Artificial intelligence for endoscopy in inflammatory bowel disease

被引:13
作者
Takenaka, Kento [1 ]
Kawamoto, Ami [1 ]
Okamoto, Ryuichi [1 ]
Watanabe, Mamoru [2 ]
Ohtsuka, Kazuo [3 ]
机构
[1] Tokyo Med & Dent Univ, Dept Gastroenterol & Hepatol, Tokyo, Japan
[2] Tokyo Med & Dent Univ, TMDU Adv Res Inst, Tokyo, Japan
[3] Tokyo Med & Dent Univ, Endoscop Unit, Tokyo, Japan
关键词
Colitis; ulcerative; Crohn disease; Mucosal healing; ULCERATIVE-COLITIS; NEURAL-NETWORK; CROHNS-DISEASE; IMAGES; VALIDATION; TRIAL;
D O I
10.5217/ir.2021.00079
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Inflammatory bowel disease (IBD), with its 2 subtypes, Crohn's disease and ulcerative colitis, is a complex chronic condition. A precise definition of disease activity and appropriate drug management greatly improve the clinical course while minimizing the risk or cost. Artificial intelligence (AI) has been used in several medical diseases or situations. Herein, we provide an overview of AI for endoscopy in IBD. We discuss how AI can improve clinical practice and how some components have already begun to shape our knowledge. There may be a time when we can use AI in clinical practice. As AI systems contribute to the exact diagnosis and treatment of human disease, we should continue to learn best practices in health care in the field of IBD.
引用
收藏
页码:165 / 170
页数:6
相关论文
共 27 条
  • [1] Ulcer severity grading in video capsule images of patients with Crohn's disease: an ordinal neural network solution
    Barash, Yiftach
    Azaria, Liran
    Soffer, Shelly
    Yehuda, Reuma Margalit
    Shlomi, Oranit
    Ben-Horin, Shomron
    Eliakim, Rami
    Klang, Eyal
    Kopylov, Uri
    [J]. GASTROINTESTINAL ENDOSCOPY, 2021, 93 (01) : 187 - 192
  • [2] Assessment of small bowel mucosal healing by video capsule endoscopy for the prediction of short-term and long-term risk of Crohn's disease flare: a prospective cohort study
    Ben-Horin, Shomron
    Lahat, Adi
    Amitai, Marianne M.
    Klang, Eyal
    Yablecovitch, Doron
    Neuman, Sandra
    Levhar, Nina
    Selinger, Limor
    Rozendorn, Noa
    Turner, Dan
    Chowers, Yehuda
    Odes, Shmuel
    Schwartz, Doron
    Yanai, Henit
    Dotan, Iris
    Braun, Tzipi
    Haberman, Yael
    Kopylov, Uri
    Eliakim, Rami
    [J]. LANCET GASTROENTEROLOGY & HEPATOLOGY, 2019, 4 (07) : 519 - 528
  • [3] Scoring endoscopic disease activity in IBD: artificial intelligence sees more and better than we do
    Bossuyt, Peter
    Vermeire, Severine
    Bisschops, Raf
    [J]. GUT, 2020, 69 (04) : 788 - +
  • [4] Early Mucosal Healing With Infliximab Is Associated With Improved Long-term Clinical Outcomes in Ulcerative Colitis
    Colombel, Jean Frederic
    Rutgeerts, Paul
    Reinisch, Walter
    Esser, Dirk
    Wang, Yanxin
    Lang, Yinghua
    Marano, Colleen W.
    Strauss, Richard
    Oddens, Bjoern J.
    Feagan, Brian G.
    Hanauer, Stephen B.
    Lichtenstein, Gary R.
    Present, Daniel
    Sands, Bruce E.
    Sandborn, William J.
    [J]. GASTROENTEROLOGY, 2011, 141 (04) : 1194 - 1201
  • [5] Complete histologic normalisation is associated with reduced risk of relapse among patients with ulcerative colitis in complete endoscopic remission
    Cushing, Kelly C.
    Tan, William
    Alpers, David H.
    Deshpande, Vikram
    Ananthakrishnan, Ashwin N.
    [J]. ALIMENTARY PHARMACOLOGY & THERAPEUTICS, 2020, 51 (03) : 347 - 355
  • [6] Gastroenterologist-Level Identification of Small-Bowel Diseases and Normal Variants by Capsule Endoscopy Using a Deep-Learning Model
    Ding, Zhen
    Shi, Huiying
    Zhang, Hao
    Meng, Lingjun
    Fan, Mengke
    Han, Chaoqun
    Zhang, Kun
    Ming, Fanhua
    Xie, Xiaoping
    Liu, Hao
    Liu, Jun
    Lin, Rong
    Hou, Xiaohua
    [J]. GASTROENTEROLOGY, 2019, 157 (04) : 1044 - +
  • [7] Clinical Practice Guidelines for the Use of Video Capsule Endoscopy
    Enns, Robert A.
    Hookey, Lawrence
    Armstrong, David
    Bernstein, Charles N.
    Heitman, Steven J.
    Teshima, Christopher
    Leontiadis, Grigorios I.
    Tse, Frances
    Sadowski, Daniel
    [J]. GASTROENTEROLOGY, 2017, 152 (03) : 497 - 514
  • [8] The Role of Centralized Reading of Endoscopy in a Randomized Controlled Trial of Mesalamine for Ulcerative Colitis
    Feagan, Brian G.
    Sandborn, William J.
    D'Haens, Geert
    Pola, Suresh
    McDonald, John W. D.
    Rutgeerts, Paul
    Munkholm, Pia
    Mittmann, Ulrich
    King, Debra
    Wong, Cindy J.
    Zou, Guangyong
    Donner, Allan
    Shackelton, Lisa M.
    Gilgen, Denise
    Nelson, Sigrid
    Vandervoort, Margaret K.
    Fahmy, Marianne
    Loftus, Edward V., Jr.
    Panaccione, Remo
    Travis, Simon P.
    Van Assche, Gert A.
    Vermeire, Severine
    Levesque, Barrett G.
    [J]. GASTROENTEROLOGY, 2013, 145 (01) : 149 - +
  • [9] A reproducible grading scale for histological assessment of inflammation in ulcerative colitis
    Geboes, K
    Riddell, R
    Öst, A
    Jensfelt, B
    Persson, T
    Löfberg, R
    [J]. GUT, 2000, 47 (03) : 404 - 409
  • [10] Central Reading of Ulcerative Colitis Clinical Trial Videos Using Neural Networks
    Gottlieb, Klaus
    Requa, James
    Karnes, William
    Gudivada, Ranga Chandra
    Shen, Jie
    Rael, Efren
    Arora, Vipin
    Dao, Tyler
    Ninh, Andrew
    McGill, James
    [J]. GASTROENTEROLOGY, 2021, 160 (03) : 710 - +