Skip to main content
Top
Published in: BMC Cancer 1/2021

Open Access 01-12-2021 | Research

A novel immune-related gene pair prognostic signature for predicting overall survival in bladder cancer

Authors: Yang Fu, Shanshan Sun, Jianbin Bi, Chuize Kong, Lei Yin

Published in: BMC Cancer | Issue 1/2021

Login to get access

Abstract

Background

Bladder cancer (BC) is the ninth most common malignant tumor. We constructed a risk signature using immune-related gene pairs (IRGPs) to predict the prognosis of BC patients.

Methods

The mRNA transcriptome, simple nucleotide variation and clinical data of BC patients were downloaded from The Cancer Genome Atlas (TCGA) database (TCGA-BLCA). The mRNA transcriptome and clinical data were also extracted from Gene Expression Omnibus (GEO) datasets (GSE31684). A risk signature was built based on the IRGPs. The ability of the signature to predict prognosis was analyzed with survival curves and Cox regression. The relationships between immunological parameters [immune cell infiltration, immune checkpoints, tumor microenvironment (TME) and tumor mutation burden (TMB)] and the risk score were investigated. Finally, gene set enrichment analysis (GSEA) was used to explore molecular mechanisms underlying the risk score.

Results

The risk signature utilized 30 selected IRGPs. The prognosis of the high-risk group was significantly worse than that of the low-risk group. We used the GSE31684 dataset to validate the signature. Close relationships were found between the risk score and immunological parameters. Finally, GSEA showed that gene sets related to the extracellular matrix (ECM), stromal cells and epithelial-mesenchymal transition (EMT) were enriched in the high-risk group. In the low-risk group, we found a number of immune-related pathways in the enriched pathways and biofunctions.

Conclusions

We used a new tool, IRGPs, to build a risk signature to predict the prognosis of BC. By evaluating immune parameters and molecular mechanisms, we gained a better understanding of the mechanisms underlying the risk signature. This signature can also be used as a tool to predict the effect of immunotherapy in patients with BC.
Appendix
Available only for authorised users
Literature
5.
14.
go back to reference Steinberg RL, Nepple KG, Velaer KN, Thomas LJ, O'Donnell MA. Quadruple immunotherapy of Bacillus Calmette-Guérin, interferon, interleukin-2, and granulocyte-macrophage colony-stimulating factor as salvage therapy for non-muscle-invasive bladder cancer. Urol Oncol. 2017;35(12):670.e677–14.CrossRef Steinberg RL, Nepple KG, Velaer KN, Thomas LJ, O'Donnell MA. Quadruple immunotherapy of Bacillus Calmette-Guérin, interferon, interleukin-2, and granulocyte-macrophage colony-stimulating factor as salvage therapy for non-muscle-invasive bladder cancer. Urol Oncol. 2017;35(12):670.e677–14.CrossRef
40.
go back to reference Wołącewicz M, Hrynkiewicz R, Grywalska E, Suchojad T, Leksowski T, Roliński J, et al. Immunotherapy in bladder cancer: current methods and future perspectives. Cancers. 2020;12(5):1181.CrossRefPubMedCentral Wołącewicz M, Hrynkiewicz R, Grywalska E, Suchojad T, Leksowski T, Roliński J, et al. Immunotherapy in bladder cancer: current methods and future perspectives. Cancers. 2020;12(5):1181.CrossRefPubMedCentral
44.
go back to reference Katz H, Wassie E, Alsharedi M. Checkpoint inhibitors: the new treatment paradigm for urothelial bladder cancer. Med Oncol. 2017;34(10):170.CrossRefPubMed Katz H, Wassie E, Alsharedi M. Checkpoint inhibitors: the new treatment paradigm for urothelial bladder cancer. Med Oncol. 2017;34(10):170.CrossRefPubMed
59.
go back to reference Bukan N, Sözen S, Coskun U, Sancak B, Günel N, Bozkirli I, et al. Serum interleukin-18 and nitric oxide activity in bladder carcinoma. Eur Cytokine Netw. 2003;14(3):163–7.PubMed Bukan N, Sözen S, Coskun U, Sancak B, Günel N, Bozkirli I, et al. Serum interleukin-18 and nitric oxide activity in bladder carcinoma. Eur Cytokine Netw. 2003;14(3):163–7.PubMed
60.
go back to reference Qin Z, Wang Y, Tang J, Zhang L, Li R, Xue J, et al. High LINC01605 expression predicts poor prognosis and promotes tumor progression via up-regulation of MMP9 in bladder cancer. Biosci Rep. 2018;38(5):BSR20180562.CrossRefPubMedPubMedCentral Qin Z, Wang Y, Tang J, Zhang L, Li R, Xue J, et al. High LINC01605 expression predicts poor prognosis and promotes tumor progression via up-regulation of MMP9 in bladder cancer. Biosci Rep. 2018;38(5):BSR20180562.CrossRefPubMedPubMedCentral
62.
go back to reference Matarazzo S, Melocchi L, Rezzola S, Grillo E, Maccarinelli F, Giacomini A, et al. Long pentraxin-3 follows and modulates bladder cancer progression. Cancers. 2019;11(9):1277.CrossRefPubMedCentral Matarazzo S, Melocchi L, Rezzola S, Grillo E, Maccarinelli F, Giacomini A, et al. Long pentraxin-3 follows and modulates bladder cancer progression. Cancers. 2019;11(9):1277.CrossRefPubMedCentral
74.
go back to reference Yang TY, Wu ML, Chang CI, Liu CI, Cheng TC, Wu YJ. Bornyl cis-4-hydroxycinnamate suppresses cell metastasis of melanoma through FAK/PI3K/Akt/mTOR and MAPK signaling pathways and inhibition of the epithelial-to-mesenchymal transition. Int J Mol Sci. 2018;19(8):2152.CrossRefPubMedCentral Yang TY, Wu ML, Chang CI, Liu CI, Cheng TC, Wu YJ. Bornyl cis-4-hydroxycinnamate suppresses cell metastasis of melanoma through FAK/PI3K/Akt/mTOR and MAPK signaling pathways and inhibition of the epithelial-to-mesenchymal transition. Int J Mol Sci. 2018;19(8):2152.CrossRefPubMedCentral
Metadata
Title
A novel immune-related gene pair prognostic signature for predicting overall survival in bladder cancer
Authors
Yang Fu
Shanshan Sun
Jianbin Bi
Chuize Kong
Lei Yin
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2021
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-021-08486-0

Other articles of this Issue 1/2021

BMC Cancer 1/2021 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine