Artificial Intelligence in Colorectal Cancer Surgery: Present and Future Perspectives

Author:

Quero Giuseppe,Mascagni Pietro,Kolbinger Fiona R.ORCID,Fiorillo ClaudioORCID,De Sio DavideORCID,Longo Fabio,Schena Carlo AlbertoORCID,Laterza Vito,Rosa FaustoORCID,Menghi Roberta,Papa Valerio,Tondolo VincenzoORCID,Cina Caterina,Distler Marius,Weitz Juergen,Speidel Stefanie,Padoy Nicolas,Alfieri Sergio

Abstract

Artificial intelligence (AI) and computer vision (CV) are beginning to impact medicine. While evidence on the clinical value of AI-based solutions for the screening and staging of colorectal cancer (CRC) is mounting, CV and AI applications to enhance the surgical treatment of CRC are still in their early stage. This manuscript introduces key AI concepts to a surgical audience, illustrates fundamental steps to develop CV for surgical applications, and provides a comprehensive overview on the state-of-the-art of AI applications for the treatment of CRC. Notably, studies show that AI can be trained to automatically recognize surgical phases and actions with high accuracy even in complex colorectal procedures such as transanal total mesorectal excision (TaTME). In addition, AI models were trained to interpret fluorescent signals and recognize correct dissection planes during total mesorectal excision (TME), suggesting CV as a potentially valuable tool for intraoperative decision-making and guidance. Finally, AI could have a role in surgical training, providing automatic surgical skills assessment in the operating room. While promising, these proofs of concept require further development, validation in multi-institutional data, and clinical studies to confirm AI as a valuable tool to enhance CRC treatment.

Publisher

MDPI AG

Subject

Cancer Research,Oncology

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