Expected value of artificial intelligence in gastrointestinal endoscopy: European Society of Gastrointestinal Endoscopy (ESGE) Position Statement

被引:82
作者
Messmann, Helmut [1 ]
Bisschops, Raf [2 ]
Antonelli, Giulio [3 ,4 ]
Libanio, Diogo [5 ,6 ,7 ]
Sinonquel, Pieter [2 ]
Abdelrahim, Mohamed [8 ]
Ahmad, Omer F. [9 ,10 ,11 ]
Areia, Miguel [12 ]
Bergman, Jacques J. G. H. M. [13 ]
Bhandari, Pradeep [8 ]
Boskoski, Ivo [14 ]
Dekker, Evelien [13 ]
Domagk, Dirk [15 ]
Ebigbo, Alanna [1 ]
Eelbode, Tom [16 ]
Eliakim, Rami [17 ,18 ]
Haefner, Michael [19 ]
Haidry, Rehan J. [9 ,10 ]
Jover, Rodrigo [20 ]
Kaminski, Michal F. [21 ,22 ,23 ]
Kuvaev, Roman [24 ,25 ]
Mori, Yuichi [21 ,26 ]
Palazzo, Maxime [27 ]
Repici, Alessandro [28 ,29 ]
Rondonotti, Emanuele [30 ]
Rutter, Matthew D. [31 ,32 ]
Saito, Yutaka [33 ]
Sharma, Prateek [34 ,35 ]
Spada, Cristiano [14 ,36 ]
Spadaccini, Marco [28 ,29 ]
Veitch, Andrew [37 ]
Gralnek, Ian M. [38 ,39 ]
Hassan, Cesare [28 ,29 ]
Dinis-Ribeiro, Mario [5 ,6 ]
机构
[1] Univ Klinikum Augsburg, Med Klin 3, Augsburg, Germany
[2] Catholic Univ Leuven KUL, Univ Hosp Leuven, Dept Gastroenterol & Hepatol, TARGID, Leuven, Belgium
[3] Osped Castelli Hosp, Gastroenterol & Digest Endoscopy Unit, Rome, Italy
[4] Sapienza Univ Rome, Dept Anat Histol Forens Med & Orthoped Sci, Rome, Italy
[5] Porto Comprehens Canc Ctr, Dept Gastroenterol, Porto, Portugal
[6] RISE CI IPOP Hlth Res Network, Porto, Portugal
[7] Univ Porto, Fac Med, MEDCIDS, Porto, Portugal
[8] Portsmouth Hosp Univ NHS Trust, Endoscopy Dept, Portsmouth, Hants, England
[9] Univ Coll London Hosp, Wellcome EPSRC Ctr Intervent & Surg Sci, London, England
[10] Univ Coll London Hosp, Div Surg & Intervent Sci, London, England
[11] Univ Coll London Hosp, Gastrointestinal Serv, London, England
[12] Portuguese Oncol Inst Coimbra, Gastroenterol Dept, Coimbra, Portugal
[13] Amsterdam UMC, Dept Gastroenterol & Hepatol, Amsterdam, Netherlands
[14] Fdn Policlin Univ Agostino Gemelli IRCCS, Digest Endoscopy Unit, Rome, Italy
[15] Univ Munster, Josephs Hosp Warendorf, Acad Teaching Hosp, Dept Med 1, Warendorf, Germany
[16] Katholieke Univ Leuven, Dept Elect Engn ESAT PSI, Med Imaging Res Ctr, Leuven, Belgium
[17] Tel Aviv Univ, Sheba Med Ctr Tel Hashomer, Dept Gastroenterol, Ramat Gan, Israel
[18] Tel Aviv Univ, Sackler Sch Med, Ramat Gan, Israel
[19] Barmherzige Schwestern Krankenhaus, Med Dept 2, Vienna, Austria
[20] Univ Miguel Hernandez, Hosp Gen Univ Dr Balmis, Inst Invest Biomed Alicante ISABIAL, Dept Med Clin,Serv Gastroenterol, Alicante, Spain
[21] Univ Oslo, Clin Effectiveness Res Grp, Oslo, Norway
[22] Ctr Postgrad Med Educ, Dept Gastroenterol Hepatol & Clin Oncol, Warsaw, Poland
[23] Maria Sklodowska Curie Natl Res Inst Oncol, Dept Oncol Gastroenterol & Dept Canc Prevent, Warsaw, Poland
[24] Yaroslavl Reg Canc Hosp, Endoscopy Dept, Yaroslavl, Russia
[25] Pirogov Russian Natl Res Med Univ, Fac Addit Profess Educ, Dept Gastroenterol, Moscow, Russia
[26] Showa Univ, Digest Dis Ctr, Northern Yokohama Hosp, Yokohama, Kanagawa, Japan
[27] European Hosp, Marseille, France
[28] Humanitas Univ, Dept Biomed Sci, Via Rita Levi Montalcini 4, I-20072 Milan, Italy
[29] IRCCS Humanitas Res Hosp, Milan, Italy
[30] Valduce Hosp, Gastroenterol Unit, Como, Italy
[31] North Tees & Hartlepool NHS Fdn Trust, Stockton On Tees, England
[32] Newcastle Univ, Populat Hlth Sci Inst, Newcastle, NSW, Australia
[33] Natl Canc Ctr, Endoscopy Div, Tokyo, Japan
[34] Univ Kansas, Sch Med, Gastroenterol & Hepatol Div, Lawrence, KS 66045 USA
[35] Kansas City VA Med Ctr, Kansas City, KS USA
[36] Fdn Poliambulanza Ist Osped, Digest Endoscopy, Brescia, Italy
[37] Royal Wolverhampton Hosp NHS Trust, Dept Gastroenterol, Wolverhampton, England
[38] Ellen & Pinchas Mamber Inst Gastroenterol & Hepat, Emek Med Ctr, Afula, Israel
[39] Technion Israel Inst Technol, Rappaport Fac Med, Haifa, Israel
关键词
COMPUTER-AIDED DETECTION; SQUAMOUS-CELL CARCINOMA; DETECTION-ASSISTED COLONOSCOPY; COST-EFFECTIVENESS; COLORECTAL-CANCER; ADENOMA DETECTION; GASTRIC-CANCER; PERFORMANCE-MEASURES; CAPSULE ENDOSCOPY; CLEANSING SCORE;
D O I
10.1055/a-1950-5694
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
This ESGE Position Statement defines the expected value of artificial intelligence (AI) for the diagnosis and management of gastrointestinal neoplasia within the framework of the performance measures already defined by ESGE. This is based on the clinical relevance of the expected task and the preliminary evidence regarding artificial intelligence in artificial or clinical settings. Main recommendations: (1) For acceptance of AI in assessment of completeness of upper GI endoscopy, the adequate level of mucosal inspection with AI should be comparable to that assessed by experienced endoscopists. (2) For acceptance of AI in assessment of completeness of upper GI endoscopy, automated recognition and photodocumentation of relevant anatomical landmarks should be obtained in >= 90% of the procedures. (3) For acceptance of AI in the detection of Barrett's high grade intraepithelial neoplasia or cancer, the AI-assisted detection rate for suspicious lesions for targeted biopsies should be comparable to that of experienced endoscopists with or without advanced imaging techniques. (4) For acceptance of AI in the management of Barrett's neoplasia, AI-assisted selection of lesions amenable to endoscopic resection should be comparable to that of experienced endoscopists. (5) For acceptance of AI in the diagnosis of gastric precancerous conditions, AI-assisted diagnosis of atrophy and intestinal metaplasia should be comparable to that provided by the established biopsy protocol, including the estimation of extent, and consequent allocation to the correct endoscopic surveillance interval. (6) For acceptance of artificial intelligence for automated lesion detection in small-bowel capsule endoscopy (SBCE), the performance of AI-assisted reading should be comparable to that of experienced endoscopists for lesion detection, without increasing but possibly reducing the reading time of the operator. (7) For acceptance of AI in the detection of colorectal polyps, the AI-assisted adenoma detection rate should be comparable to that of experienced endoscopists. (8) For acceptance of AI optical diagnosis (computer-aided diagnosis [CADx]) of diminutive polyps (<= 5 mm), AI-assisted characterization should match performance standards for implementing resect-and-discard and diagnose-and-leave strategies. (9) For acceptance of AI in the management of polyps >= 6 mm, AI-assisted characterization should be comparable to that of experienced endoscopists in selecting lesions amenable to endoscopic resection.
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收藏
页码:1211 / 1231
页数:21
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