Cancers · 2020 · 55 citations · 21 references
MedicineOncologyOphthalmologyCutaneous OncologyOcular OncologySurvival AnalysisCancer MortalityCancer Survival AnalysisMalignant NeoplasmsPrognostic AssessmentUveal MelanomaAnonymized Data CollectionCancer Prognostic ModelingCase Mix StratificationMetastatic Uveal MelanomaMulticenter ValidationPredictive Model ValidationSkin Tumor PrognosisSurvival Rates
Uveal melanoma (UM) is fatal in ~50% of patients as a result of disseminated disease. This study aims to externally validate the Liverpool Uveal Melanoma Prognosticator Online V3 (LUMPO3) to determine its reliability in predicting survival after treatment for choroidal melanoma when utilizing external data from other ocular oncology centers. Anonymized data of 1836 UM patients from seven international ocular oncology centers were analyzed with LUMPO3 to predict the 10-year survival for each patient in each external dataset. The analysts were masked to the patient outcomes. Model predictions were sent to an independent statistician to evaluate LUMPO3's performance using discrimination and calibration methods. LUMPO3's ability to discriminate between UM patients who died of metastatic UM and those who were still alive was fair-to-good, with C-statistics ranging from 0.64 to 0.85 at year 1. The pooled estimate for all external centers was 0.72 (95% confidence interval: 0.68 to 0.75). Agreement between observed and predicted survival probabilities was generally good given differences in case mix and survival rates between different centers. Despite the differences between the international cohorts of patients with primary UM, LUMPO3 is a valuable tool for predicting all-cause mortality in this disease when using data from external centers.
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Assessing the Performance of Prediction Models
Ewout W. Steyerberg, Andrew J. Vickers, Nancy R. Cook et al. · Epidemiology · 2009 · 4.9K citations · Full text
Integrative Analysis Identifies Four Molecular and Clinical Subsets in Uveal Melanoma
A. Gordon Robertson, Juliann Shih, Christina Yau et al. · Cancer Cell · 2017 · 919 citations · Full text
Progress in the management of patients with uveal melanoma. The 2012 Ashton Lecture
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Medicine, Oncology, Ophthalmology +14