ArticleAbdominal radiology (New York)2022
Gallbladder reporting and data system (GB-RADS) for risk stratification of gallbladder wall thickening on ultrasonography: an international expert consensus.
Article in Abdominal radiology (New York), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05718115 (Deep Learning Radiogenomics For Individualized Therapy in Unresectable Gallbladder Cancer), which is not on this map. Cited by 38 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Deep Learning Radiogenomics For Individualized Therapy in Unresectable Gallbladder Cancer
Who cites it
38 citing papers in PubMed, 1 synthesis or guideline pooled it, 63 citations in OpenAlex.
- Interpretation, Reporting, Imaging-Based Workups, and Surveillance of Incidentally Detected Gallbladder Polyps and Gallbladder Wall Thickening: 2025 Recommendations From the Korean Society of Abdominal Radiology.Korean journal of radiology · 2025Guideline
- Article
- Vascular Features of Gallbladder Lesions Using Microvascular Flow Imaging on Transabdominal Ultrasonography: A Retrospective Study.Diagnostics (Basel, Switzerland) · 2026Article
- Multiple instance learning approach for automated gallbladder cancer detection using ultrasound imaging: multi-center validation of a deep learning model with the public dataset contribution.The Lancet regional health. Southeast Asia · 2026Article
- Risk score for malignancy in patients with suspicious gallbladder lesions: Retrospective analysis of 175 cases.Indian journal of gastroenterology : official journal of the Indian Society of Gastroenterology · 2026Article
- The Challenging Management of Gallbladder Masses: A Case of Xanthogranulomatous Cholecystitis and Diffuse Biliary Hamartomatosis Mimicking Gallbladder Metastatic Cancer.Case reports in surgery · 2026Article
- Evaluating Multiple Input Strategies of Large Language Models for Gallbladder Polyps on Ultrasound: Comparative Study.JMIR medical informatics · 2025Article
- Intraoperative ultrasound enhancing safety of key steps in complex laparoscopic cholecystectomy: a single-blinded randomized controlled trial.International journal of surgery (London, England) · 2025Article
- Rethinking the prognostic significance of bile spillage in gallbladder cancer.World journal of gastrointestinal surgery · 2025Article
- Asymptomatic gallstone disease: Re-evaluating the threshold for surgical options in the era of precision medicine.World journal of gastrointestinal surgery · 2025Review
- Early detection of gallbladder cancer: Current status and future perspectives.World journal of clinical oncology · 2025Review
- Ultrasound of the Gallbladder-An Update on Measurements, Reference Values, Variants and Frequent Pathologies: A Scoping Review.Life (Basel, Switzerland) · 2025Review
- Comparison of Recommendations for Gallbladder Polyps and Gallbladder Wall Thickening Between KSAR and WFUMB Guidelines.Korean journal of radiology · 2025Article
- Early Diagnosis of Gall Bladder Cancer: An Appeal.South Asian journal of cancer · 2025Article
- Update on the Role of Imaging in the Diagnosis, Staging, and Prognostication of Gallbladder Cancer.The Indian journal of radiology & imaging · 2025Review
- Development and Validation of an Explainable Machine Learning Model for Gangrenous Cholecystitis Prediction: A Multicenter Retrospective Study.Journal of inflammation research · 2025Article
- Dual-energy CT in differentiating benign gallbladder wall thickening from wall thickening type of gallbladder cancer.European radiology · 2025Article
- Current status of artificial intelligence analysis for the diagnosis of gallbladder diseases using ultrasonography: a scoping review.Translational gastroenterology and hepatology · 2025Review
- How I Manage My Patients with Gall Bladder Cancer?Indian journal of surgical oncology · 2024Review
- Deep learning-based classification of gallbladder lesions in patients with non-diagnostic (GB-RADS 0) ultrasound.Clinical and experimental hepatology · 2024Article
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44 authors at 15 institutions in 8 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The Gallbladder Reporting and Data System (GB-RADS) ultrasound (US) risk stratification is proposed to improve consistency in US interpretations, reporting, and assessment of risk of malignancy in gallbladder wall thickening in non-acute setting. It was developed based on a systematic review of the literature and the consensus of an international multidisciplinary committee comprising expert radiologists, gastroenterologists, gastrointestinal surgeons, surgical oncologists, medical oncologists, and pathologists using modified Delphi method. For risk stratification, the GB-RADS system recommends six categories (GB-RADS 0-5) of gallbladder wall thickening with gradually increasing risk of malignancy. GB-RADS is based on gallbladder wall features on US including symmetry and extent (focal vs. circumferential) of involvement, layered appearance, intramural features (including intramural cysts and echogenic foci), and interface with the liver. GB-RADS represents the first collaborative effort at risk stratifying the gallbladder wall thickening. This concept is in line with the other US-based risk stratification systems which have been shown to increase the accuracy of detection of malignant lesions and improve management.
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