Computer vision augmented indocyanine green near-infrared fluorescence (ICG-NIRF) signal-to-background ratio (SBR) for identification of extrahepatic biliary structures in laparoscopic cholecystectomy - Scorecard - MDSpire
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Computer vision–enhanced signal-to-background analysis of indocyanine green near-infrared fluorescence to identify extrahepatic biliary anatomy during laparoscopic cholecystectomy
Clinical Scorecard: Computer vision–enhanced signal-to-background analysis of indocyanine green near-infrared fluorescence to identify extrahepatic biliary anatomy during laparoscopic cholecystectomy
At a Glance
Category
Detail
Condition
Clinical topic addressed by the source article: Computer vision–enhanced signal-to-background analysis of indocyanine green near-infrared fluorescence to identify extrahepatic biliary anatomy during laparoscopic cholecystectomy
Key Mechanisms
Mechanisms or clinical associations described in the source article.
Target Population
Patients undergoing laparoscopic cholecystectomy; the supplied excerpt does not specify the study video-database size or patient age groups.
Care Setting
Laparoscopic cholecystectomy with intraoperative white-light and ICG-NIRF imaging; the study applies computer-vision segmentation to multimodal images.
Key Highlights
Bile duct injury is reported at an incidence of 0.3–0.8% in laparoscopic cholecystectomy.
The cited Safe Cholecystectomy Multi-Society Practice Guidelines prefer the critical view of safety for ductal identification.
ICG-NIRF is described as a radiation-free approach for real-time biliary mapping, but hepatic background fluorescence can restrict recognition of biliary structures.
The study applies computer-vision segmentation to multimodal images and reports the technical feasibility of white-light/ICG fusion that augments extrahepatic bile ducts while retaining surrounding anatomy.
The excerpt does not report clinical effectiveness or patient-outcome results.
Guideline-Based Recommendations
Diagnosis
Management
Intraoperative cholangiography is described as having demonstrated efficacy in reducing bile duct injury, with trade-offs including longer operative time, workflow disruption, and radiation exposure.
ICG-NIRF is described as a radiation-free approach for real-time biliary mapping; the excerpt does not recommend replacing other imaging or dissection practices.
Monitoring & Follow-up
The excerpt does not report a clinical monitoring protocol or validated intraoperative performance threshold.
Risks
Patient & Prescribing Data
The supplied excerpt discusses laparoscopic cholecystectomy but does not provide video-database counts, collection dates, or patient-level treatment or outcome data.
ICG is administered intravenously, binds rapidly to plasma proteins, undergoes hepatic clearance, and is excreted through bile ducts. The excerpt does not specify a dose, timing protocol, contraindications, or prescribing recommendations.
Clinical Best Practices
Use the critical view of safety for ductal identification as described in the cited multi-society guidelines.
Recognize that ICG-NIRF visualization may be limited by background liver fluorescence; the source states that standardized administration protocols and recommendations are lacking.
Treat the computer-vision and image-fusion approach as a study method whose technical feasibility is reported; the excerpt does not establish clinical effectiveness or patient-outcome benefit.
by Philip J. Seger, Shinil Shah, Akhil Gorugantu, Nan Xi, Brendan T. Fox, Rishikesh Bhyri, Kaity Tung, Rita Glazer, Brian Quaranto, Junsong Yuan, Erik Wilson, Gene Yang, Steven D. Schwaitzberg, Peter C. W. Kim
Roxana Moayer, MD, is a plastic and reconstructive surgeon with Keck Medicine of USC who specializes in facial surgery and treatment of facial nerve disorders.