Enhancing survival prognostication in patients with choroidal melanoma by integrating pathologic, clinical and genetic predictors of metastasis

被引:44
作者
Eleuteri, Antonio [1 ]
Damato, Bertil [2 ]
Coupland, Sarah E. [3 ]
Taktak, Azzam F. G. [1 ]
机构
[1] Royal Liverpool Univ Hosp, Dept Med Phys & Clin Engn, 1st Floor,Duncan Bldg,Daulby St, Liverpool L7 8XP, Merseyside, England
[2] Royal Liverpool Univ Hosp, Ocular Oncol Serv, Liverpool L7 8XP, Merseyside, England
[3] Univ Liverpool, Dept Mol & Clin Canc Med, Liverpool L69 3GA, Merseyside, England
关键词
uveal melanoma; mortality; chromosome aberrations; prognostication; histology; mathematical-modelling;
D O I
10.1504/IJBET.2012.045355
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Survival in choroidal melanoma was modelled using accelerated failure time models. We combined pathological, clinical and genetic data, using imputation techniques. Performance was assessed using n-fold cross-validation. Using data from 3653 patients, we generated two models; the first using clinical data only and the second using clinical and laboratory data. The c-index of discrimination was 0.75 for the clinical model and 0.79 for the laboratory model. Calibration showed good correlation between predicted and observed mortality (p-value: 0.699 for clinical model and 0.801 for laboratory model). We conclude that our model provides reasonably reliable prognosis relevant to individual patients.
引用
收藏
页码:18 / 35
页数:18
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