Computer-aided diagnosis for colorectal polyp in comparison with endoscopists: Systematic review and meta-analysis.

Satoshi Shinozaki, Jun Watanabe, Takeshi Kanno, Yuhong Yuan, Tomonori Yano, Hironori Yamamoto
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Abstract

Objectives: Computer-aided diagnosis (CADx) is anticipated to enhance the prediction of colorectal polyp histology. This study aims to compare the diagnostic accuracy of CADx in the optical diagnosis of colorectal polyps, evaluating its performance against that of both experienced and inexperienced endoscopists.

Methods: The protocol of this study was registered in the International Prospective Register of Systematic Reviews (PROSPERO) (ID: CRD42024585097). Three electronic databases including MEDLINE, Embase, and the Cochrane Central Register of Controlled Trials (CENTRAL) were searched in September 2024. A bivariate random effects model was employed. The primary outcome was the comparison of sensitivity and specificity between CADx and experienced endoscopists; the secondary outcome was the comparison between CADx and inexperienced endoscopists.

Results: Twenty-one studies involving 5477 polyps were included. The pooled sensitivities of CADx and experienced endoscopists were 0.87 (95% confidence interval [CI] 0.82-0.91) and 0.88 (95% CI 0.83-0.91), respectively (P = 0.93). The pooled specificities of CADx and experienced endoscopists were 0.85 (95% CI 0.78-0.90) and 0.87 (95% CI 0.82-0.92), respectively (P = 0.53). In nine studies comparing CADx with inexperienced endoscopists, the pooled sensitivities were 0.88 (95% CI 0.82-0.92) for CADx and 0.85 (95% CI 0.78-0.90) for inexperienced endoscopists (P = 0.46). The pooled specificities were 0.84 (95% CI 0.78-0.88) for CADx and 0.77 (95% CI 0.70-0.83) for inexperienced endoscopists (P = 0.16).

Conclusion: Computer-aided diagnosis does not demonstrate superior diagnostic accuracy in optical diagnosis of colorectal polyps compared to endoscopists, regardless of their experience level.

计算机辅助诊断结直肠息肉与内镜医师的比较:系统回顾和荟萃分析。
目的:计算机辅助诊断(CADx)有望提高对结直肠息肉组织学的预测。本研究旨在比较CADx在结肠直肠息肉光学诊断中的诊断准确性,评估其与经验丰富和经验不足的内窥镜医师的表现。方法:本研究的方案已在国际前瞻性系统评价登记册(PROSPERO)注册(ID: CRD42024585097)。检索了三个电子数据库,包括MEDLINE、Embase和Cochrane Central Register of Controlled Trials (Central)。采用双变量随机效应模型。主要结果是比较CADx和经验丰富的内窥镜医师之间的敏感性和特异性;次要结果是CADx和没有经验的内窥镜医师之间的比较。结果:纳入21项研究,涉及5477例息肉。CADx和经验丰富的内窥镜医师的总敏感性分别为0.87(95%可信区间[CI] 0.82-0.91)和0.88 (95% CI 0.83-0.91) (P = 0.93)。CADx和经验丰富的内窥镜医师的合并特异性分别为0.85 (95% CI 0.78-0.90)和0.87 (95% CI 0.82-0.92) (P = 0.53)。在9项比较CADx与经验不足的内窥镜医师的研究中,CADx的总敏感性为0.88 (95% CI 0.82-0.92),经验不足的内窥镜医师的总敏感性为0.85 (95% CI 0.78-0.90) (P = 0.46)。CADx的合并特异性为0.84 (95% CI 0.78-0.88),经验不足的内窥镜医师的合并特异性为0.77 (95% CI 0.70-0.83) (P = 0.16)。结论:与内镜医师相比,计算机辅助诊断在结肠直肠息肉的光学诊断中并未显示出更高的诊断准确性,无论其经验水平如何。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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