Real-time Use of Computer-aided Diagnosis in the Optical Diagnosis of Gastric Neoplasia: A Multicenter Randomized Controlled Trial.

IF 12 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY
Kazutoshi Higuchi, Mitsuru Kaise, Ai Fujimoto, Teppei Akimoto, Takashi Ikeya, Masakatsu Fukuzawa, Chizu Yokoi, Toshiro Iizuka, Hiroto Noda, Naoki Ishizuka, Kumiko Kirita, Osamu Goto, Katsuhiko Iwakiri
{"title":"Real-time Use of Computer-aided Diagnosis in the Optical Diagnosis of Gastric Neoplasia: A Multicenter Randomized Controlled Trial.","authors":"Kazutoshi Higuchi, Mitsuru Kaise, Ai Fujimoto, Teppei Akimoto, Takashi Ikeya, Masakatsu Fukuzawa, Chizu Yokoi, Toshiro Iizuka, Hiroto Noda, Naoki Ishizuka, Kumiko Kirita, Osamu Goto, Katsuhiko Iwakiri","doi":"10.1016/j.cgh.2025.07.043","DOIUrl":null,"url":null,"abstract":"<p><strong>Background & aims: </strong>The multicenter, randomized, control trial was conducted to evaluate whether computer-aided diagnosis (CADx) improves the optical diagnosis of gastric neoplasia in nonexpert endoscopists.</p><p><strong>Methods: </strong>Patients undergoing endoscopy prior to endoscopic resection (ER) of gastric neoplasia or for surveillance after ER were randomized to the CADx-assisted and non-CADx-assisted groups. Endoscopy was performed by a nonexpert endoscopist blinded to the patient information. The CADx system provides a confidence level for gastric neoplasia on a still white light image (WLI) captured during endoscopy and indicates neoplasia if the level is ≥ a 60% cutoff. The targets were lesions diagnosed as neoplasia and those diagnosed as non-neoplasia but requiring biopsy. Endoscopists performed WLI diagnoses to differentiate between neoplasia and non-neoplasia. The accuracy, sensitivity, and specificity in nonexperts have been evaluated using pathology as the gold standard.</p><p><strong>Results: </strong>A total of 312 patients with 265 gastric neoplasias and 164 non-neoplasias were enrolled. The accuracy, sensitivity, and specificity among nonexperts were 65.3% vs 59.9% (P = .24), 68.6% vs 63.9% (P = .42), and 60.8% vs 53.3% (P = .34) in the CADx-assisted and non-CADx-assisted groups, respectively. Flat or superficially depressed small neoplasias tended to be missed by the CADx.</p><p><strong>Conclusions: </strong>The present CADx assistance did not improve the nonexpert optical diagnosis of gastric neoplasia. Further improvements of the CADx with WLI are needed by changing the confidence level cutoff and additional training on easily missed neoplasias. Another option is CADx with magnifying narrow band imaging. (Japan Registry of Clinical Trials, number jRCTs032210171).</p>","PeriodicalId":10347,"journal":{"name":"Clinical Gastroenterology and Hepatology","volume":" ","pages":""},"PeriodicalIF":12.0000,"publicationDate":"2025-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical Gastroenterology and Hepatology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.cgh.2025.07.043","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background & aims: The multicenter, randomized, control trial was conducted to evaluate whether computer-aided diagnosis (CADx) improves the optical diagnosis of gastric neoplasia in nonexpert endoscopists.

Methods: Patients undergoing endoscopy prior to endoscopic resection (ER) of gastric neoplasia or for surveillance after ER were randomized to the CADx-assisted and non-CADx-assisted groups. Endoscopy was performed by a nonexpert endoscopist blinded to the patient information. The CADx system provides a confidence level for gastric neoplasia on a still white light image (WLI) captured during endoscopy and indicates neoplasia if the level is ≥ a 60% cutoff. The targets were lesions diagnosed as neoplasia and those diagnosed as non-neoplasia but requiring biopsy. Endoscopists performed WLI diagnoses to differentiate between neoplasia and non-neoplasia. The accuracy, sensitivity, and specificity in nonexperts have been evaluated using pathology as the gold standard.

Results: A total of 312 patients with 265 gastric neoplasias and 164 non-neoplasias were enrolled. The accuracy, sensitivity, and specificity among nonexperts were 65.3% vs 59.9% (P = .24), 68.6% vs 63.9% (P = .42), and 60.8% vs 53.3% (P = .34) in the CADx-assisted and non-CADx-assisted groups, respectively. Flat or superficially depressed small neoplasias tended to be missed by the CADx.

Conclusions: The present CADx assistance did not improve the nonexpert optical diagnosis of gastric neoplasia. Further improvements of the CADx with WLI are needed by changing the confidence level cutoff and additional training on easily missed neoplasias. Another option is CADx with magnifying narrow band imaging. (Japan Registry of Clinical Trials, number jRCTs032210171).

计算机辅助诊断在胃肿瘤光学诊断中的实时应用:一项多中心随机对照试验。
背景与目的:本研究是一项多中心、随机对照试验,旨在评估计算机辅助诊断(CADx)是否能提高非专业内镜医师对胃肿瘤的光学诊断。方法:在胃肿瘤内镜切除术(ER)前或ER后进行内镜检查的患者随机分为cadx辅助组和非cadx辅助组。内窥镜检查是由一个不了解患者信息的非专业内窥镜医师进行的。CADx系统在内窥镜拍摄的静止白光图像(WLI)上提供胃肿瘤的置信度,如果水平=或>为60%的截断值,则表明肿瘤发生。目标是诊断为瘤变和诊断为非瘤变但需要活检的病变。内镜医师通过WLI诊断来区分肿瘤和非肿瘤。以病理学作为金标准,对非专家的准确性、敏感性和特异性进行了评估。结果:312例胃肿瘤265例,非肿瘤164例。cadx辅助组和非cadx辅助组的准确性、敏感性和特异性分别为65.3%对59.9% (P = 0.24)、68.6%对63.9% (P = 0.42)、60.8%对53.3% (P = 0.34)。扁平或表面凹陷的小肿瘤容易被CADx遗漏。结论:目前的CADx辅助并不能提高非专家对胃肿瘤的光学诊断。需要通过改变置信度临界值和对容易漏诊的肿瘤进行额外的训练来进一步改进带有WLI的CADx。另一种选择是具有放大窄带成像功能的CADx。(日本临床试验登记处,编号jRCTs032210171)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
16.90
自引率
4.80%
发文量
903
审稿时长
22 days
期刊介绍: Clinical Gastroenterology and Hepatology (CGH) is dedicated to offering readers a comprehensive exploration of themes in clinical gastroenterology and hepatology. Encompassing diagnostic, endoscopic, interventional, and therapeutic advances, the journal covers areas such as cancer, inflammatory diseases, functional gastrointestinal disorders, nutrition, absorption, and secretion. As a peer-reviewed publication, CGH features original articles and scholarly reviews, ensuring immediate relevance to the practice of gastroenterology and hepatology. Beyond peer-reviewed content, the journal includes invited key reviews and articles on endoscopy/practice-based technology, health-care policy, and practice management. Multimedia elements, including images, video abstracts, and podcasts, enhance the reader's experience. CGH remains actively engaged with its audience through updates and commentary shared via platforms such as Facebook and Twitter.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信