虚拟靛蓝胭脂红内镜图像:利用人工智能技术进行口周胆道镜检查的新模式(附视频)。

IF 6.7 1区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY Gastrointestinal endoscopy Pub Date : 2024-11-01 DOI:10.1016/j.gie.2024.06.013
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引用次数: 0

摘要

背景和目的:准确诊断胆道狭窄对手术决策至关重要,虽然经口胆道镜(POCS)有助于直观诊断,但通过该途径诊断恶性肿瘤或确定病变边缘仍具有挑战性。靛胭脂红通常用于评估消化道内窥镜检查中的病变。我们的目的是利用人工智能确定从 POCS 图像转换而来的虚拟靛蓝胭脂虫内镜(VICI)的实用性:这项单中心回顾性研究分析了 40 名胆道狭窄患者,他们使用白光成像(WLI)和窄带成像(NBI)接受了 POCS 检查。研究使用 "周期一致性对抗网络"(CycleGAN)将白光成像转换为 POCS 图像的 VICI。三名经验丰富的内镜医师通过 POCS 对所有患者的 WLI、NBI 和 VICI 进行了评估。主要结果是表面结构、表面微血管和病变边缘的可视化质量。次要结果是诊断准确性:结果:VICI 对表面结构和病变边缘的显示优于 WLI(PC 结论:POCS 中的 VICI 被证明对病变边缘的显示更准确:事实证明,POCS 中的 VICI 对观察表面结构和病变边缘很有价值,其诊断准确性高于 NBI。除 NBI 外,VICI 也可能是 POCS 的一种新型辅助方法。
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Virtual indigo carmine chromoendoscopy images: a novel modality for peroral cholangioscopy using artificial intelligence technology (with video)

Background and Aims

Accurately diagnosing biliary strictures is crucial for surgical decisions, and although peroral cholangioscopy (POCS) aids in visual diagnosis, diagnosing malignancies or determining lesion margins via this route remains challenging. Indigo carmine is commonly used to evaluate lesions during GI endoscopy. We aimed to establish the utility of virtual indigo carmine chromoendoscopy (VICI) converted from POCS images using artificial intelligence.

Methods

This single-center, retrospective study analyzed 40 patients with biliary strictures who underwent POCS using white-light imaging (WLI) and narrow-band imaging (NBI). A cycle-consistent adversarial network was used to convert the WLI into VICI of POCS images. Three experienced endoscopists evaluated WLI, NBI, and VICI via POCS in all patients. The primary outcome was the visualization quality of surface structures, surface microvessels, and lesion margins. The secondary outcome was diagnostic accuracy.

Results

VICI showed superior visualization of the surface structures and lesion margins compared with WLI (P < .001) and NBI (P < .001). The diagnostic accuracies were 72.5%, 87.5%, and 90.0% in WLI alone, WLI and VICI simultaneously, and WLI and NBI simultaneously, respectively. WLI and VICI simultaneously tended to result in higher accuracy than WLI alone (P = .083), and the results were not significantly different from WLI and NBI simultaneously (P = .65).

Conclusions

VICI in POCS proved valuable for visualizing surface structures and lesion margins and contributed to higher diagnostic accuracy comparable to NBI. In addition to NBI, VICI may be a novel supportive modality for POCS.
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来源期刊
Gastrointestinal endoscopy
Gastrointestinal endoscopy 医学-胃肠肝病学
CiteScore
10.30
自引率
7.80%
发文量
1441
审稿时长
38 days
期刊介绍: Gastrointestinal Endoscopy is a journal publishing original, peer-reviewed articles on endoscopic procedures for studying, diagnosing, and treating digestive diseases. It covers outcomes research, prospective studies, and controlled trials of new endoscopic instruments and treatment methods. The online features include full-text articles, video and audio clips, and MEDLINE links. The journal serves as an international forum for the latest developments in the specialty, offering challenging reports from authorities worldwide. It also publishes abstracts of significant articles from other clinical publications, accompanied by expert commentaries.
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