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Colon Cancer Screening, Surveillance, and Treatment: Novel Artificial Intelligence Driving Strategies in the Management of Colon Lesions

Articolo
Data di Pubblicazione:
2025
Abstract:
Colonoscopy, a crucial procedure for detecting and removing colorectal polyps, has seen transformative advancements through the integration of artificial intelligence, specifically in computer-aided detection (CADe) and diagnosis (CADx). These tools enhance real-time detection and characterization of lesions, potentially reducing human error, and standardizing the quality of colonoscopy across endoscopists. CADe has proven effective in increasing adenoma detection rate, potentially reducing long-term colorectal cancer incidence. However, CADe's benefits are accompanied by challenges, such as potentially longer procedure times, increased non-neoplastic polyp resections, and a higher surveillance burden. CADx, although promising in differentiating neoplastic and nonneoplastic diminutive polyps, encounters limitations in accuracy, particularly in the proximal colon. Real-world data also revealed gaps between trial efficacy and practical outcomes, emphasizing the need for further research in uncontrolled settings. Moreover, CADx limited specificity and binary output underscore the necessity for explainable artificial intelligence to gain endoscopists' trust. This review aimed to explore the benefits, harms, and limitations of artificial intelligence for colon cancer screening, surtems for lesion detection and characterization, respectively, while addressing challenges in integrating these technologies into clinical practice.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Artificial Intelligence; Computer-Aided Detection; Computer-Aided Diagnosis; Polyp; Colonoscopy
Elenco autori:
Hassan, Cesare; Bisschops, Raf; Sharma, Prateek; Mori, Yuichi
Autori di Ateneo:
Hassan Cesare
Link alla scheda completa:
https://iris.hunimed.eu/handle/11699/103330
Pubblicato in:
GASTROENTEROLOGY
Journal
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