ArticleJournal of the American College of Surgeons2018
Preoperative Risk Score to Predict Occult Metastatic or Locally Advanced Disease in Patients with Resectable Perihilar Cholangiocarcinoma on Imaging.
Article in Journal of the American College of Surgeons, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 16 citations in OpenAlex.
- An explainable machine learning model for predicting the risk of distant metastasis in intrahepatic cholangiocarcinoma: a population-based cohort study.Discover oncology · 2025Article
- Preoperative factors predicting outcomes in patients with suspected perihilar cholangiocarcinoma referred for curative resection- a single-center 10-year experience.Langenbeck's archives of surgery · 2024Article
- Preoperative risk factors for early recurrence after resection of perihilar cholangiocarcinoma.BJS open · 2022Article
- Preoperative Management of Perihilar Cholangiocarcinoma.Cancers · 2022Review
- Multidetector computed tomography assessment of vascular involvement in perihilar cholangiocarcinoma.Quantitative imaging in medicine and surgery · 2021Article
- Outcome after resection for perihilar cholangiocarcinoma in patients with primary sclerosing cholangitis: an international multicentre study.HPB : the official journal of the International Hepato Pancreato Biliary Association · 2021Article
- Practical review for diagnosis and clinical management of perihilar cholangiocarcinoma.World journal of gastroenterology · 2020Review
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Authors and funding
13 authors at 4 institutions in 2 countries.
Funding
Abstract
backgroundMany patients with resectable perihilar cholangiocarcinoma (PHC) on imaging are diagnosed intraoperatively with occult metastatic or locally advanced disease, precluding a curative-intent resection. This study aimed to develop and validate a preoperative risk score. STUDY
designPatients with resectable PHC on imaging who underwent operations in 2 high-volume centers (US and Europe) between 2000 and 2015 were included. Multivariable logistic regression analysis was used to develop the risk score. Cross-validation was used to validate the score, alternating the 2 centers as "training" and "testing" datasets.
resultsOf 566 patients who underwent operations, 309 (55%) patients had a resection, and in 257 (45%) patients, a curative-intent resection was precluded due to distant metastasis (n = 151 [27%]) or locally advanced disease (n = 106 [19%]). Preoperative predictors included bilirubin >2 mg/dL, bile duct involvement on imaging, portal vein involvement on imaging (≥180 degrees), hepatic artery involvement on imaging (≥180 degrees), and suspicious lymph nodes on imaging. The new risk score (c-index 0.75 after cross-validation) provided significantly more accurate predictions than the Bismuth classification (c-index 0.62), Blumgart T-staging (c-index 0.67), and cTNM staging (c-index 0.68). The new risk score identified 4 risk groups for occult metastatic or locally advanced disease: low (14.7%), intermediate (29.5%), high (47.3%), and very high risk (81.3%). The preoperative score groups also predicted survival after operation, irrespective of intraoperative findings (p < 0.001).
conclusionsThe validated risk score can predict occult distant metastatic or locally advanced PHC based on 5 preoperatively available factors. The score can be useful in preoperative shared decision making and selection of patients in neoadjuvant clinical trials.
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