Clinical implications of computer-aided real-time size estimation of colorectal polyps during colonoscopy

医学 结肠镜检查 大肠息肉 临床终点 小的 结直肠癌 前瞻性队列研究 息肉切除术 放射科 临床试验 内科学 癌症 语言学 哲学
作者
Giulio Antonelli,Federico Desideri,Sara Schiavone,Nazario Bevilacqua,A. Dequarti,Rosanna Sossi,Piercarlo Farris,Federico Iacopini,Cesare Hassan
出处
期刊:Endoscopy [Thieme Medical Publishers (Germany)]
标识
DOI:10.1055/a-2695-1978
摘要

BACKGROUND Accurate polyp size estimation during colonoscopy is crucial for clinical decision-making, follow-up, and cost-saving strategies. Objective sizing methods are lacking, and interobserver variability is high. This prospective, multicenter, study evaluated the accuracy of a novel artificial intelligence (AI) algorithm for polyp size estimation. METHODS Subjects aged ≥18 undergoing colonoscopy for CRC screening or surveillance were enrolled across three centers. Polyp size was initially assessed by operators using forceps/snare comparison (ground truth). Procedures were recorded, and AI-based polyp size estimates were obtained offline. The primary endpoint was AI accuracy in size class determination (diminutive ≤5 mm, small 6–9 mm, large ≥10 mm). Secondary endpoints included size estimation in mm and its impact on clinical management strategies. RESULTS Among 465 polyps (307 diminutive, 107 small, 51 large) from 225 patients (51.6% female, mean age 61.9 ± 10.4 years), AI accuracy for size class determination was 85.8% [95%CI: 82.6–88.8]. Accuracy for diminutive, small, and large polyps was 93.3%, 74.6%, and 55.1%, respectively. The AI tool assigned 90.8% of patients to correct surveillance intervals and achieved a MAE of 1.13 mm and RMSE of 1.40 mm for polyps ≤10 mm. CONCLUSIONS The AI model performs similarly to expert endoscopist in clinically relevant size-related endpoints, potentially improving the accuracy and efficiency of colorectal cancer screening.
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