ,3 ]
Holland, Katherine D. [1 ,3 ]
Arya, Ravindra [1 ,3 ]
机构
[1] Cincinnati Childrens Hosp Med Ctr, Div Neurol, Comprehens Epilepsy Ctr, 3333 Burnet Ave,MLC 2015, Cincinnati, OH 45229 USA
[2] Univ Cincinnati, Dept Elect Engn & Comp Sci, Cincinnati, OH USA
[3] Univ Cincinnati, Coll Med, Dept Pediat, Cincinnati, OH USA
[4] Cincinnati Childrens Hosp Med Ctr, Div Pediat Neurosurg, Cincinnati, OH 45229 USA
[5] Cincinnati Childrens Hosp Med Ctr, Div Pediat Neuroradiol, Cincinnati, OH 45229 USA
关键词
Intracranial electrodes; Epilepsy surgery; Cortical localization; High-gamma activation; Machine learning;
D O I
10.1016/j.clinph.2020.09.023
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: A novel analytic approach for task-related high-gamma modulation (HGM) in stereoelectroencephalography (SEEG) was developed and evaluated for language mapping. Methods: SEEG signals, acquired from drug-resistant epilepsy patients during a visual naming task, were analyzed to find clusters of 50-150 Hz power modulations in time-frequency domain. Classifier models to identify electrode contacts within the reference neuroanatomy and electrical stimulation mapping (ESM) speech/language sites were developed and validated. Results: In 21 patients (9 females), aged 4.8-21.2 years, SEEG HGM model predicted electrode locations within Neurosynth language parcels with high diagnostic odds ratio (DOR 10.9, p < 0.0001), high specificity (0.85), and fair sensitivity (0.66). Another SEEG HGM model classified ESM speech/language sites with significant DOR (5.0, p < 0.0001), high specificity (0.74), but insufficient sensitivity. Time to largest power change reliably localized electrodes within Neurosynth language parcels, while, time to center-of mass power change identified ESM sites. Conclusions: SEEG HGM mapping can accurately localize neuroanatomic and ESM language sites. Significance: Predictive modelling incorporating time, frequency, and magnitude of power change is a useful methodology for task-related HGM, which offers insights into discrepancies between HGM language maps and neuroanatomy or ESM. (c) 2020 International Federation of Clinical Neurophysiology. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:2851 / 2860
页数:10
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