Contribution of CT-Scan Analysis by Artificial Intelligence to the Clinical Care of TBI Patients.

artificial intelligence classification computed tomography review segmentation traumatic brain injury

Journal

Frontiers in neurology
ISSN: 1664-2295
Titre abrégé: Front Neurol
Pays: Switzerland
ID NLM: 101546899

Informations de publication

Date de publication:
2021
Historique:
received: 11 02 2021
accepted: 15 04 2021
entrez: 28 6 2021
pubmed: 29 6 2021
medline: 29 6 2021
Statut: epublish

Résumé

The gold standard to diagnose intracerebral lesions after traumatic brain injury (TBI) is computed tomography (CT) scan, and due to its accessibility and improved quality of images, the global burden of CT scan for TBI patients is increasing. The recent developments of automated determination of traumatic brain lesions and medical-decision process using artificial intelligence (AI) represent opportunities to help clinicians in screening more patients, identifying the nature and volume of lesions and estimating the patient outcome. This short review will summarize what is ongoing with the use of AI and CT scan for patients with TBI.

Identifiants

pubmed: 34177773
doi: 10.3389/fneur.2021.666875
pmc: PMC8222716
doi:

Types de publication

Journal Article Review

Langues

eng

Pagination

666875

Informations de copyright

Copyright © 2021 Brossard, Lemasson, Attyé, de Busschère, Payen, Barbier, Grèze and Bouzat.

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 Int Med Res. 2009 Jul-Aug;37(4):983-95
pubmed: 19761680
Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
Radiology. 2019 Apr;291(1):53-59
pubmed: 30694160
J Neurotrauma. 2004 Jul;21(7):886-93
pubmed: 15307901
BMC Med Inform Decis Mak. 2006 Nov 14;6:38
pubmed: 17105661
Ann Intensive Care. 2013 Jul 10;3(1):23
pubmed: 23837598
Neurospine. 2019 Dec;16(4):657-668
pubmed: 31905454
Radiology. 2021 Mar;298(3):505-516
pubmed: 33399513
J Clin Neurosci. 2019 Aug;66:100-106
pubmed: 31103253
J Neurotrauma. 2010 Feb;27(2):325-30
pubmed: 19895192
Neurosurgery. 2005 Dec;57(6):1173-82; discussion 1173-82
pubmed: 16331165
J Neurotrauma. 2007 Feb;24(2):232-8
pubmed: 17375987
Lancet Digit Health. 2020 Jun;2(6):e314-e322
pubmed: 33328125
BMJ. 2008 Feb 23;336(7641):425-9
pubmed: 18270239
Neurosurgery. 2014 Dec;75(6):632-46; discussion 646-7
pubmed: 25181434
Neurosurgery. 2015 Jan;76(1):67-80
pubmed: 25525693
J Neurotrauma. 2007 Feb;24(2):329-37
pubmed: 17375997
PLoS One. 2016 Dec 29;11(12):e0166550
pubmed: 28033372
Crit Care Med. 2012 May;40(5):1609-17
pubmed: 22511138
Lancet. 2018 Dec 1;392(10162):2388-2396
pubmed: 30318264
J Clin Epidemiol. 2019 Jun;110:12-22
pubmed: 30763612
BMC Med. 2014 Oct 22;12:186
pubmed: 25339549
PLoS Med. 2008 Aug 5;5(8):e165; discussion e165
pubmed: 18684008
Intensive Care Med. 2019 Sep;45(9):1298-1300
pubmed: 31236638
Lancet. 1975 Mar 1;1(7905):480-4
pubmed: 46957
PLoS One. 2018 Nov 9;13(11):e0207192
pubmed: 30412613
J Neurotrauma. 2020 Jan 1;37(1):202-210
pubmed: 31359814
Eur Radiol Exp. 2018 Oct 24;2(1):35
pubmed: 30353365
Radiographics. 2019 Oct;39(6):1571-1595
pubmed: 31589576
Lancet Neurol. 2017 Jun;16(6):452-464
pubmed: 28504109
Eur J Cancer. 2012 Mar;48(4):441-6
pubmed: 22257792
J Neurotrauma. 2010 Jan;27(1):51-64
pubmed: 19698072
J Clin Epidemiol. 2020 Jun;122:95-107
pubmed: 32201256
Lancet Neurol. 2017 Dec;16(12):987-1048
pubmed: 29122524
J Clin Epidemiol. 2016 Oct;78:83-89
pubmed: 26987507
Neurosurg Focus. 2018 Nov 1;45(5):E2
pubmed: 30453455
NPJ Digit Med. 2018 Apr 4;1:9
pubmed: 31304294
Neuroimage Clin. 2017 Feb 15;14:379-390
pubmed: 28275541
J Neurotrauma. 2019 Jun;36(11):1794-1803
pubmed: 30648469
Magn Reson Imaging. 2019 Dec;64:160-170
pubmed: 31301354
J Neurotrauma. 2007 Feb;24(2):239-50
pubmed: 17375988
Invest Radiol. 2015 Nov;50(11):757-65
pubmed: 26115366
Lancet Neurol. 2010 May;9(5):543-54
pubmed: 20398861
Artif Intell Med. 2020 Jul;107:101910
pubmed: 32828449
Radiol Artif Intell. 2020 Apr 29;2(3):e190211
pubmed: 33937827
PLoS Med. 2017 Aug 3;14(8):e1002368
pubmed: 28771476
Acta Neurochir (Wien). 2015 Oct;157(10):1683-96
pubmed: 26269030

Auteurs

Clément Brossard (C)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Benjamin Lemasson (B)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Arnaud Attyé (A)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Jules-Arnaud de Busschère (JA)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Jean-François Payen (JF)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Emmanuel L Barbier (EL)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Jules Grèze (J)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Pierre Bouzat (P)

Université Grenoble Alpes, Inserm, CHU Grenoble Alpes, U1216, Grenoble Institut Neurosciences, Grenoble, France.

Classifications MeSH