EEG biomarkers for the diagnosis and treatment of infantile spasms.
Detrended Fluctuation Analysis (DFA)
entropy
epilepsy
functional connectivity
high frequency oscillation (HFO)
hypsarrhythmia
long-range temporal correlation (LRTC)
phase amplitude coupling
Journal
Frontiers in neurology
ISSN: 1664-2295
Titre abrégé: Front Neurol
Pays: Switzerland
ID NLM: 101546899
Informations de publication
Date de publication:
2022
2022
Historique:
received:
03
06
2022
accepted:
28
06
2022
entrez:
15
8
2022
pubmed:
16
8
2022
medline:
16
8
2022
Statut:
epublish
Résumé
Early diagnosis and treatment are critical for young children with infantile spasms (IS), as this maximizes the possibility of the best possible child-specific outcome. However, there are major barriers to achieving this, including high rates of misdiagnosis or failure to recognize the seizures, medication failure, and relapse. There are currently no validated tools to aid clinicians in assessing objective diagnostic criteria, predicting or measuring medication response, or predicting the likelihood of relapse. However, the pivotal role of EEG in the clinical management of IS has prompted many recent studies of potential EEG biomarkers of the disease. These include both visual EEG biomarkers based on human visual interpretation of the EEG and computational EEG biomarkers in which computers calculate quantitative features of the EEG. Here, we review the literature on both types of biomarkers, organized based on the application (diagnosis, treatment response, prediction, etc.). Visual biomarkers include the assessment of hypsarrhythmia, epileptiform discharges, fast oscillations, and the Burden of AmplitudeS and Epileptiform Discharges (BASED) score. Computational markers include EEG amplitude and power spectrum, entropy, functional connectivity, high frequency oscillations (HFOs), long-range temporal correlations, and phase-amplitude coupling. We also introduce each of the computational measures and provide representative examples. Finally, we highlight remaining gaps in the literature, describe practical guidelines for future biomarker discovery and validation studies, and discuss remaining roadblocks to clinical implementation, with the goal of facilitating future work in this critical area.
Identifiants
pubmed: 35968272
doi: 10.3389/fneur.2022.960454
pmc: PMC9366674
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
960454Informations de copyright
Copyright © 2022 Romero Milà, Remakanthakurup Sindhu, Mytinger, Shrey and Lopour.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
J Neural Eng. 2021 Feb 22;18(1):
pubmed: 33217752
Brain Dev. 2001 Nov;23(7):683-7
pubmed: 11701277
Clin Neurophysiol. 2020 Jul;131(7):1433-1443
pubmed: 32387963
Comput Methods Programs Biomed. 2005 Dec;80(3):187-94
pubmed: 16219385
Epilepsy Res Treat. 2012;2012:403592
pubmed: 23213494
Epilepsia. 2020 Apr;61(4):702-713
pubmed: 32133641
Dev Med Child Neurol. 2010 Dec;52(12):1164-6
pubmed: 20964673
Acta Neurol Scand. 2003 Aug;108(2):90-6
pubmed: 12859284
Front Neurol. 2019 Feb 12;10:94
pubmed: 30804887
Epilepsia. 2017 Dec;58(12):2098-2103
pubmed: 29105055
Brain Dev. 2020 Oct;42(9):663-674
pubmed: 32631641
Eur J Paediatr Neurol. 2019 Nov;23(6):827-831
pubmed: 31594692
Eur J Paediatr Neurol. 2010 Jan;14(1):13-8
pubmed: 19362867
Epilepsia. 2019 Sep;60(9):1861-1869
pubmed: 31418851
Front Hum Neurosci. 2021 Jun 10;15:682011
pubmed: 34177501
Epilepsia Open. 2017 Feb 21;2(2):260-266
pubmed: 29588955
Epilepsia. 2017 May;58(5):882-892
pubmed: 28397999
Epilepsia. 2011 Apr;52(4):746-52
pubmed: 21320111
Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:538-541
pubmed: 30440453
J Neurosci Methods. 2014 Mar 30;225:71-80
pubmed: 24472530
Clin Neurophysiol. 2020 Nov;131(11):2527-2536
pubmed: 32927206
Pediatr Neurol. 2020 Mar;104:23-29
pubmed: 31911027
Epilepsy Res. 2021 Dec;178:106809
pubmed: 34823159
Clin Neurophysiol. 2020 May;131(5):1087-1098
pubmed: 32199397
Dev Med Child Neurol. 2001 Oct;43(10):658-67
pubmed: 11665822
Epilepsia. 2016 Oct;57(10):1594-1601
pubmed: 27574005
Brain Dev. 2016 Nov;38(10):909-914
pubmed: 27259671
Brain Dev. 2016 Jan;38(1):32-9
pubmed: 26547521
Front Syst Neurosci. 2016 Jan 08;9:175
pubmed: 26778976
Seizure. 2018 May;58:55-61
pubmed: 29656099
Pharmacoeconomics. 2005;23(1):27-45
pubmed: 15693726
Epilepsia. 2004;45 Suppl 5:23-6
pubmed: 15283708
Brain Topogr. 2017 Nov;30(6):810-821
pubmed: 28905146
Epilepsy Res. 2012 Nov;102(1-2):60-70
pubmed: 22647843
Brain. 2006 Mar;129(Pt 3):617-24
pubmed: 16401617
Epilepsia. 2010 Oct;51(10):2168-74
pubmed: 20726878
Epilepsy Res. 2008 Nov;82(1):99-106
pubmed: 18804956
Lancet. 1959 Mar 21;1(7073):605-9
pubmed: 13642821
Comput Methods Programs Biomed. 2005 Oct;80(1):17-23
pubmed: 16099533
Adv Ther. 2016 Aug;33(8):1293-304
pubmed: 27324137
Epilepsy Res. 2021 Oct;176:106704
pubmed: 34218209
Semin Pediatr Neurol. 2021 Jul;38:100893
pubmed: 34183140
Pediatrics. 2013 Jul;132(1):124-31
pubmed: 23753097
Arch Dis Child. 2003 Dec;88(12):1091-4
pubmed: 14670777
Pediatrics. 2012 Feb;129(2):256-64
pubmed: 22271699
Epilepsy Res. 2015 Oct;116:93-8
pubmed: 26280806
Eur J Pediatr. 2012 Nov;171(11):1695-701
pubmed: 22892960
Epilepsia. 2022 Jun;63(6):1398-1442
pubmed: 35503717
Epilepsia. 2020 Aug;61(8):1553-1569
pubmed: 32729943
Clin Neurophysiol. 2021 May;132(5):1185-1193
pubmed: 33674213
Brain Dev. 2013 Sep;35(8):762-70
pubmed: 23410838
Epilepsia. 2016 Nov;57(11):1834-1842
pubmed: 27615012
Epilepsia. 2004 Nov;45(11):1416-28
pubmed: 15509243
Seizure. 2014 Oct;23(9):703-7
pubmed: 24939523
Clin Neurophysiol. 2021 Feb;132(2):480-486
pubmed: 33450568
J Pediatr. 2017 Nov;190:215-221.e1
pubmed: 29144248
J Neurosci. 2001 Feb 15;21(4):1370-7
pubmed: 11160408
Epilepsia. 2019 Aug;60(8):1721-1732
pubmed: 31297797
Neurol Ther. 2022 Jun;11(2):835-849
pubmed: 35428921
Int J Psychophysiol. 2020 Sep;155:175-183
pubmed: 32599002
J Clin Neurophysiol. 2021 Aug 6;:
pubmed: 34387275
Epilepsia. 2006 Dec;47(12):2202-5
pubmed: 17201726
Pediatrics. 2017 May;139(5):
pubmed: 28557750
Ann Neurol. 2016 Mar;79(3):475-84
pubmed: 26704170
J Neurosci. 2012 Feb 22;32(8):2703-13
pubmed: 22357854
Epilepsia. 2010 Apr;51(4):676-85
pubmed: 20196795
Front Physiol. 2012 Nov 30;3:450
pubmed: 23226132
Brain Dev. 2004 Mar;26(2):105-12
pubmed: 15036429
IEEE J Biomed Health Inform. 2020 Apr;24(4):1070-1079
pubmed: 31478876
Clin Neurophysiol. 2018 Oct;129(10):2137-2148
pubmed: 30114662
Brain Topogr. 2013 Jan;26(1):157-70
pubmed: 23011408
Ann Neurol. 2015 Jan;77(1):58-67
pubmed: 25363350
Epilepsy Res. 2021 Jul;173:106631
pubmed: 33839516
Epilepsia. 1999 Jun;40(6):748-51
pubmed: 10368073
Pediatr Neurol. 2012 May;46(5):276-80
pubmed: 22520347
Epilepsia. 2015 Jan;56(1):77-81
pubmed: 25385396
Brain Dev. 2014 Oct;36(9):739-51
pubmed: 24268986
Netw Neurosci. 2021 Jun 21;5(2):614-630
pubmed: 34189380
Epilepsy Res. 2020 Jan;159:106255
pubmed: 31855828
Epilepsia. 2021 Sep;62(9):2240-2251
pubmed: 34309835
Seizure. 2014 Aug;23(7):576-9
pubmed: 24794162