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Published in: Discover Oncology 1/2023

Open Access 01-12-2023 | Biomarkers | Research

BLCA prognostic model creation and validation based on immune gene-metabolic gene combination

Authors: Shao-Yu Yue, Di Niu, Xian-Hong Liu, Wei-Yi Li, Ke Ding, Hong-Ye Fang, Xin-Dong Wu, Chun Li, Yu Guan, He-Xi Du

Published in: Discover Oncology | Issue 1/2023

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Abstract

Background

Bladder cancer (BLCA) is a prevalent urinary system malignancy. Understanding the interplay of immunological and metabolic genes in BLCA is crucial for prognosis and treatment.

Methods

Immune/metabolism genes were extracted, their expression profiles analyzed. NMF clustering found prognostic genes. Immunocyte infiltration and tumor microenvironment were examined. Risk prognostic signature using Cox/LASSO methods was developed. Immunological Microenvironment and functional enrichment analysis explored. Immunotherapy response and somatic mutations evaluated. RT-qPCR validated gene expression.

Results

We investigated these genes in 614 BLCA samples, identifying relevant prognostic genes. We developed a predictive feature and signature comprising 7 genes (POLE2, AHNAK, SHMT2, NR2F1, TFRC, OAS1, CHKB). This immune and metabolism-related gene (IMRG) signature showed superior predictive performance across multiple datasets and was independent of clinical indicators. Immunotherapy response and immune cell infiltration correlated with the risk score. Functional enrichment analysis revealed distinct biological pathways between low- and high-risk groups. The signature demonstrated higher prediction accuracy than other signatures. qRT-PCR confirmed differential gene expression and immunotherapy response.

Conclusions

The model in our work is a novel assessment tool to measure immunotherapy’s effectiveness and anticipate BLCA patients’ prognosis, offering new avenues for immunological biomarkers and targeted treatments.
Appendix
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Metadata
Title
BLCA prognostic model creation and validation based on immune gene-metabolic gene combination
Authors
Shao-Yu Yue
Di Niu
Xian-Hong Liu
Wei-Yi Li
Ke Ding
Hong-Ye Fang
Xin-Dong Wu
Chun Li
Yu Guan
He-Xi Du
Publication date
01-12-2023
Publisher
Springer US
Keyword
Biomarkers
Published in
Discover Oncology / Issue 1/2023
Print ISSN: 1868-8497
Electronic ISSN: 2730-6011
DOI
https://doi.org/10.1007/s12672-023-00853-6

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