Wearable devices for seizure detection: Practical experiences and recommendations from the Wearables for Epilepsy And Research (WEAR) International Study Group

被引:25
作者
Bruno, Elisa [1 ]
Boettcher, Sebastian [2 ,3 ]
Viana, Pedro F. [1 ,4 ]
Amengual-Gual, Marta [5 ]
Joseph, Boney [6 ]
Epitashvili, Nino [2 ]
Duempelmann, Matthias [2 ]
Glasstetter, Martin [2 ]
Biondi, Andrea [1 ]
Van Laerhoven, Kristof [3 ]
Loddenkemper, Tobias [5 ]
Richardson, Mark P. [1 ]
Schulze-Bonhage, Andreas [2 ]
Brinkmann, Benjamin H. [6 ]
机构
[1] Kings Coll London, Div Neurosci, Inst Psychiat Psychol & Neurosci, London, England
[2] Univ Freiburg, Epilepsy Ctr, Dept Neurosurg, Med Ctr, Freiburg, Germany
[3] Univ Siegen, Dept Elect Engn & Comp Sci, Ubiquitous Comp, Siegen, Germany
[4] Univ Lisbon, Fac Med, Lisbon, Portugal
[5] Harvard Med Sch, Div Epilepsy & Clin Neurophysiol, Dept Neurol, Boston Childrens Hosp, Boston, MA USA
[6] Mayo Fdn, Dept Neurol & Biomed Engn, Rochester, MN USA
关键词
devices; epilepsy; mHealth; standards; technology; DETECTION ALGORITHM; CLONIC SEIZURES; LONG-TERM; TECHNOLOGY; VALIDATION; SYSTEM; VIEWS;
D O I
10.1111/epi.17044
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
The Wearables for Epilepsy And Research (WEAR) International Study Group identified a set of methodology standards to guide research on wearable devices for seizure detection. We formed an international consortium of experts from clinical research, engineering, computer science, and data analytics at the beginning of 2020. The study protocols and practical experience acquired during the development of wearable research studies were discussed and analyzed during bi-weekly virtual meetings to highlight commonalities, strengths, and weaknesses, and to formulate recommendations. Seven major essential components of the experimental design were identified, and recommendations were formulated about: (1) description of study aims, (2) policies and agreements, (3) study population, (4) data collection and technical infrastructure, (5) devices, (6) reporting results, and (7) data sharing. Introducing a framework of methodology standards promotes optimal, accurate, and consistent data collection. It also guarantees that studies are generalizable and comparable, and that results can be replicated, validated, and shared.
引用
收藏
页码:2307 / 2321
页数:15
相关论文
共 50 条
[1]  
Aday L., 2002, RISK AM
[2]  
[Anonymous], 1964, BMJ-BRIT MED J, V2, P178
[3]   Ictal quantitative surface electromyography correlates with postictal EEG suppression [J].
Arbune, Anca A. ;
Conradsen, Isa ;
Cardenas, Damon P. ;
Whitmire, Luke E. ;
Voyles, Shannon R. ;
Wolf, Peter ;
Lhatoo, Samden ;
Ryvlin, Philippe ;
Beniczky, Sandor .
NEUROLOGY, 2020, 94 (24) :E2567-E2576
[4]   Multimodal nocturnal seizure detection in a residential care setting A long-term prospective trial [J].
Arends, Johan ;
Thijs, Roland D. ;
Gutter, Thea ;
Ungureanu, Constantin ;
Cluitmans, Pierre ;
Van Dijk, Johannes ;
van Andel, Judith ;
Tan, Francis ;
de Weerd, Al ;
Vledder, Ben ;
Hofstra, Wytske ;
Lazeron, Richard ;
van Thiel, Ghislaine ;
Roes, Kit Cb ;
Leijten, Frans .
NEUROLOGY, 2018, 91 (21) :E2010-E2019
[5]   Crowdsourcing seizure detection: algorithm development and validation on human implanted device recordings [J].
Baldassano, Steven N. ;
Brinkmann, Benjamin H. ;
Ung, Hoameng ;
Blevins, Tyler ;
Conrad, Erin C. ;
Leyde, Kent ;
Cook, Mark J. ;
Khambhati, Ankit N. ;
Wagenaar, Joost B. ;
Worrell, Gregory A. ;
Litt, Brian .
BRAIN, 2017, 140 :1680-1691
[6]   Time-frequency mapping of the rhythmic limb movements distinguishes convulsive epileptic from psychogenic nonepileptic seizures [J].
Bayly, Jade ;
Carino, John ;
Petrovski, Slave ;
Smit, Michelle ;
Fernando, Dilini A. ;
Vinton, Anita ;
Yan, Bernard ;
Gubbi, Jayavardhana R. ;
Palaniswami, Marimuthu S. ;
O'Brien, Terence J. .
EPILEPSIA, 2013, 54 (08) :1402-1408
[7]   A continuous measure of phasic electrodermal activity [J].
Benedek, Mathias ;
Kaernbach, Christian .
JOURNAL OF NEUROSCIENCE METHODS, 2010, 190 (01) :80-91
[8]   Automated seizure detection using wearable devices: A clinical practice guideline of the International League Against Epilepsy and the International Federation of Clinical Neurophysiology [J].
Beniczky, Sandor ;
Wiebe, Samuel ;
Jeppesen, Jesper ;
Tatum, William O. ;
Brazdil, Milan ;
Wang, Yuping ;
Herman, Susan T. ;
Ryvlin, Philippe .
EPILEPSIA, 2021, 62 (03) :632-646
[9]   Standards for testing and clinical validation of seizure detection devices [J].
Beniczky, Sandor ;
Ryvlin, Philippe .
EPILEPSIA, 2018, 59 :9-13
[10]   Automated Differentiation between Epileptic and Nonepileptic Convulsive Seizures [J].
Beniczky, Sandor ;
Conradsen, Isa ;
Moldovan, Mihai ;
Jennum, Poul ;
Fabricius, Martin ;
Benedek, Krisztina ;
Andersen, Noemi ;
Hjalgrim, Helle ;
Wolf, Peter .
ANNALS OF NEUROLOGY, 2015, 77 (02) :348-351