Evidence map›Paper›PMID 42798489›Full record

ArticleFrontiers in immunology2026

Identification and experimental validation of prognostic genes associated with dietary restriction-related signatures in bladder cancer.

Xian Wu, Tianshui Sun, Zhuonan Liu

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Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Xian Wu *Department of Urology, First Hospital of China Medical University, Heping District, Shenyang, Liaoning, China.
Tianshui Sun *Department of Obstetrics and Gynecology, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China.
Zhuonan LiuDepartment of Urology, First Hospital of China Medical University, Heping District, Shenyang, Liaoning, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Bladder cancer (BLCA) is a common urinary tract malignancy with significant global burden, yet the prognostic relevance of dietary restriction-related genes (DRRGs) in BLCA remains unclear. Methods: Prognostic DRRGs in BLCA were identified based on publicly available databases by differential expression analysis, univariate Cox regression analysis, Mendelian randomization (MR) analysis and LASSO regression analysis. A risk model was built and evaluated, after which a nomogram was established and assessed by using the risk score and clinical characteristics. Following this, analysis of functional enrichment, immune infiltration, genetic mutation and drug sensitivity were performed based on the risk model. Importantly, cell annotation and identification of potential key cells were conducted by single-cell RNA sequencing (scRNA-seq) analysis. The expression levels of target DRRGs were examined by qRT-PCR and western blot methods. Cell transfection, Results: Three candidate prognostic DRRGs (RBP7, SREBF1 and ZFP64) were screened. The risk model classified BLCA patients two risk groups, and high-risk patients showed worse survival. The AUC values of this model in the training and validation cohorts were generally within the range of 0.60-0.66, suggesting some but limited discriminatory ability. The risk score, age, T stage, and N stage were identified as independent prognostic factors, and the nomogram constructed from these factors showed moderate predictive performance. The two risk groups differed in signaling pathways, immune cell infiltration, immune checkpoints, mutated genes, immunotherapy-related predictive indicators, and drug sensitivity. scRNA-seq analysis annotated eight cell types, among which T cells showed differential expression of the candidate DRRGs and were identified as a potential key cell type associated with prognostic DRRG expression. Experiments showed that SREBF1 and ZFP64 were over-expressed at mRNA and protein levels in BLCA tissues. Knockdown of SREBF1 or ZFP64 inhibited multiple malignant phenotypes of BLCA cells. Conclusions: This study screened RBP7, SREBF1, and ZFP64 from a previously computationally inferred DR-related gene category as candidate prognostic genes in BLCA and established a risk model with moderate predictive performance, providing clues for further investigation of this malignancy.

Indexed as

Biomarkers, TumorUrinary Bladder NeoplasmsAnimalsCell Line, TumorFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiceNomogramsPrognosisTranscription FactorsBiomarkers, TumorTranscription Factorsbladder cancerDRRGsMR analysisnomogramrisk modelScRNA-seq analysis

Identifiers

PMID42798489
PMCPMC13612542

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.