Detection of Epileptic Seizures Using Phase-Amplitude Coupling in Intracranial Electroencephalography

被引:65
|
作者
Edakawa, Kohtaroh [1 ,2 ]
Yanagisawa, Takufumi [1 ,2 ,3 ,4 ,5 ]
Kishima, Haruhiko [1 ,2 ]
Fukuma, Ryohei [1 ,3 ]
Oshino, Satoru [1 ,2 ]
Khoo, Hui Ming [1 ,2 ]
Kobayashi, Maki [1 ,2 ]
Tanaka, Masataka [1 ,2 ]
Yoshimine, Toshiki [1 ,2 ]
机构
[1] Osaka Univ, Grad Sch Med, Dept Neurosurg, Suita, Osaka 5650871, Japan
[2] Osaka Univ Hosp, Epilepsy Ctr, Suita, Osaka 5650871, Japan
[3] Dept Neuroinformat, ATR Computat Neurosci Labs, Seika Cho, Kyoto 6190288, Japan
[4] JST PRESTO, Suita, Osaka 5650871, Japan
[5] Osaka Univ, Grad Sch Med, Div Funct Diagnost Sci, Suita, Osaka 5650871, Japan
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
关键词
HIGH-FREQUENCY OSCILLATIONS; LONG-TERM; DETECTION ALGORITHM; GAMMA-POWER; EEG; PREDICTION; SYSTEM; ONSET; ELECTROCORTICOGRAPHY; REPRESENTATION;
D O I
10.1038/srep25422
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Seizure detection using intracranial electroencephalography (iEEG) contributes to improved treatment of patients with refractory epilepsy. For that purpose, a feature of iEEG to characterize the ictal state with high specificity and sensitivity is necessary. We evaluated the use of phase-amplitude coupling (PAC) of iEEG signals over a period of 24 h to detect the ictal and interictal states. PAC was estimated by using a synchronisation index (SI) for iEEG signals from seven patients with refractory temporal lobe epilepsy. iEEG signals of the ictal state was characterised by a strong PAC between the phase of beta and the amplitude of high gamma. Furthermore, using SI values, the ictal state was successfully detected with significantly higher accuracy than by using the amplitude of high gamma alone. In conclusion, PAC accurately distinguished the ictal state from the interictal state.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] DETECTION OF EPILEPTIC SEIZURES USING PHASE-AMPLITUDE COUPLING IN INTRACRANIAL ELECTROENCEPHALOGRAPHY
    Edakawa, K.
    Kishima, H.
    Yanagisawa, T.
    Fukuma, R.
    Khoo, H. M.
    Oshino, S.
    Kobayashi, M.
    Tanaka, M.
    Yoshimine, T.
    [J]. EPILEPSIA, 2016, 57 : 80 - 80
  • [2] Detection of Epileptic Seizures Using Phase–Amplitude Coupling in Intracranial Electroencephalography
    Kohtaroh Edakawa
    Takufumi Yanagisawa
    Haruhiko Kishima
    Ryohei Fukuma
    Satoru Oshino
    Hui Ming Khoo
    Maki Kobayashi
    Masataka Tanaka
    Toshiki Yoshimine
    [J]. Scientific Reports, 6
  • [3] Seizure localization using pre ictal phase-amplitude coupling in intracranial electroencephalography
    Campora, Nuria E.
    Mininni, Camilo J.
    Kochen, Silvia
    Lew, Sergio E.
    [J]. SCIENTIFIC REPORTS, 2019, 9 (1)
  • [4] Seizure localization using pre ictal phase-amplitude coupling in intracranial electroencephalography
    Nuria E. Cámpora
    Camilo J. Mininni
    Silvia Kochen
    Sergio E. Lew
    [J]. Scientific Reports, 9
  • [5] Neurophysiological characterization of Focal Cortical Dysplasia subtypes using ictal phase-amplitude coupling in intracranial electroencephalography
    Ricci, Lorenzo
    Tamilia, Eleonora
    Specchio, Nicola
    Papadelis, Christos
    Pepi, Chiara
    Pavia, Giusy Carfi
    Tombini, Mario
    Assenza, Giovanni
    Di Lazzaro, Vincenzo
    Vigevano, Federico
    De Palma, Luca
    [J]. EPILEPSIA, 2021, 62 : 196 - 198
  • [6] Chronological changes in phase-amplitude coupling during epileptic seizures in temporal lobe epilepsy
    Ueda, Tetsuya
    Iimura, Yasushi
    Mitsuhashi, Takumi
    Suzuki, Hiroharu
    Miao, Yao
    Nishioka, Kazuki
    Tamrakar, Samantha
    Matsui, Ryousuke
    Tanaka, Toshihisa
    Otsubo, Hiroshi
    Sugano, Hidenori
    Kondo, Akihide
    [J]. CLINICAL NEUROPHYSIOLOGY, 2023, 148 : 44 - 51
  • [7] Phase-Amplitude Coupling Is Elevated in Deep Sleep and in the Onset Zone of Focal Epileptic Seizures
    Amiri, Mina
    Frauscher, Birgit
    Gotman, Jean
    [J]. FRONTIERS IN HUMAN NEUROSCIENCE, 2016, 10 : 12
  • [8] On predicting epileptic seizures from intracranial electroencephalography
    Yoo Y.
    [J]. Biomedical Engineering Letters, 2017, 7 (1) : 1 - 5
  • [9] Automated seizure localization with phase-amplitude coupling in intracranial EEG
    Chatterjee, A.
    Gk, B.
    Asranna, A.
    Cm, R.
    Kenchaiah, R.
    Lg, V.
    Bharath, R. Dawn
    Saini, J.
    Mahadevan, A.
    Rao, M. B.
    Sinha, S.
    [J]. EPILEPSIA, 2023, 64 : 237 - 237
  • [10] Phase-amplitude coupling measures for determination of the epileptic network: A methodological comparison
    Ali, Ryshum
    Gollwitzer, Stephanie
    Reindl, Caroline
    Hamer, Hajo
    Coras, Roland
    Bluemcke, Ingmar
    Buchfelder, Michael
    Hastreiter, Peter
    Rampp, Stefan
    [J]. JOURNAL OF NEUROSCIENCE METHODS, 2022, 370