Third Eye? The Assistance of Artificial Intelligence (AI) in the Endoscopy of Gastrointestinal Neoplasms.

artificial intelligence colorectal cancer endoscopy esophageal cancer gastric cancer gastrointestinal tract

Journal

Journal of clinical medicine
ISSN: 2077-0383
Titre abrégé: J Clin Med
Pays: Switzerland
ID NLM: 101606588

Informations de publication

Date de publication:
24 Oct 2023
Historique:
received: 04 09 2023
revised: 19 10 2023
accepted: 21 10 2023
medline: 14 11 2023
pubmed: 14 11 2023
entrez: 14 11 2023
Statut: epublish

Résumé

Gastrointestinal cancers are characterized by high incidence and mortality. However, there are well-established methods of screening. The endoscopy exam provides the macroscopical image and enables harvesting the tissue samples for further histopathological diagnosis. The efficiency of endoscopies relies not only on proper patient preparation, but also on the skills of the personnel conducting the exam. In recent years, a number of reports concerning the application of artificial intelligence (AI) in medicine have arisen. Numerous studies aimed to assess the utility of deep learning/ neural network systems supporting endoscopies. In this review, we summarized the most recent reports and randomized clinical trials regarding the application of AI in screening and surveillance of gastrointestinal cancers among patients suffering from esophageal, gastric, and colorectal cancer, along with the advantages, limitations, and controversies of those novel solutions.

Identifiants

pubmed: 37959187
pii: jcm12216721
doi: 10.3390/jcm12216721
pmc: PMC10650785
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Références

World J Gastroenterol. 2020 Sep 21;26(35):5256-5271
pubmed: 32994686
Gastroenterol Rep (Oxf). 2015 Aug;3(3):179-84
pubmed: 26133175
Gut. 2018 Feb;67(2):291-298
pubmed: 27733426
Gastroenterology. 2020 Aug;159(2):512-520.e7
pubmed: 32371116
J Gastroenterol. 2021 Aug;56(8):746-757
pubmed: 34218329
Am J Gastroenterol. 2022 Apr 1;117(4):559-587
pubmed: 35354777
Lancet. 2020 Aug 29;396(10251):635-648
pubmed: 32861308
Jpn J Clin Oncol. 2018 Jul 01;48(7):673-683
pubmed: 29889263
Endoscopy. 2022 Aug;54(8):757-768
pubmed: 34823258
Lancet Oncol. 2019 Dec;20(12):1645-1654
pubmed: 31591062
Gastroenterology. 2022 Sep;163(3):732-741
pubmed: 35643173
Clin J Gastroenterol. 2020 Dec;13(6):1010-1021
pubmed: 32965635
Gut. 2022 Apr;71(4):757-765
pubmed: 34187845
Dig Liver Dis. 2019 Aug;51(8):1079-1085
pubmed: 31272937
United European Gastroenterol J. 2017 Aug;5(5):742-749
pubmed: 28815039
J Gastrointest Surg. 2021 Aug;25(8):2011-2018
pubmed: 32968933
Endoscopy. 2022 May;54(5):465-472
pubmed: 34293812
World J Clin Cases. 2021 Nov 6;9(31):9376-9385
pubmed: 34877273
Gastroenterology. 2020 Oct;159(4):1252-1261.e5
pubmed: 32562721
Dis Esophagus. 2016 Nov;29(8):897-905
pubmed: 27905172
Dig Dis. 2022;40(4):395-408
pubmed: 34348267
Endoscopy. 2011 Aug;43(8):683-91
pubmed: 21623556
Gastroenterology. 2019 May;156(6):1661-1674.e11
pubmed: 30738046
J Natl Compr Canc Netw. 2021 Oct 15;19(10):1122-1132
pubmed: 34666312
Gastric Cancer. 2017 Mar;20(2):217-225
pubmed: 26897166
United European Gastroenterol J. 2023 Feb;11(1):60-68
pubmed: 36571259
Gastrointest Endosc. 2011 Jun;73(6):1223-31
pubmed: 21481861
Endoscopy. 2016 Mar;48(3):213-4
pubmed: 26906313
Fam Cancer. 2005;4(3):233-7
pubmed: 16136383
Gastroenterology. 2017 May;152(6):1319-1328.e7
pubmed: 28147224
Nat Biomed Eng. 2018 Oct;2(10):719-731
pubmed: 31015651
Gut. 2019 Feb;68(2):186-197
pubmed: 30420400
Gastroenterology. 2022 Jul;163(1):295-304.e5
pubmed: 35304117
Gastrointest Endosc. 2020 Oct;92(4):905-911.e1
pubmed: 32240683
Gastroenterology. 2021 May;160(6):2212
pubmed: 33417943
Am J Gastroenterol. 2017 Jul;112(7):1016-1030
pubmed: 28555630
Diagnostics (Basel). 2022 Jan 19;12(2):
pubmed: 35204328
United European Gastroenterol J. 2018 Dec;6(10):1556-1562
pubmed: 30574326
World J Gastroenterol. 2019 May 7;25(17):2045-2057
pubmed: 31114132
Endoscopy. 2018 Aug;50(8):761-769
pubmed: 29486502
Endoscopy. 2021 Dec;53(12):1199-1207
pubmed: 33429441
Surg Endosc. 2019 Nov;33(11):3790-3797
pubmed: 30719560
Gut. 2019 Oct;68(10):1813-1819
pubmed: 30814121
Gastrointest Endosc. 2022 May;95(5):864-872
pubmed: 34998795
Gastrointest Endosc. 2023 Mar;97(3):528-536.e1
pubmed: 36228695
Best Pract Res Clin Gastroenterol. 2015 Aug;29(4):575-87
pubmed: 26381303
Lancet Gastroenterol Hepatol. 2020 Apr;5(4):343-351
pubmed: 31981517
N Engl J Med. 2013 Sep 19;369(12):1095-105
pubmed: 24047059
PLoS One. 2019 Mar 25;14(3):e0214133
pubmed: 30908513
World J Gastroenterol. 2018 Aug 21;24(31):3556-3566
pubmed: 30131662
Endoscopy. 2021 Aug;53(8):832-836
pubmed: 32947623
Gastrointest Endosc. 2018 Nov;88(5):854-864
pubmed: 29908178
Endoscopy. 2019 Jun;51(6):522-531
pubmed: 30861533
Lancet Oncol. 2009 Dec;10(12):1171-8
pubmed: 19910250
Clin Gastroenterol Hepatol. 2022 Jul;20(7):1499-1507.e4
pubmed: 34530161
Lancet Gastroenterol Hepatol. 2020 Apr;5(4):352-361
pubmed: 31981518
Gastrointest Endosc. 2020 Jun;91(6):1264-1271.e1
pubmed: 31930967
Endoscopy. 2022 Aug;54(8):780-784
pubmed: 34607377
Cancer Med. 2021 Oct;10(20):7184-7193
pubmed: 34477306
Gastrointest Endosc. 2020 Mar;91(3):463-485.e5
pubmed: 32044106
Endoscopy. 2013;45(4):257-64
pubmed: 23440588
Gastrointest Endosc. 2018 May;87(5):1339-1344
pubmed: 29225083
Am J Gastroenterol. 2013 Feb;108(2):166-72
pubmed: 23381064
N Engl J Med. 2006 Dec 14;355(24):2533-41
pubmed: 17167136
United European Gastroenterol J. 2020 Aug;8(7):782-789
pubmed: 32731841
Gastrointest Endosc. 2011 Nov;74(5):1094-102
pubmed: 21889137
CA Cancer J Clin. 2017 Mar;67(2):93-99
pubmed: 28094848
N Engl J Med. 2014 Apr 3;370(14):1298-306
pubmed: 24693890
Endosc Int Open. 2020 May;8(5):E684-E692
pubmed: 32355888
Sci Rep. 2022 Sep 29;12(1):16314
pubmed: 36175457
Clin Gastroenterol Hepatol. 2021 Jan;19(1):202-204
pubmed: 31712082
Gut. 2013 Feb;62(2):236-41
pubmed: 22442161
Nat Rev Gastroenterol Hepatol. 2015 Nov;12(11):660-7
pubmed: 26260369
JAMA. 2021 May 18;325(19):1965-1977
pubmed: 34003218
Gut Liver. 2012 Jan;6(1):64-70
pubmed: 22375173
N Engl J Med. 2010 May 13;362(19):1795-803
pubmed: 20463339
Endoscopy. 2023 Jan;55(1):14-22
pubmed: 35562098
Endoscopy. 2023 Apr;55(4):313-319
pubmed: 36509103
Gastroenterology. 2018 Jun;154(8):2027-2029.e3
pubmed: 29653147
Gastroenterology. 2008 Dec;135(6):1892-8
pubmed: 18835390
Lancet Gastroenterol Hepatol. 2021 Sep;6(9):700-708
pubmed: 34297944
Endoscopy. 2023 Aug;55(8):701-708
pubmed: 36754065

Auteurs

Magdalena Leśniewska (M)

Students' Scientific Circle on Medical Law at the Department of Humanities and Social Medicine, Medical University of Lublin, 20-093 Lublin, Poland.

Rafał Patryn (R)

Department of Humanities and Social Medicine, Medical University of Lublin, 20-093 Lublin, Poland.

Agnieszka Kopystecka (A)

Students' Scientific Circle on Medical Law at the Department of Humanities and Social Medicine, Medical University of Lublin, 20-093 Lublin, Poland.

Ilona Kozioł (I)

Students' Scientific Circle on Medical Law at the Department of Humanities and Social Medicine, Medical University of Lublin, 20-093 Lublin, Poland.

Julia Budzyńska (J)

Students' Scientific Circle on Medical Law at the Department of Humanities and Social Medicine, Medical University of Lublin, 20-093 Lublin, Poland.

Classifications MeSH