Lu M, Zhang Y, Diada A, Oana S, Rajaraman RR, Nariai H, Roychowdhury V, Hussain SA. 2023. "Application of an EEG-based deep learning model to discriminate children with epileptic spasms from normal controls" medRxiv: 2023.06.30.23292096.
Monsoor T, Zhang Y, Daida A, Oana S, Lu Q, Hussain SA, Fallah A, Sankar R, Staba RJ, Speier W, Roychowdhury V, and Nariai H. “Optimizing Detection and Deep Learning-based Classification of Pathological High-Frequency Oscillations in Epilepsy” medRxiv. 2023 Apr 17;2023.04.13.23288435. doi: 10.1101/2023.04.13.23288435. Preprint. PMID: 37131743
Edmonds B, Miyakoshi M, Remore LG, Ahn S, Phillips HW, Daida A, Salamon N, Bari A, Sankar R, Matsumoto JH, Fallah A, and Nariai H. "Characteristics of ictal thalamic EEG in pediatric-onset neocortical focal epilepsy." medRxiv. 2023 Jun 29:2023.06.22.23291714. doi: 10.1101/2023.06.22.23291714. Preprint.PMID: 37425697
Zhang Y, Lu Q, Monsoor T, Hussain SA, Qiao JX, Salamon N, Fallah A, Sim MS, Asano E, Sankar R, Staba RJ, Engel J, Speier W, Roychowdhury V, and Nariai H. “Refining epileptogenic high-frequency oscillations using deep learning: a reverse engineering approach.” Brain Commun. 2021 Nov 3;4(1):fcab267. doi: 10.1093/braincomms/fcab267. eCollection 2022. PMID: 35169696
Mazumder R, Lagoro DK, Nariai H, Danieli A, Eliashiv D, Engel J Jr, Dalla Bernardina B, Kegele J, Lerche H, Sejvar J, Matuja W, Schmutzhard E, Bonanni P, De Polo G, Wagner T, Winkler AS. “Ictal Electroencephalographic Characteristics of Nodding Syndrome: A Comparative Case-Series from South Sudan, Tanzania, and Uganda” Ann Neurol. 2022 Apr 19. doi: 10.1002/ana.26377. PMID: 3543820
Zhang Y, Chung H, Ngo JP, Monsoor T, Hussain SA, Matsumoto JH, Walshaw PD, Fallah A, Sim MS, Asano E, Sankar R, Staba RJ, Engel J, Speier W, Roychowdhury V and Nariai H. "Characterizing physiological high-frequency oscillations using deep learning" J Neural Eng. 2022. (19)066027. DOI 10.1088/1741-2552/aca4fa. PMID: 36541546
Kuroda N, Sonoda M, Miyakoshi M, Nariai H, Jeong JW, Motoi H, Luat AG, Sood S, Asano E. “High-frequency oscillation and phase-amplitude coupling comparably improve the prediction of epilepsy surgery outcome.” Brain Commun. 2021 Mar 14;3(2):fcab042. PMID: 33959709
Nagahama Y, Zervos T, Murata K, Holman L, Karsonovich T, Parker JJ, Chen JS, Phillips W, Fajardo M, Nariai H, Hussain S, Porter B, Grant GA, Ragheb J, Wang S, O’Neill BR, Alexander A, Bollo RJ, Fallah A. “Real-world preliminary experience with responsive neurostimulation in pediatric epilepsy: a multi-center retrospective observational study” Neurosurgery. 2021 Nov 18;89(6):997-1004. PMID: 34528103
Miyakoshi M, Nariai H, Rajaraman RR, Bernardo D, Shrey DW, Lopour B, Sim MS, Staba RJ, Hussain SA. “An automated pipeline for preprocessing scalp-recorded awake EEG data for phase-amplitude coupling analysis: application to infantile spasms.” Epilepsy Res. 2021 Dec;178:106809. doi: 10.1016/j.eplepsyres.2021.106809. Epub 2021 Nov 7. PMID: 34823159
Cepeda C, Levinson S, Nariai H, Yazon VW, Tran C, Barry J, Oikonomou K, Vinters HV, Fallah A, Mathern GW, Levine MS, Wu JY. “Pathological High-Frequency Oscillations Associate with Increased Spontaneous GABA Synaptic Activity in Pediatric Epilepsy” Neurobiol Dis. 2020 Feb;134:104618. PMID: 31629890
Bernardo D, Nariai H, Hussain SA, Sankar R, Wu JY. “Interictal scalp fast ripple occurrence and high frequency oscillation slow wave coupling in epileptic spasms.” Clin Neurophysiol. 2020 Jul;131(7):1433-1443. PMID: 32387963
Nariai H, Hussain SA, Bernardo D, Motoi H, Sonoda M, Kuroda N, Asano E, Nguyen J, Elashoff D, Sankar R, Bragin A, Staba RJ, Wu JY. Scalp EEG interictal high frequency oscillations as an objective biomarker of infantile spasms. Clin Neurophysiol. 2020 Sep 3;131(11):2527-2536. PMID: 32927206
Cao D, Chena Y, Liaoa J, Nariai H, Lie L, Zhua Y, Zhaoa X, Hua Y, Wena F, Zhai Q. “Scalp EEG High Frequency Oscillations as a Biomarker of Treatment Response in Epileptic Encephalopathy with Continuous Spike-and-Wave during Sleep (CSWS)” Seizure. 2019 Oct;71:151-157. PMID: 31351306
Nariai H, Hussain SA, Bernardo D, Fallah A, Murata KK, Nguyen JC, Rajaraman R, Rao LM, Matsumoto JH, Lerner JT, Salamon N, Elashoff D, Sankar R, Wu JY. “Prospective Cohort Study: Fast Ripple Localization Delineates the Epileptogenic Zone.” Clinical Neurophysiology. 2019 Nov;130(11):2144-2152. PMID: 31569042
Bernardo D, Nariai H, Hussain S, Sankar R, Salamon N, Krugger D, Sahin M, Northup H, Bebin EM, Wu JY; UCLA Pediatric Epilepsy Group; TACERN Study Group. “Visual and semi-automatic non-invasive detection of interictal fast ripples: A potential biomarker of epilepsy in children with tuberous sclerosis complex.” Clinical Neurophysiology. 2018 Jul;129(7):1458-1466. PMID: 29673547
Nariai H, Bernardo D, Sankar R, Fallah A, Wu JY Hussain S. “Inter-rater reliability in visual identification of high frequency oscillations on electrocorticography and scalp EEG.” Epilepsia Open. 2018;3:127-132. PMID: 30564771
