Redaction of false high frequency oscillations due to muscle artifact improves specificity to epileptic tissue

被引:17
作者
Ren, Sijin [1 ]
Gliske, Stephen, V [1 ,2 ]
Brang, David [3 ]
Stacey, William C. [1 ,2 ]
机构
[1] Univ Michigan, Dept Neurol, 1500 E Med Ctr Dr,SPC 5036, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Biomed Engn, Biointerfaces Inst, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Psychol, Ann Arbor, MI 48109 USA
关键词
High Frequency Oscillations; Muscle artifacts; Algorithms; Epilepsy; EEG; TEMPORAL-LOBE; FAST RIPPLES; INTRACRANIAL EEG; RECORDINGS;
D O I
10.1016/j.clinph.2019.03.028
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: High Frequency Oscillations (HFOs) are a promising biomarker of epilepsy. HFOs are typically acquired on intracranial electrodes, but contamination from muscle artifacts is still problematic in HFO analysis. This paper evaluates the effect of myogenic artifacts on intracranial HFO detection and how to remove them. Methods: Intracranial EEG was recorded in 31 patients. HFOs were detected for the entire recording using an automated algorithm. When available, simultaneous scalp EEG was used to identify periods of muscle artifact. Those markings were used to train an automated scalp EMG detector and an intracranial EMG detector. Specificity to epileptic tissue was evaluated by comparison with seizure onset zone and resected volume in patients with good outcome. Results: EMG artifacts are frequent and produce large numbers of false HFOs, especially in the anterior temporal lobe. The scalp and intracranial EMG detectors both had high accuracy. Removing false HFOs improved specificity to epileptic tissue. Conclusions: Evaluation of HFOs requires accounting for the effect of muscle artifact. We present two tools that effectively mitigate the effect of muscle artifact on HFOs. Significance: Removing muscle artifacts improves the specificity of HFOs to epileptic tissue. Future HFO work should account for this effect, especially when using automated algorithms or when scalp electrodes are not present. (C) 2019 International Federation of Clinical Neurophysiology. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:976 / 985
页数:10
相关论文
共 36 条
[1]   Pitfalls of high-pass filtering for detecting epileptic oscillations: A technical note on "false" ripples [J].
Benar, C. G. ;
Chauviere, L. ;
Bartolomei, F. ;
Wendling, F. .
CLINICAL NEUROPHYSIOLOGY, 2010, 121 (03) :301-310
[2]   Data mining neocortical high-frequency oscillations in epilepsy and controls [J].
Blanco, Justin A. ;
Stead, Matt ;
Krieger, Abba ;
Stacey, William ;
Maus, Douglas ;
Marsh, Eric ;
Viventi, Jonathan ;
Lee, Kendall H. ;
Marsh, Richard ;
Litt, Brian ;
Worrell, Gregory A. .
BRAIN, 2011, 134 :2948-2959
[3]   Unsupervised Classification of High-Frequency Oscillations in Human Neocortical Epilepsy and Control Patients [J].
Blanco, Justin A. ;
Stead, Matt ;
Krieger, Abba ;
Viventi, Jonathan ;
Marsh, W. Richard ;
Lee, Kendall H. ;
Worrell, Gregory A. ;
Litt, Brian .
JOURNAL OF NEUROPHYSIOLOGY, 2010, 104 (05) :2900-2912
[4]   Further evidence that pathologic high-frequency oscillations are bursts of population spikes derived from recordings of identified cells in dentate gyrus [J].
Bragin, Anatol ;
Benassi, Simone K. ;
Kheiri, Farshad ;
Engel, Jerome, Jr. .
EPILEPSIA, 2011, 52 (01) :45-52
[5]   Registering imaged ECoG electrodes to human cortex: A geometry-based technique [J].
Brang, David ;
Dai, Zhongtian ;
Zheng, Weili ;
Towle, Vernon L. .
JOURNAL OF NEUROSCIENCE METHODS, 2016, 273 :64-73
[6]  
Châtillon CÉ, 2011, CLIN NEUROPHYSIOL, V122, P1701, DOI [10.1016/j.clinph.2011.02.022, 10.1016/j.clinph.2011.06.006]
[7]   Mapping interictal oscillations greater than 200 Hz recorded with intracranial macroelectrodes in human epilepsy [J].
Crepon, Benoit ;
Navarro, Vincent ;
Hasboun, Dominique ;
Clemenceau, Stephane ;
Martinerie, Jacques ;
Baulac, Michel ;
Adam, Claude ;
Le Van Quyen, Michel .
BRAIN, 2010, 133 :33-45
[8]   Automatic parcellation of human cortical gyri and sulci using standard anatomical nomenclature [J].
Destrieux, Christophe ;
Fischl, Bruce ;
Dale, Anders ;
Halgren, Eric .
NEUROIMAGE, 2010, 53 (01) :1-15
[9]   High-frequency oscillations: What is normal and what is not? [J].
Engel, Jerome, Jr. ;
Bragin, Anatol ;
Staba, Richard ;
Mody, Istvan .
EPILEPSIA, 2009, 50 (04) :598-604
[10]   Network Mechanisms Generating Abnormal and Normal Hippocampal High-Frequency Oscillations: A Computational Analysis [J].
Fink, Christian G. ;
Gliske, Stephen ;
Catoni, Nicholas ;
Stacey, William C. .
ENEURO, 2015, 2 (03)