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Objective:To explore the marking method for magnetically controlled capsule gastroscopy (MCCG) pictures with artificial intelligence (AI), so as to improve the work efficiency of endoscopist and to reduce the blind area of AI image reading.Methods:According to the consensus of MCCG, 24 parts of stomach in 14 775 pictures of MCCG from 35 subjects in Shenzhen Zifu Medical Technology Co., Ltd received MCCG from March to August, 2020 were marked by ten gastroenterologists and one developer of MCCG with medical background, the marking shape included rectangles and polygons. Among the ten gastroenterologists, three were senior endoscopist (the total number of gastroenteroscopy operations over 80 000, chief physician or associate chief physician), four were medium seniority endoscopist (the total number of gastroenteroscopy operations between 10 000 and 80 000, associate chief physician), and three were junior endoscopist (the total number of gastroenteroscopy operations less than 10 000, attending physician). The pictures of the same subject were pre-marked by two selected senior endoscopists with blind method, and the standard of marking with most appropriate coincidence rate was determined. The qualified marked pictures were automatically learn with AI deep learning method, and the learning results were fed back. Chi square test was used for statistical analysis.Results:According to the pre-marked results, the standard of coincidence rate for rectangular marking area was set as 50.0% and that for polygon marking area was 70.0%. The first correction for qualified rate was 39.0% (5 762/14 775). A total of 9 013 pictures were corrected. After repeated training and correction for one to five times, all pictures were qualified marked. The marking qualified rate of senior endoscopist partners was higher than that of partners of different qualifications (48.7%, 1 200/2 466 vs. 19.0%, 825/4 337), and the difference was statistically significant ( χ2=659.20, P<0.001). There was no statistically significant difference in the marking qualified rate between the senior endoscopist partners and partners of senior endoscopist and capsule developer (48.7%, 1 200/2 466 vs. 49.6%, 1 496/3 019; P>0.05). Conclusions:Establishment of AI marking method for MCCG can provide technical support for AI non-blind area reading, and AI non-blind area monitoring during the operation of MCCG.
RESUMO
Background:With the progress and widely application of endoscopic techniques,the prevalence rate of periampullary diverticulum (PAD)is increasing in recent years. However,the results of studies investigating the correlation of PAD and its types with common bile duct (CBD)stone are different. Aims:To investigate the influence of PAD and its types on CBD stone. Methods:A total of 1524 consecutive inpatients who underwent diagnostic and therapeutic ERCP for pancreatobiliary diseases from Jan. 2014 to Dec. 2016 at the General Hospital of Xinjiang Military Region of Chinese PLA were enrolled and divided into two groups according to the presence or absence of PAD. Patients in PAD group were further classified into 3 subgroups by the papilla's location with respect to the diverticulum. Their clinical data were collected and retrospectively analyzed. Results:The proportion of elderly patients (≥60 years old)in PAD group was 82. 2% (310 /377),which was significantly higher than that in non-PAD group [60. 8% (697 / 1147),P < 0. 05]. The prevalences of CBD stone,gallstone associated with CBD stone,post-cholecystectomy and recurrent CBD stone were higher and the size of CBD stone was larger in PAD group than in non-PAD group (P all < 0. 05). Furthermore,stratified analysis revealed that the CBD stone was more prevalent and the size of stone was larger in type Ⅱ PAD than in type Ⅰ and type Ⅲ PAD (P <0. 05), while recurrent CBD stone was more frequent in type Ⅰ and type Ⅱ PAD than in type Ⅲ PAD (P < 0. 05). Multivariate analysis indicated that the elderly and PAD were the risk factors for recurrence of CBD stone,and cholecystectomy was a protective factor. Conclusions:The elderly is predisposed to PAD. PAD and its types are associated with the development and recurrence of CBD stone. CBD stone is more prevalent in patients with PAD especially type Ⅱ PAD. The size of stone is larger and the post ERCP recurrence rate is high in type Ⅱ PAD.
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Elderly patients with biliary and pancreatic diseases are often complicated by other underlying diseases and have poor cardiopulmonary function,and most of them cannot tolerate general anesthesia.The patients aged above 80 years who have undergone bile duct exploration have high mortality rate and incidence rate of complications.Endoscopic retrograde cholangiopancreatography (ERCP) is applicable to elderly patients with biliary and pancreatic diseases.This article elaborates on the features of perioperative treatment and technical operation of ERCP in elderly patients.