Real-World Validation of a Computer-Aided Diagnosis System for Prediction of Polyp Histology in Colonoscopy: A Prospective Multicenter Study

医学 一致性 结肠镜检查 放射科 前瞻性队列研究 大肠息肉 置信区间 组织学 试验预测值 内科学 结直肠癌 癌症
作者
James Weiquan Li,Clement Chun Ho Wu,Jonathan Lee,Raymond Liang,Gwyneth Soon,Lai Mun Wang,Xuan Han Koh,Calvin Jianyi Koh,Wei Da Chew,Kenneth W. Lin,Mann Yie Thian,Ronnie Matthew,Guowei Kim,Christopher Khor,Kwong Ming Fock,Tiing Leong Ang,Jimmy Bok Yan So
出处
期刊:The American Journal of Gastroenterology [American College of Gastroenterology]
卷期号:118 (8): 1353-1364 被引量:17
标识
DOI:10.14309/ajg.0000000000002282
摘要

INTRODUCTION: Computer-aided diagnosis (CADx) of polyp histology could support endoscopists in clinical decision-making. However, this has not been validated in a real-world setting. METHODS: We performed a prospective, multicenter study comparing CADx and endoscopist predictions of polyp histology in real-time colonoscopy. Optical diagnosis based on visual inspection of polyps was made by experienced endoscopists. After this, the automated output from the CADx support tool was recorded. All imaged polyps were resected for histological assessment. Primary outcome was difference in diagnostic performance between CADx and endoscopist prediction of polyp histology. Subgroup analysis was performed for polyp size, bowel preparation, difficulty of location of the polyps, and endoscopist experience. RESULTS: A total of 661 eligible polyps were resected in 320 patients aged ≥40 years between March 2021 and July 2022. CADx had an overall accuracy of 71.6% (95% confidence interval [CI] 68.0–75.0), compared with 75.2% (95% CI 71.7–78.4) for endoscopists ( P = 0.023). The sensitivity of CADx for neoplastic polyps was 61.8% (95% CI 56.9–66.5), compared with 70.3% (95% CI 65.7–74.7) for endoscopists ( P < 0.001). The interobserver agreement between CADx and endoscopist predictions of polyp histology was moderate (83.1% agreement, κ 0.661). When there was concordance between CADx and endoscopist predictions, the accuracy increased to 78.1%. DISCUSSION: The overall diagnostic accuracy and sensitivity for neoplastic polyps was higher in experienced endoscopists compared with CADx predictions, with moderate interobserver agreement. Concordance in predictions increased this diagnostic accuracy. Further research is required to improve the performance of CADx and to establish its role in clinical practice.
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