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Corallino D, Balla A, Coletta D, Pacella D, Podda M, Pronio A, Ortenzi M, Ratti F, Morales-Conde S, Sileri P, Aldrighetti L. Systematic review on the use of artificial intelligence to identify anatomical structures during laparoscopic cholecystectomy: a tool towards the future. Langenbecks Arch Surg 2025; 410:101. [PMID: 40100424 PMCID: PMC11919950 DOI: 10.1007/s00423-025-03651-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 02/12/2025] [Indexed: 03/20/2025]
Abstract
PURPOSE Bile duct injury (BDI) during laparoscopic cholecystectomy (LC) is a dreaded complication. Artificial intelligence (AI) has recently been introduced in surgery. This systematic review aims to investigate whether AI can guide surgeons in identifying anatomical structures to facilitate safer dissection during LC. METHODS Following PROSPERO registration CRD-42023478754, a Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA)-compliant systematic search of MEDLINE (via PubMed), EMBASE, and Web of Science databases was conducted. RESULTS Out of 2304 articles identified, twenty-five were included in the analysis. The mean average precision for biliary structures detection reported in the included studies reaches 98%. The mean intersection over union ranges from 0.5 to 0.7, and the mean Dice/F1 spatial correlation index was greater than 0.7/1. AI system provided a change in the annotations in 27% of the cases, and 70% of these shifts were considered safer changes. The contribution to preventing BDI was reported at 3.65/4. CONCLUSIONS Although studies on the use of AI during LC are few and very heterogeneous, AI has the potential to identify anatomical structures, thereby guiding surgeons towards safer LC procedures.
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Affiliation(s)
- Diletta Corallino
- Hepatobiliary Surgery Division, IRCCS San Raffaele Scientific Institute, Via Olgettina 60, 20132, Milan, Italy.
- Department of General Surgery and Surgical Specialties "Paride Stefanini", Sapienza University of Rome, Viale del Policlinico 155, 00161, Rome, Italy.
| | - Andrea Balla
- Department of General and Digestive Surgery, University Hospital Virgen Macarena, University of Sevilla, Seville, Spain
- Unit of General and Digestive Surgery, Hospital Quirónsalud Sagrado Corazón, Seville, Spain
| | - Diego Coletta
- General and Hepatopancreatobiliary Surgery, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Daniela Pacella
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Mauro Podda
- Department of Surgical Science, University of Cagliari, Cagliari, Italy
| | - Annamaria Pronio
- Department of General Surgery and Surgical Specialties, Sapienza University of Rome, Viale del Policlinico 155, 00161, Rome, Italy
| | - Monica Ortenzi
- Department of General and Emergency Surgery, Polytechnic University of Marche, Ancona, Italy
| | - Francesca Ratti
- Hepatobiliary Surgery Division, IRCCS San Raffaele Scientific Institute, Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, Via Olgettina 60, 20132, Milan, Italy
| | - Salvador Morales-Conde
- Department of General and Digestive Surgery, University Hospital Virgen Macarena, University of Sevilla, Seville, Spain
- Unit of General and Digestive Surgery, Hospital Quirónsalud Sagrado Corazón, Seville, Spain
| | - Pierpaolo Sileri
- Coloproctology and Inflammatory Bowel Disease Surgery Unit, IRCCS San Raffaele Scientific Institute, Faculty of Medicine and Surgery, Vita-Salute University, Via Olgettina 60, 20132, Milan, Italy
| | - Luca Aldrighetti
- Hepatobiliary Surgery Division, IRCCS San Raffaele Scientific Institute, Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, Via Olgettina 60, 20132, Milan, Italy
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Morales-Conde S, Licardie E, Alarcón I, Balla A. Indocyanine green (ICG) fluorescence guide for the use and indications in general surgery: recommendations based on the descriptive review of the literature and the analysis of experience. Cir Esp 2022; 100:534-554. [PMID: 35700889 DOI: 10.1016/j.cireng.2022.06.023] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 11/26/2021] [Indexed: 06/15/2023]
Abstract
Indocyanine Green is a fluorescent substance visible in near-infrared light. It is useful for the identification of anatomical structures (biliary tract, ureters, parathyroid, thoracic duct), the tissues vascularization (anastomosis in colorectal, esophageal, gastric, bariatric surgery, for plasties and flaps in abdominal wall surgery, liver resection, in strangulated hernias and in intestinal ischemia), for tumor identification (liver, pancreas, adrenal glands, implants of peritoneal carcinomatosis, retroperitoneal tumors and lymphomas) and sentinel node identification and lymphatic mapping in malignant tumors (stomach, breast, colon, rectum, esophagus and skin cancer). The evidence is very encouraging, although standardization of its use and randomized studies with higher number of patients are required to obtain definitive conclusions on its use in general surgery. The aim of this literature review is to provide a guide for the use of ICG fluorescence in general surgery procedures.
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Affiliation(s)
- Salvador Morales-Conde
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital Virgen del Rocio, University of Sevilla, Sevilla, Spain; Unit of General and Digestive Surgery, Hospital Quironsalud Sagrado Corazón, Sevilla, Spain.
| | - Eugenio Licardie
- Unit of General and Digestive Surgery, Hospital Quironsalud Sagrado Corazón, Sevilla, Spain.
| | - Isaias Alarcón
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital Virgen del Rocio, University of Sevilla, Sevilla, Spain.
| | - Andrea Balla
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital Virgen del Rocio, University of Sevilla, Sevilla, Spain; UOC of General and Minimally Invasive Surgery, Hospital "San Paolo", Civitavecchia, Rome, Italy.
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Morales-Conde S, Licardie E, Alarcón I, Balla A. Indocyanine-green-guided, ureteric preserving, laparoscopic Hartmann's procedure for obstructing colonic adenocarcinoma with endometriosis - a video vignette. Colorectal Dis 2020; 22:1764-1765. [PMID: 32443174 DOI: 10.1111/codi.15149] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Accepted: 05/11/2020] [Indexed: 02/08/2023]
Affiliation(s)
- S Morales-Conde
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital 'Virgen del Rocio', Sevilla, Spain
| | - E Licardie
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital 'Virgen del Rocio', Sevilla, Spain
| | - I Alarcón
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital 'Virgen del Rocio', Sevilla, Spain
| | - A Balla
- Unit of Innovation in Minimally Invasive Surgery, Department of General and Digestive Surgery, University Hospital 'Virgen del Rocio', Sevilla, Spain
- Department of General Surgery and Surgical Specialties 'Paride Stefanini', Sapienza, University of Rome, Rome, Italy
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Schwartzberg DM, Anderson M, Esen E, Kirat HT, Remzi FH. Uses of indocyanine green fluorescence imaging technology in complex inflammatory bowel disease surgery - a video vignette. Colorectal Dis 2019; 21:1457-1458. [PMID: 31398270 DOI: 10.1111/codi.14815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Accepted: 07/29/2019] [Indexed: 02/08/2023]
Affiliation(s)
- D M Schwartzberg
- Department of Surgery, NYU Langone Health, New York, New York, USA
| | - M Anderson
- Department of Surgery, NYU Langone Health, New York, New York, USA
| | - E Esen
- Department of Surgery, NYU Langone Health, New York, New York, USA
| | - H T Kirat
- Department of Surgery, NYU Langone Health, New York, New York, USA
| | - F H Remzi
- Department of Surgery, NYU Langone Health, New York, New York, USA
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