Improving Pancreatic Cyst Management: Artificial Intelligence-Powered Prediction of Advanced Neoplasms through Endoscopic Ultrasound-Guided Confocal Endomicroscopy.

EUS-nCLE IPMN artificial intelligence endomicroscopy endoscopic ultrasound endoscopy machine learning pancreatic cancer pancreatic cysts

Journal

Biomimetics (Basel, Switzerland)
ISSN: 2313-7673
Titre abrégé: Biomimetics (Basel)
Pays: Switzerland
ID NLM: 101719189

Informations de publication

Date de publication:
19 Oct 2023
Historique:
received: 02 08 2023
revised: 03 10 2023
accepted: 17 10 2023
medline: 27 10 2023
pubmed: 27 10 2023
entrez: 27 10 2023
Statut: epublish

Résumé

Despite the increasing rate of detection of incidental pancreatic cystic lesions (PCLs), current standard-of-care methods for their diagnosis and risk stratification remain inadequate. Intraductal papillary mucinous neoplasms (IPMNs) are the most prevalent PCLs. The existing modalities, including endoscopic ultrasound and cyst fluid analysis, only achieve accuracy rates of 65-75% in identifying carcinoma or high-grade dysplasia in IPMNs. Furthermore, surgical resection of PCLs reveals that up to half exhibit only low-grade dysplastic changes or benign neoplasms. To reduce unnecessary and high-risk pancreatic surgeries, more precise diagnostic techniques are necessary. A promising approach involves integrating existing data, such as clinical features, cyst morphology, and data from cyst fluid analysis, with confocal endomicroscopy and radiomics to enhance the prediction of advanced neoplasms in PCLs. Artificial intelligence and machine learning modalities can play a crucial role in achieving this goal. In this review, we explore current and future techniques to leverage these advanced technologies to improve diagnostic accuracy in the context of PCLs.

Identifiants

pubmed: 37887627
pii: biomimetics8060496
doi: 10.3390/biomimetics8060496
pmc: PMC10604893
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Subventions

Organisme : NCI NIH HHS
ID : R01 CA279965
Pays : United States

Références

Radiol Artif Intell. 2023 May 31;5(3):e230136
pubmed: 37293343
Biomimetics (Basel). 2022 Jun 14;7(2):
pubmed: 35735595
Hepatobiliary Pancreat Dis Int. 2021 Aug;20(4):387-390
pubmed: 33358611
IEEE J Biomed Health Inform. 2022 Nov;26(11):5596-5607
pubmed: 35984796
Abdom Radiol (NY). 2022 Dec;47(12):4139-4150
pubmed: 36098760
BMC Cancer. 2019 Sep 5;19(1):886
pubmed: 31488089
Med Phys. 2018 Nov;45(11):5019-5029
pubmed: 30176047
Technol Cancer Res Treat. 2019 Jan 1;18:1533033818824339
pubmed: 30803366
Comput Methods Programs Biomed. 2023 Feb;229:107318
pubmed: 36592580
Gastrointest Endosc. 2020 Mar;91(3):551-563.e5
pubmed: 31542380
IEEE Trans Pattern Anal Mach Intell. 2017 Jun;39(6):1137-1149
pubmed: 27295650
Pancreatology. 2017 Sep - Oct;17(5):738-753
pubmed: 28735806
VideoGIE. 2016 Jul 22;1(1):6-7
pubmed: 29905203
Magn Reson Imaging. 2020 May;68:45-52
pubmed: 31987903
Surgery. 2018 Dec;164(6):1178-1184
pubmed: 30170819
Pac Symp Biocomput. 2023;28:484-495
pubmed: 36541002
Sci Transl Med. 2019 Jul 17;11(501):
pubmed: 31316009
Br J Cancer. 2020 Mar;122(5):692-696
pubmed: 31857725
World J Gastrointest Oncol. 2014 Sep 15;6(9):311-24
pubmed: 25232456
Nature. 2015 May 28;521(7553):436-44
pubmed: 26017442
JAMA Surg. 2021 Jul 1;156(7):654-661
pubmed: 34009303
BMC Cancer. 2022 Nov 29;22(1):1237
pubmed: 36447168
JCO Clin Cancer Inform. 2019 May;3:1-12
pubmed: 31141423
Gastrointest Endosc. 2020 Mar;91(3):564-567
pubmed: 32087898
Diagnostics (Basel). 2022 Dec 16;12(12):
pubmed: 36553200
Sensors (Basel). 2023 Jan 14;23(2):
pubmed: 36679766
Eur J Nucl Med Mol Imaging. 2023 Mar;50(4):1034-1050
pubmed: 36508026
Gut. 2018 Dec;67(12):2131-2141
pubmed: 28970292
Eur Heart J Digit Health. 2022 May 23;3(3):380-389
pubmed: 36712167
Nat Med. 2023 Jan;29(1):135-146
pubmed: 36658418
Pancreas. 2018 May/Jun;47(5):544-550
pubmed: 29702531
Pancreatology. 2021 Apr;21(3):613-621
pubmed: 33593706
IEEE Trans Neural Netw Learn Syst. 2023 Jun 08;PP:
pubmed: 37289609
Pancreatology. 2019 Jan;19(1):2-9
pubmed: 30503370
Endoscopy. 2023 May;55(5):415-422
pubmed: 36323331
Front Genet. 2019 Nov 12;10:1077
pubmed: 31781160
Gastroenterology. 2015 Apr;148(4):824-48.e22
pubmed: 25805376
Ann Surg. 1987 Sep;206(3):358-65
pubmed: 3632096
JAMA. 2021 Jan 26;325(4):391-392
pubmed: 33496762
J Cloud Comput (Heidelb). 2022;11(1):94
pubmed: 36536803
Am J Gastroenterol. 2018 Apr;113(4):464-479
pubmed: 29485131
Pancreas. 2017 Aug;46(7):936-942
pubmed: 28697135
Gastrointest Endosc. 2015 May;81(5):1204-14
pubmed: 25634486
Theranostics. 2021 Jan 1;11(4):1982-1990
pubmed: 33408793
Curr Eye Res. 2023 Sep;48(9):836-842
pubmed: 37203787
Clin Gastroenterol Hepatol. 2020 Feb;18(2):432-440.e6
pubmed: 31220640
Sci Rep. 2022 Mar 8;12(1):4075
pubmed: 35260710
Ann Hepatobiliary Pancreat Surg. 2023 May 31;27(2):195-200
pubmed: 37006188
Pancreatology. 2017 Mar - Apr;17(2):255-262
pubmed: 28189431
Gastrointest Endosc. 2021 Jul;94(1):78-87.e2
pubmed: 33465354
IEEE Trans Med Imaging. 2022 Dec;41(12):3663-3674
pubmed: 35853071
Surg Oncol. 2005 Dec;14(4):155-78
pubmed: 16517154
Clin Gastroenterol Hepatol. 2015 Oct;13(10):1808-15
pubmed: 25818077
Oncotarget. 2016 Dec 27;7(52):85785-85797
pubmed: 27589689
Cancers (Basel). 2023 Jan 16;15(2):
pubmed: 36672494
IEEE J Biomed Health Inform. 2023 Jun 06;PP:
pubmed: 37279135
Biomed Res Int. 2021 Oct 16;2021:7865856
pubmed: 34697591
Sci Rep. 2019 May 3;9(1):6893
pubmed: 31053726
IEEE Trans Neural Netw Learn Syst. 2023 Oct;34(10):6824-6838
pubmed: 37224350
Cancer Res. 2017 Nov 1;77(21):e91-e100
pubmed: 29092949
Gastroenterology. 2015 Nov;149(6):1501-10
pubmed: 26253305
IEEE Trans Pattern Anal Mach Intell. 2018 Apr;40(4):834-848
pubmed: 28463186
Sensors (Basel). 2023 Apr 30;23(9):
pubmed: 37177640
J Imaging. 2022 Jul 12;8(7):
pubmed: 35877639
N Am J Med Sci. 2015 May;7(5):160-75
pubmed: 26110127

Auteurs

Joanna Jiang (J)

Division of Gastroenterology, Hepatology, and Nutrition, Department of Internal Medicine, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.

Wei-Lun Chao (WL)

Department of Computer Science and Engineering, College of Engineering, The Ohio State University, Columbus, OH 43210, USA.

Troy Cao (T)

College of Medicine, The Ohio State University, Columbus, OH 43210, USA.

Stacey Culp (S)

Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH 43210, USA.

Bertrand Napoléon (B)

Department of Gastroenterology, Jean Mermoz Private Hospital, 69008 Lyon, France.

Samer El-Dika (S)

Division of Gastroenterology and Hepatology, Stanford University, Stanford, CA 94305, USA.

Jorge D Machicado (JD)

Division of Gastroenterology, University of Michigan, Ann Arbor, MI 48109, USA.

Rahul Pannala (R)

Division of Gastroenterology and Hepatology, Mayo Clinic Arizona, Phoenix, AZ 85054, USA.

Shaffer Mok (S)

Division of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA.

Anjuli K Luthra (AK)

Division of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA.

Venkata S Akshintala (VS)

Division of Gastroenterology, Johns Hopkins Medical Institutions, Baltimore, MD 21287, USA.

Thiruvengadam Muniraj (T)

Department of Internal Medicine, Yale University School of Medicine, New Haven, CT 06510, USA.

Somashekar G Krishna (SG)

Division of Gastroenterology, Hepatology, and Nutrition, Department of Internal Medicine, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA.

Classifications MeSH