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Quero G, Mascagni P, Kolbinger FR, Fiorillo C, De Sio D, Longo F, Schena CA, Laterza V, Rosa F, Menghi R, Papa V, Tondolo V, Cina C, Distler M, Weitz J, Speidel S, Padoy N, Alfieri S. Artificial Intelligence in Colorectal Cancer Surgery: Present and Future Perspectives. Cancers (Basel) 2022; 14:3803. [PMID: 35954466 PMCID: PMC9367568 DOI: 10.3390/cancers14153803] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 07/29/2022] [Accepted: 08/03/2022] [Indexed: 02/05/2023] Open
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.
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Affiliation(s)
- Giuseppe Quero
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Pietro Mascagni
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
- Institute of Image-Guided Surgery, IHU-Strasbourg, 67000 Strasbourg, France
| | - Fiona R. Kolbinger
- Department for Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, 01307 Dresden, Germany
| | - Claudio Fiorillo
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Davide De Sio
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Fabio Longo
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Carlo Alberto Schena
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Vito Laterza
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Fausto Rosa
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Roberta Menghi
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Valerio Papa
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
| | - Vincenzo Tondolo
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Caterina Cina
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
| | - Marius Distler
- Department for Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, 01307 Dresden, Germany
| | - Juergen Weitz
- Department for Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, 01307 Dresden, Germany
| | - Stefanie Speidel
- National Center for Tumor Diseases (NCT), Partner Site Dresden, 01307 Dresden, Germany
| | - Nicolas Padoy
- Institute of Image-Guided Surgery, IHU-Strasbourg, 67000 Strasbourg, France
- ICube, Centre National de la Recherche Scientifique (CNRS), University of Strasbourg, 67000 Strasbourg, France
| | - Sergio Alfieri
- Digestive Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy
- Faculty of Medicine, Università Cattolica del Sacro Cuore di Roma, Largo Francesco Vito 1, 00168 Rome, Italy
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Sebastián-Tomás JC, Martínez-Pérez A, Martínez-López E, de'Angelis N, Gómez Ruiz M, García-Granero E. Robotic transanal total mesorectal excision: Is the future now? World J Gastrointest Surg 2021; 13:834-847. [PMID: 34512907 PMCID: PMC8394387 DOI: 10.4240/wjgs.v13.i8.834] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Revised: 03/22/2021] [Accepted: 07/07/2021] [Indexed: 02/06/2023] Open
Abstract
Total mesorectal excision (TME) is the standard surgical treatment for the curative radical resection of rectal cancers. Minimally invasive TME has been gaining ground favored by the continuous technological advancements. New procedures, such as transanal TME (TaTME), have been introduced to overcome some technical limitations, especially in low rectal tumors, obese patients, and/or narrow pelvis. The earliest TaTME reports showed promising results when compared with the conventional laparoscopic TME. However, recent publications raised concerns regarding the high rates of anastomotic leaks or local recurrences observed in national series. Robotic TaTME (R-TaTME) has been proposed as a novel technique incorporating the potential benefits of a perineal dissection together with precise control of the distal margins, and also offers all those advantages provided by the robotic technology in terms of improved precision and dexterity. Encouraging short-term results have been reported for R-TaTME, but further studies are needed to assess the real role of the new technique in the long-term oncological or functional outcomes. The present review aims to provide a general overview of R-TaTME by analyzing the body of the available literature, with a special focus on the potential benefits, harms, and future perspectives for this novel approach.
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Affiliation(s)
- Juan Carlos Sebastián-Tomás
- Department of Surgery, Universidad de Valencia, Valencia 46010, Spain
- Department of General and Digestive Surgery, Hospital Universitario Doctor Peset, Valencia 46017, Spain
| | - Aleix Martínez-Pérez
- Faculty of Health Sciences, Valencian International University, Valencia 46002, Spain
- Minimally Invasive and Robotic Digestive Surgery Unit, Miulli Hospital, Acquaviva delle Fonti 70021, Italy
| | - Elías Martínez-López
- Department of Surgery, Universidad de Valencia, Valencia 46010, Spain
- Department of General and Digestive Surgery, Hospital Universitario Doctor Peset, Valencia 46017, Spain
| | - Nicola de'Angelis
- Minimally Invasive and Robotic Digestive Surgery Unit, Miulli Hospital, Acquaviva delle Fonti 70021, Italy
| | - Marcos Gómez Ruiz
- Department of General and Digestive Surgery, Hospital Universitario Marqués de Valdecilla, Santander 39008, Spain
- Grupo de Investigación en Innovación Quirúrgica, Instituto de Investigación Biomédica Valdecilla (IDIVAL), Santander 39008, Spain
| | - Eduardo García-Granero
- Department of Surgery, Universidad de Valencia, Valencia 46010, Spain
- Department of General and Digestive Surgery, Hospital Universitario y Politécnico la Fe, Valencia 46026, Spain
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Long-term oncologic outcome and risk factors after conversion in laparoscopic surgery for colon cancer. Int J Colorectal Dis 2020; 35:395-402. [PMID: 31872265 DOI: 10.1007/s00384-019-03489-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/05/2019] [Indexed: 02/04/2023]
Abstract
PURPOSE The goal of this study was to evaluate the long-term oncologic outcomes after laparoscopic converted surgery for patients with colon cancer. METHODS Retrospective database of consecutive curative-intent laparoscopic-assisted surgery for primary stage I-III colon cancer was reviewed from 2000 to 2013. The patients were divided into non-conversion and conversion groups. The patient characters, operative features, perioperative parameters, pathologic features, and oncologic outcomes were compared. RESULTS A total of 4010 patients were included in the study: 3929 in the non-conversion group and 81 (2%) in the conversion group. The median follow-up period was 63.9 months. There were significant differences in age, preoperative clinical T-stage, and tumor size between the groups. In operative details between the two groups, there were also significant differences in access to surgery, tumor location, cancer obstruction, cancer perforation, and estimated blood loss (P < 0.001). The two most common reasons for conversion were adhesion (n = 37, 46%) and bleeding (n = 21, 26%). Multivariate analysis showed that conversion was an independent predictor of both overall survival (OS) (P < 0.001) and disease-free survival (P = 0.003). The 5-year OS rate of the conversion group was 79.6%, and that of the non-conversion group was 96.2% (P < 0.001). The multivariate predictors of conversion were age, type of surgery, cancer obstruction, cancer perforation, and clinical T-stage. CONCLUSION Conversion to open surgery may affect patient survival and recurrence after laparoscopic-assisted surgery for colon cancer. Our data suggest that conversion is associated with poor outcomes, but we should not hesitate to convert it to patients who have difficulty in laparoscopic surgery.
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