Inflammatory bowel disease (IBD) is a complex chronic immune disease with two subtypes: Crohn's disease and ulcerative colitis. Considering the differences in pathogenesis, etiology, clinical presentation, and response to therapy among patients, gastroenterologists mainly rely on endoscopy to diagnose and treat IBD during clinical practice. However, as exemplified by the increasingly comprehensive ulcerative colitis endoscopic scoring system, the endoscopic diagnosis, evaluation, and treatment of IBD still rely on the subjective manipulation and judgment of endoscopists. In recent years, the use of artificial intelligence (AI) has grown substantially in various medical fields, and an increasing number of studies have investigated the use of this emerging technology in the field of gastroenterology. Clinical applications of AI have focused on IBD pathogenesis, etiology, diagnosis, and patient prognosis. Large-scale datasets offer tremendous utility in the development of novel tools to address the unmet clinical and practice needs for treating patients with IBD. However, significant differences among AI methodologies, datasets, and clinical findings limit the incorporation of AI technology into clinical practice. In this review, we discuss practical AI applications in the diagnosis of IBD via gastroenteroscopy and speculate regarding a future in which AI technology provides value for the diagnosis and treatment of IBD patients.
机构:
F Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
8730 Alden Dr,Suite 222, Los Angeles, CA 90048 USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Gu, Phillip
Mendonca, Oreen
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Univ Toronto, Toronto, ON, CanadaF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Mendonca, Oreen
Carter, Dan
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Sheba Med Ctr, Dept Gastroenterol, Tel Aviv, IsraelF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Carter, Dan
Dube, Shishir
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F Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Dube, Shishir
Wang, Paul
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Cedars Sinai Med Ctr, Dept Computat Biomed, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Wang, Paul
Huang, Xiuzhen
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Cedars Sinai Med Ctr, Dept Computat Biomed, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Huang, Xiuzhen
Li, Debiao
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Cedars Sinai Med Ctr, Biomed Res Inst, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Li, Debiao
Moore, Jason H.
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Cedars Sinai Med Ctr, Dept Computat Biomed, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
Moore, Jason H.
McGovern, Dermot P. B.
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F Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USAF Widjaja Inflammatory Bowel Dis Inst, Cedars Sinai Med Ctr, Los Angeles, CA USA
机构:
Mayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USAMayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USA
Silverman, Anna L.
Shung, Dennis
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Yale Univ, Yale Sch Med, Dept Med, Sect Digest Dis, New Haven, CT USAMayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USA
Shung, Dennis
Stidham, Ryan W.
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Michigan Med, Dept Internal Med, Div Gastroenterol, Ann Arbor, MI USA
Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI USA
Univ Michigan, Michigan Inst Data Sci, Ann Arbor, MI USAMayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USA
Stidham, Ryan W.
Kochhar, Gursimran S.
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Allegheny Hlth Network, Div Gastroenterol Hepatol & Nutr, Pittsburgh, PA USAMayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USA
Kochhar, Gursimran S.
Iacucci, Marietta
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Univ Birmingham, Inst Immunol & Immunotherapy, Birmingham, England
Univ Coll Cork, Coll Med & Hlth, Cork, Ireland
APC Microbiome Ireland, Cork, IrelandMayo Clin, Dept Internal Med, Div Gastroenterol & Hepatol, Scottsdale, AZ USA
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Tokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, JapanTokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
Kawamoto, Ami
Takenaka, Kento
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Tokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, JapanTokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
Takenaka, Kento
Okamoto, Ryuichi
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Tokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, JapanTokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
Okamoto, Ryuichi
Watanabe, Mamoru
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Tokyo Med & Dent Univ, TMDU Adv Res Inst, Tokyo, JapanTokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
Watanabe, Mamoru
Ohtsuka, Kazuo
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Tokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
Tokyo Med & Dent Univ, Endoscop Unit, Tokyo, JapanTokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
机构:
Fujian Univ Tradit Chinese Med, Fuding Hosp, Dept Clin Lab, 120 South Rd Old City, Fuding 355200, Fujian, Peoples R ChinaFujian Univ Tradit Chinese Med, Fuding Hosp, Dept Clin Lab, 120 South Rd Old City, Fuding 355200, Fujian, Peoples R China