Application of Artificial Intelligence to Gastroenterology and Hepatology

被引:298
|
作者
Le Berre, Catherine [1 ,2 ,3 ]
Sandborn, William J. [4 ]
Aridhi, Sabeur [5 ]
Devignes, Marie-Dominique [5 ]
Fournier, Laure [6 ]
Smail-Tabbone, Malika [5 ]
Danese, Silvio [7 ,8 ]
Peyrin-Biroulet, Laurent [2 ,3 ]
机构
[1] Nantes Univ Hosp, Inst Malad Appareil Digestif, Nantes, France
[2] Univ Lorraine, INSERM, U954, Nancy Univ Hosp, Nancy, France
[3] Univ Lorraine, Nancy Univ Hosp, Dept Gastroenterol, 1 Allee Morvan, F-54511 Vandoeuvre Les Nancy, France
[4] Univ Calif San Diego, La Jolla, CA 92093 USA
[5] Univ Lorraine, CNRS, INRIA, Lab Lorrain Rech Informat & Ses Applicat, Nancy, France
[6] Univ Paris 05, INSERM, Unite Mixte Rech S970, AP HP, Paris, France
[7] Humanitas Univ, Humanitas Clin & Res Ctr, Inflammatory Bowel Dis Ctr, Milan, Italy
[8] Humanitas Univ, Humanitas Clin & Res Ctr, Dept Biomed Sci, Milan, Italy
关键词
Deep Learning; Machine Learning; Neural Network; Digestive System; COMPUTER-AIDED DIAGNOSIS; HELICOBACTER-PYLORI INFECTION; CONVOLUTIONAL NEURAL-NETWORK; CAPSULE ENDOSCOPY IMAGES; COLORECTAL POLYPS; TEXTURE DESCRIPTORS; LEARNING ALGORITHM; PANCREATIC-CANCER; LESION DETECTION; CELIAC-DISEASE;
D O I
10.1053/j.gastro.2019.08.058
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Since 2010, substantial progress has been made in artificial intelligence (AI) and its application to medicine. AI is explored in gastroenterology for endoscopic analysis of lesions, in detection of cancer, and to facilitate the analysis of inflammatory lesions or gastrointestinal bleeding during wireless capsule endoscopy. AI is also tested to assess liver fibrosis and to differentiate patients with pancreatic cancer from those with pancreatitis. AI might also be used to establish prognoses of patients or predict their response to treatments, based on multiple factors. We review the ways in which AI may help physicians make a diagnosis or establish a prognosis and discuss its limitations, knowing that further randomized controlled studies will be required before the approval of AI techniques by the health authorities.
引用
收藏
页码:76 / +
页数:21
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