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Prognostic nomogram for bladder cancer with brain metastases: a National Cancer Database analysis
- Source :
- Journal of Translational Medicine, Vol 17, Iss 1, Pp 1-12 (2019)
- Publication Year :
- 2019
- Publisher :
- BMC, 2019.
-
Abstract
- Abstract Background This study aimed to establish and validate a nomogram for predicting brain metastasis in patients with bladder cancer (BCa) and assess various treatment modalities using a primary cohort comprising 234 patients with clinicopathologically-confirmed BCa from 2004 to 2015 in the National Cancer Database. Methods Machine learning method and Cox model were used for nomogram construction. For BCa patients with brain metastasis, surgery of the primary site, chemotherapy, radiation therapy, palliative care, brain confinement of metastatic sites, and the Charlson/Deyo Score were predictive features identified for building the nomogram. Results For the original 169 patients considered in the model, the areas under the receiver operating characteristic curve (AUC) were 0.823 (95% CI 0.758–0.889, P
- Subjects :
- Bladder cancer
Brain metastasis
Machine learning
Nomogram
Overall survival
Medicine
Subjects
Details
- Language :
- English
- ISSN :
- 14795876
- Volume :
- 17
- Issue :
- 1
- Database :
- Directory of Open Access Journals
- Journal :
- Journal of Translational Medicine
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.04ab92c97ab4af99d2011f911e7f732
- Document Type :
- article
- Full Text :
- https://doi.org/10.1186/s12967-019-2109-7