1 Esteva A,Kuprel B,Novoa RA,et al.Dermatologist-level classification of skin cancer with deep neural networks[J].Nature,2017,542(7639):115-118. 2 Menon S,Trudgill N.How commonly is upper gastrointestinal cancer missed at endoscopy? A meta-analysis[J].Endosc Int Open,2014,2(2):46-50. 3 Sharma P,Savides TJ,Canto MI,et al.The american society for gastrointestinal endoscopy PIVI(preservation and incorporation of valuable endoscopic innovations)on imaging in Barrett′s esophagus[J].Gastrointest Endosc,2012,76(2):252-254. 4 Sharma P,Hawes RH,Bansal A,et al.Standard endoscopy with random biopsies versus narrow band imaging targeted biopsies in Barrett′s oesophagus:a prospective,international,randomised controlled trial[J].Gut,2013,62(1):15-21. 5 van der Sommen F,Zinger S,Curvers WL,et al.Computer-aided detection of early neoplastic lesions in Barrett′s esophagus[J].Endoscopy,2016,48(7):617-624. 6 Swager AF,van der Sommen F,Klomp SR,et al.Computer-aided detection of early Barrett′s neoplasia using volumetric laser endomicroscopy[J].Gastrointest Endosc,2017,86(5):839-846. 7 Domper Arnal MJ,Ferrández AÁ,Lanas AÁ.Esophageal cancer:Risk factors,screening and endoscopic treatment in Western and Eastern countries[J].World J Gastroenterol,2015,21(26):7933-7943. 8 Shimizu Y,Omori T,Yokoyama A,et al.Endoscopic diagnosis of early squamous neoplasia of the esophagus with iodine staining:high-grade intra-epithelial neoplasia turns pink within a few minutes[J].J Gastroenterol Hepatol,2008,23(4):546-550. 9 Muto M,Minashi K,Yano T,et al.Early detection of superficial squamous cell carcinoma in the head and neck region and esophagus by narrow band imaging:a multicenter randomized controlled trial[J].J Clin Oncol,2010,28(9):1566-1572. 10 Safatle-Ribeiro AV,Baba ER,Faraj SF,et al.Diagnostic accuracy of probe-based confocal laser endomicroscopy in Lugol-unstained esophageal superficial lesions of patients with head and neck cancer[J].Gastrointest Endosc,2017,85(6):1195-1207. 11 Kumagai Y,Kawada K,Higashi M,et al.Endocytoscopic observation of various esophageal lesions at ×600:can nuclear abnormality be recognized?[J].Dis Esophagus,2015,28(3):269-275. 12 Kodashima S,Fujishiro M,Takubo K,et al.Ex vivo pilot study using computed analysis of endo-cytoscopic images to differentiate normal and malignant squamous cell epithelia in the oesophagus[J].Dig Liver Dis,2007,39(8):762-766. 13 Shin D,Protano MA,Polydorides AD,et al.Quantitative analysis of high-resolution microendoscopic images for diagnosis of esophageal squamous cell carcinoma[J].Clin Gastroenterol Hepatol,2015,13(2):272-279. 14 Horie Y,Yoshio T,Aoyama K,et al.Diagnostic outcomes of esophageal cancer by artificial intelligence using convolutional neural networks[J].Gastrointest Endosc,2019,89(1):25-32. 15 蔡世伦,阿依木克地斯·亚力孔,李染,等.基于深度学习的人工智能辅助诊断在食管早癌中的应用[J].中华消化内镜杂志,2019,36(4):246-250. 16 Kato T,Yagi N,Kamada T,et al.Diagnosis of Helicobacter pylori infection in gastric mucosa by endoscopic features:a multicenter prospective study[J].Dig Endosc,2013,25(5):508-518. 17 Watanabe K,Nagata N,Shimbo T,et al.Accuracy of endoscopic diagnosis of Helicobacter pylori infection according to level of endoscopic experience and the effect of training[J].BMC Gastroenterol,2013,13:128. 18 Huang CR,Sheu BS,Chung PC,et al.Computerized diagnosis of Helicobacter pylori infection and associated gastric inflammation from endoscopic images by refined feature selection using a neural network[J].Endoscopy,2004,36(7):601-608. 19 Shichijo S,Nomura S,Aoyama K,et al.Application of convolutional neural networks in the diagnosis of helicobacter pylori infection based on endoscopic images[J].E Bio Medicine,2017,25:106-111. 20 Nakanishi H,Doyama H,Ishikawa H,et al.Evaluation of an e-learning system for diagnosis of gastric lesions using magnifying narrow-band imaging:a multicenter randomized controlled study[J].Endoscopy,2017,49(10):957-967. 21 Osawa H,Yamamoto H.Present and future status of flexible spectral imaging color enhancement and blue laser imaging technology[J].Dig Endosc,2014,26(Suppl 1):105-115. 22 Kimura-Tsuchiya R,Dohi O,Fujita Y,et al.Magnifying endoscopy with blue laser imaging improves the microstructure visualization in early gastric cancer:comparison of magnifying endoscopy with narrow-band imaging[J].Gastroenterol Res Pract,2017,2017:8303046. 23 Yoshifuku Y,Sanomura Y,Oka S,et al.Clinical usefulness of the VS classification system using magnifying endoscopy with blue laser imaging for early gastric cancer[J].Gastroenterol Res Pract,2017,2017:3649705. 24 Miyaki R,Yoshida S,Tanaka S,et al.Quantitative identification of mucosal gastric cancer under magnifying endoscopy with flexible spectral imaging color enhancement[J].J Gastroenterol Hepatol,2013,28(5):841-847. 25 Miyaki R,Yoshida S,Tanaka S,et al.A computer system to be used with laser-based endoscopy for quantitative diagnosis of early gastric cancer[J].J Clin Gastroenterol,2015,49(2):108-115. 26 Kanesaka T,Lee TC,Uedo N,et al.Computer-aided diagnosis for identifying and delineating early gastric cancers in magnifying narrow-band imaging[J].Gastrointest Endosc,2018,87(5):1339-1344. 27 Hirasawa T,Aoyama K,Tanimoto T,et al.Application of artificial intelligence using a convolutional neural network for detecting gastric cancer in endoscopic images[J].Gastric Cancer,2018,21(4):653-660. 28 Kubota K,Kuroda J,Yoshida M,et al.Medical image analysis:computer-aided diagnosis of gastric cancer invasion on endoscopic images[J].Surg Endosc,2012,26(5):1485-1489. 29 Zhu Y,Wang QC,Xu MD,et al.Application of convolutional neural network in the diagnosis of the invasion depth of gastric cancer based on conventional endoscopy[J].Gastrointest Endosc,2019,89(4):806-815. 30 Byrne MF,Chapados N,Soudan F,et al.Real-time differentiation of adenomatous and hyperplastic diminutive colorectal polyps during analysis of unaltered videos of standard colonoscopy using a deep learning model[J].Gut,2019,68(1):94-100. 31 Luo H,Xu G,Li C,et al.Real-time artificial intelligence for detection of upper gastrointestinal cancer by endoscopy:a multicentre,case-control,diagnostic study[J].Lancet Oncol,2019,20(12):1645-1654. 32 Kikuchi D,Hoteya S,Iizuka T,et al.Diagnostic algorithm of magnifying endoscopy with narrow band imaging for superficial non-ampullary duodenal epithelial tumors[J].Dig Endosc,2014,26(Suppl 2):16-22. |