Research Paper Volume 12, Issue 3 pp 2857—2879
A nomogram combining long non-coding RNA expression profiles and clinical factors predicts survival in patients with bladder cancer
- 1 Department of Clinical Laboratory, The Second Hospital of Shandong University, Jinan, Shandong, China
- 2 Tumor Marker Detection Engineering Technology Research Center of Shandong Province, Jinan, Shandong, China
- 3 Tumor Marker Detection Engineering Laboratory of Shandong Province, Jinan, Shandong, China
- 4 The Clinical Research Center of Shandong Province for Clinical Laboratory, Jinan, Shandong, China
Received: September 3, 2019 Accepted: January 19, 2020 Published: February 12, 2020
https://doi.org/10.18632/aging.102782How to Cite
Abstract
Bladder cancer (BCa) is a heterogeneous disease with various tumorigenic mechanisms and clinical behaviors. The current tumor-node-metastasis (TNM) staging system is inadequate to predict overall survival (OS) in BCa patients. We developed a BCa-specific, long-non-coding-RNA (lncRNA)-based nomogram to improve survival prediction in BCa. We obtained the large-scale gene expression profiles of samples from 414 BCa patients in The Cancer Genome Atlas database. Using an lncRNA-mining computational framework, we identified three OS-related lncRNAs among 826 lncRNAs that were differentially expressed between BCa and normal samples. We then constructed a three-lncRNA signature, which efficiently distinguished high-risk from low-risk patients and was even viable in the TNM stage-II, TNM stage-III and ≥65-year-old subgroups (all P<0.05). Using clinical risk factors, we developed a signature-based nomogram, which performed better than the molecular signature or clinical factors alone for prognostic prediction. A bioinformatical analysis revealed that the three OS-related lncRNAs were co-expressed with genes involved in extracellular matrix organization. Functional assays demonstrated that RNF144A-AS1, one of the three OS-related lncRNAs, promoted BCa cell migration and invasion in vitro. Our three-lncRNA signature-based nomogram effectively predicts the prognosis of BCa patients, and could potentially be used for individualized management of such patients.
Abbreviations
BCa: Bladder cancer; lncRNA: Long non-coding RNA; OS: Overall survival; TCGA: The Cancer Genome Atlas; BLCA Project: Bladder Urothelial Carcinoma Project; DELs: Differentially expressed lncRNAs; DEMs: Differentially expressed mRNAs; CPHR: Cox proportional hazards regression; CI: Confidence interval; HR: Hazard ratio; ROC: Receiver operating characteristic; AUC: Area under the curve; C-index: Concordance index; GO: Gene ontology; KEGG: Kyoto Encyclopedia of Genes and Genomes; FBS: Fetal bovine serum; PBS: Phosphate-buffered saline.