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

  • 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

  • October 8, 2026

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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

CategoryDetail
ConditionClinical 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 MechanismsMechanisms or clinical associations described in the source article.
Target PopulationPatients undergoing laparoscopic cholecystectomy; the supplied excerpt does not specify the study video-database size or patient age groups.
Care SettingLaparoscopic 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.

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