人工智能在胃肠道内镜超声波中的应用:当前发展,局限性和未来方向
Yizhong Wu1, Daryl Ramai2, Eric R Smith1
1Department of Internal Medicine, Baylor Scott & White Round Rock Hospital, Round Rock, TX 78665, USA.
Cancers
|January 8, 2025
概括
人工智能 (AI) 增强了内镜超声波 (EUS),用于诊断胃肠病变,提高亚皮质病变 (SEL) 的准确性,并预测恶性病变. 人工智能还帮助EUS指导的活检和培训.
科学领域:
- 胃肠病学 胃肠病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 内镜超声波 (EUS) 对于诊断胃肠病变至关重要.
- 人工智能 (AI) 在提高EUS诊断能力方面表现有前途.
- 人工智能应用在胃肠道成像和干预方面正在扩大.
研究的目的:
- 审查人工智能在EUS当前的应用.
- 评估AI对EUS成像诊断,指导活检和培训的影响.
- 讨论AI在EUS中的局限性和挑战.
主要方法:
- 在EUS中对AI应用的文献综述.
- 对人工智能用于病变诊断和表征的研究进行分析.
- 评估AI在EUS指导的程序和培训中的作用.
主要成果:
- 人工智能提高了EUS对子皮质病变 (SELs) 的准确性,包括胃肠道 stromal 瘤 (GISTs).
- 人工智能模型在预测胃GIST恶性瘤和区分导管内 papillary 粘膜瘤 (IPMNs) 中具有很高的准确性.
- 人工智能有助于EUS引导的活检,并可能改善EUS培训.
结论:
- 人工智能是改善EUS诊断准确性和程序指导的宝贵工具.
- 需要进一步的研究和验证,以克服当前的局限性和挑战.
- 在EUS中整合人工智能对临床实践和医学教育具有重大潜力.
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