Artificial intelligence using convolutional neural networks for real-time detection of early esophageal neoplasia in Barrett’s esophagus (with video)

作者: Rintaro Hashimoto , James Requa , Tyler Dao , Andrew Ninh , Elise Tran

DOI: 10.1016/J.GIE.2019.12.049

关键词: Barrett's esophagusObject detectionMedicineArtificial intelligenceBinary classificationDeep learningConvolutional neural networkArtificial neural networkChromoendoscopyDysplasia

摘要: … Among these are chromoendoscopy, endocytoscopy, probe-… than sufficient to aid in the clinical identification of a region of … results suggest a real-time AI detection system for dysplasia …

参考文章(34)
Chin Hur, Melecia Miller, Chung Yin Kong, Emily C. Dowling, Kevin J. Nattinger, Michelle Dunn, Eric J. Feuer, Trends in esophageal adenocarcinoma incidence and mortality Cancer. ,vol. 119, pp. 1149- 1158 ,(2013) , 10.1002/CNCR.27834
John A. Evans, Dayna S. Early, Norio Fukami, Tamir Ben-Menachem, Vinay Chandrasekhara, Krishnavel V. Chathadi, G. Anton Decker, Robert D. Fanelli, Deborah A. Fisher, Kimberly Q. Foley, Joo Ha Hwang, Rajeev Jain, Terry L. Jue, Khalid M. Khan, Jenifer Lightdale, Phyllis M. Malpas, John T. Maple, Shabana F. Pasha, John R. Saltzman, Ravi N. Sharaf, Amandeep Shergill, Jason A. Dominitz, Brooks D. Cash, The role of endoscopy in Barrett's esophagus and other premalignant conditions of the esophagus Gastrointestinal Endoscopy. ,vol. 76, pp. 1087- 1094 ,(2012) , 10.1016/J.GIE.2012.08.004
Amit Rastogi, Srinivas Puli, Hashem B. El-Serag, Ajay Bansal, Sachin Wani, Prateek Sharma, Incidence of esophageal adenocarcinoma in patients with Barrett's esophagus and high-grade dysplasia: a meta-analysis Gastrointestinal Endoscopy. ,vol. 67, pp. 394- 398 ,(2008) , 10.1016/J.GIE.2007.07.019
Prateek Sharma, Thomas J. Savides, Marcia I. Canto, Douglas A. Corley, Gary W. Falk, John R. Goldblum, Kenneth K. Wang, Michael B. Wallace, Herbert C. Wolfsen, The American Society for Gastrointestinal Endoscopy PIVI (Preservation and Incorporation of Valuable Endoscopic Innovations) on imaging in Barrett's Esophagus Gastrointestinal Endoscopy. ,vol. 76, pp. 252- 254 ,(2012) , 10.1016/J.GIE.2012.05.007
Wouter L Curvers, Fiebo J ten Kate, Kausilia K Krishnadath, Mike Visser, Brenda Elzer, Lubertus C Baak, Clarisse Bohmer, Rosalie C Mallant-Hent, Arnout van Oijen, Anton H Naber, Pieter Scholten, Olivier R Busch, Harriët G T Blaauwgeers, Gerrit A Meijer, Jacques J G H M Bergman, Low-grade dysplasia in Barrett's esophagus: overdiagnosed and underestimated. The American Journal of Gastroenterology. ,vol. 105, pp. 1523- 1530 ,(2010) , 10.1038/AJG.2010.171
Rebecca C Fitzgerald, Massimiliano di Pietro, Krish Ragunath, Yeng Ang, Jin-Yong Kang, Peter Watson, Nigel Trudgill, Praful Patel, Philip V Kaye, Scott Sanders, Maria O'Donovan, Elizabeth Bird-Lieberman, Pradeep Bhandari, Janusz A Jankowski, Stephen Attwood, Simon L Parsons, Duncan Loft, Jesper Lagergren, Paul Moayyedi, Georgios Lyratzopoulos, John de Caestecker, British Society of Gastroenterology guidelines on the diagnosis and management of Barrett's oesophagus Gut. ,vol. 63, pp. 7- 42 ,(2014) , 10.1136/GUTJNL-2013-305372
Melina Arnold, Isabelle Soerjomataram, Jacques Ferlay, David Forman, Global incidence of oesophageal cancer by histological subtype in 2012 Gut. ,vol. 64, pp. 381- 387 ,(2015) , 10.1136/GUTJNL-2014-308124
Nicholas J Shaheen, Gary W Falk, Prasad G Iyer, Lauren B Gerson, ACG Clinical Guideline: Diagnosis and Management of Barrett's Esophagus The American Journal of Gastroenterology. ,vol. 111, pp. 30- 50 ,(2016) , 10.1038/AJG.2015.322
Aaron P. Thrift, The epidemic of oesophageal carcinoma: Where are we now? Cancer Epidemiology. ,vol. 41, pp. 88- 95 ,(2016) , 10.1016/J.CANEP.2016.01.013
Nirav Thosani, Barham K Abu Dayyeh, Prateek Sharma, Harry R Aslanian, Brintha K Enestvedt, Sri Komanduri, Michael Manfredi, Udayakumar Navaneethan, John T Maple, Rahul Pannala, Mansour A Parsi, Zachary L Smith, Shelby A Sullivan, Subhas Banerjee, ASGE Technology Committee, ASGE Technology Committee systematic review and meta-analysis assessing the ASGE Preservation and Incorporation of Valuable Endoscopic Innovations thresholds for adopting real-time imaging–assisted endoscopic targeted biopsy during endoscopic surveillance of Barrett’s esophagus Gastrointestinal Endoscopy. ,vol. 83, pp. 684- ,(2016) , 10.1016/J.GIE.2016.01.007