Application of artificial intelligence-driven endoscopic screening and diagnosis of gastric cancer

Yu Jer Hsiao, Yuan Chih Wen, Wei Yi Lai, Yi Ying Lin, Yi Ping Yang, Yueh Chien, Aliaksandr A. Yarmishyn, De Kuang Hwang, Tai Chi Lin, Yun Chia Chang, Ting Yi Lin, Kao Jung Chang, Shih Hwa Chiou, Ying Chun Jheng*

*此作品的通信作者

研究成果: Review article同行評審

11 引文 斯高帕斯(Scopus)

摘要

The landscape of gastrointestinal endoscopy continues to evolve as new technologies and techniques become available. The advent of image-enhanced and magnifying endoscopies has highlighted the step toward perfecting endoscopic screening and diagnosis of gastric lesions. Simultaneously, with the development of convolutional neural network, artificial intelligence (AI) has made unprecedented breakthroughs in medical imaging, including the ongoing trials of computer-aided detection of colorectal polyps and gastrointestinal bleeding. In the past demi-decade, applications of AI systems in gastric cancer have also emerged. With AI's efficient computational power and learning capacities, endoscopists can improve their diagnostic accuracies and avoid the missing or mischaracterization of gastric neoplastic changes. So far, several AI systems that incorporated both traditional and novel endoscopy technologies have been developed for various purposes, with most systems achieving an accuracy of more than 80%. However, their feasibility, effectiveness, and safety in clinical practice remain to be seen as there have been no clinical trials yet. Nonetheless, AI-assisted endoscopies shed light on more accurate and sensitive ways for early detection, treatment guidance and prognosis prediction of gastric lesions. This review summarizes the current status of various AI applications in gastric cancer and pinpoints directions for future research and clinical practice implementation from a clinical perspective.

原文English
頁(從 - 到)2979-2993
頁數15
期刊World Journal of Gastroenterology
27
發行號22
DOIs
出版狀態Published - 14 6月 2021

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