@article{3108946,
    title = "Nomogram-based Prediction of Overall Survival in Patients with Metastatic Urothelial Carcinoma Receiving First-line Platinum-based Chemotherapy: Retrospective International Study of Invasive/Advanced Cancer of the Urothelium (RISC)",
    author = "Necchi, A. and Sonpavde, G. and Lo Vullo, S. and Giardiello, D. and Bamias, A. and Crabb, S.J. and Harshman, L.C. and Bellmunt, J. and De Giorgi, U. and Sternberg, C.N. and Cerbone, L. and Ladoire, S. and Wong, Y.-N. and Yu, E.Y. and Chowdhury, S. and Niegisch, G. and Srinivas, S. and Vaishampayan, U.N. and Pal, S.K. and Agarwal, N. and Alva, A. and Baniel, J. and Golshayan, A.-R. and Morales-Barrera, R. and Bowles, D.W. and Milowsky, M.I. and Theodore, C. and Berthold, D.R. and Daugaard, G. and Sridhar, S.S. and Powles, T. and Rosenberg, J.E. and Galsky, M.D. and Mariani, L. and RISC Investigators",
    journal = "European urology oncology",
    year = "2017",
    volume = "71",
    number = "2",
    pages = "281-289",
    publisher = "Elsevier B.V.",
    doi = "10.1016/j.eururo.2016.09.042",
    keywords = "antineoplastic metal complex;  carboplatin;  cisplatin;  gemcitabine;  taxane derivative;  antineoplastic agent;  carboplatin;  cisplatin, adult;  aged;  Article;  body mass;  bone metastasis;  cancer chemotherapy;  cancer patient;  cancer prognosis;  cancer survival;  comorbidity;  controlled study;  ethnicity;  female;  follow up;  human;  leukocyte count;  liver metastasis;  lung metastasis;  major clinical study;  male;  nomogram;  overall survival;  priority journal;  retrospective study;  survival prediction;  transitional cell carcinoma;  international cooperation;  middle aged;  mortality;  nomogram;  pathology;  prognosis;  randomization;  secondary;  survival analysis;  transitional cell carcinoma;  urinary tract tumor;  validation study, Aged;  Antineoplastic Combined Chemotherapy Protocols;  Carboplatin;  Carcinoma, Transitional Cell;  Cisplatin;  Female;  Humans;  Internationality;  Male;  Middle Aged;  Nomograms;  Prognosis;  Random Allocation;  Retrospective Studies;  Survival Analysis;  Urologic Neoplasms",
    abstract = "Background The available prognostic models for overall survival (OS) in patients with metastatic urothelial carcinoma (UC) have been derived from clinical trial populations of cisplatin-treated patients. Objective To develop a new model based on real-world patients. Design, setting, and participants Individual patient-level data from 29 centers were collected, including metastatic UC and first-line cisplatin- or carboplatin-based chemotherapy administered between January 2006 and January 2011. Intervention First-line, platinum-based, combination chemotherapy. Outcome measurements and statistical analysis The population was randomly split into a development and a validation cohort. Generalized boosted regression modelling was used to screen out irrelevant variables and address multivariable analyses. Two nomograms were built to estimate OS probability, the first based on baseline factors and platinum agent, the second incorporating objective response (OR). The performance of the above nomograms and that of other available models was assessed. We plotted decision curves to evaluate the clinical usefulness of the two nomograms. Results and limitations A total of 1020 patients were analyzed (development: 687, validation: 333). In a platinum-stratified Cox model, significant variables for OS were performance status (p < 0.001), white blood cell count (p = 0.013), body mass index (p = 0.003), ethnicity (p = 0.012), lung, liver, or bone metastases (p < 0.001), and prior perioperative chemotherapy (p = 0.012). The c-index was 0.660. The distribution of the nomogram scores was associated with OR (p < 0.001), and incorporating OR into the model further improved the c-index in the validation cohort (0.670). Conclusions We developed and validated two nomograms for OS to be used before and after completion of first-line chemotherapy for metastatic UC. Patient summary We proposed two models for estimating overall survival of patients with metastatic urothelial carcinoma receiving first-line, platinum-based chemotherapy. These nomograms have been developed on real-world patients who were treated outside of clinical trials and may be used irrespective of the chemotherapeutic platinum agent used. © 2016 European Association of Urology"
}