ER-detect: a pipeline for robust detection of early evoked responses in BIDS-iEEG electrical stimulation data.

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Tác giả: Nicholas M Gregg, Dora Hermes, Geertjan J M Huiskamp, Frans S S Leijten, Brian N Lundstrom, Kai J Miller, Gabriela Ojeda Valencia, Dorien van Blooijs, Max A van den Boom, Gregory A Worrell

Ngôn ngữ: eng

Ký hiệu phân loại:

Thông tin xuất bản: Netherlands : Journal of neuroscience methods , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 97502

BACKGROUND: Human brain connectivity can be measured in different ways. Intracranial EEG (iEEG) measurements during single pulse electrical stimulation provide a unique way to assess the spread of electrical information with millisecond precision. However, the methods used for the detection of responses in cortico-cortical evoked potential (CCEP) data vary across studies, from visual inspection with manual annotation to a variety of automated methods. NEW METHOD: To provide a robust workflow to process CCEP data and detect early evoked responses in a fully automated and reproducible fashion, we developed the Early Response (ER)-detect toolbox. ER-detect is an open-source Python package and Docker application to preprocess BIDS structured iEEG data and detect early evoked CCEP responses. ER-detect can use three early response detection methods, which were validated against 14 manually annotated CCEP datasets from two different clinical sites by four independent raters. RESULTS: and comparison with existing methods: ER-detect's automated detection performed on par with the inter-rater reliability (Cohen's Kappa of ~0.6). Moreover, ER-detect was optimized for processing large CCEP datasets, to be used in conjunction with other connectomic investigations. CONCLUSION: ER-detect provides a highly efficient standardized workflow such that iEEG-BIDS data can be processed in a consistent manner and enhance the reproducibility of CCEP based connectivity results for both research and clinical purposes.
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