Evidence map›Paper›PMID 41003846›Full record

ArticleDiscover oncology2025

A GRK5 centered prognostic framework for bladder cancer based on palmitoylation and epigenetic regulation.

Junpeng Liu, Zeke Zhang, Bin Huang, Yutong Fang, Hao Lin

Abstract read
In one paragraph

Article in Discover oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Junpeng LiuDepartment of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China.
Zeke ZhangDepartment of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China.
Bin HuangDepartment of Urology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510000, China. huangb48@mail.sysu.edu.cn.
Yutong FangDepartment of Breast Surgery, Cancer Hospital of Shantou University Medical College, Shantou, 515041, Guangdong, China. fyt1996@126.com.
Hao LinDepartment of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, 515041, China. linh26@mail2.sysu.edu.cn.

Funding

the Medical Scientific Research Foundation of Guangdong Province B2022311the National Natural Science Foundation of China 82072817
6 · The paper itself

Abstract

backgroundBladder cancer (BLCA) is a common malignancy with high recurrence and poor prognosis. Palmitoylation, a reversible lipid modification, plays a critical role in cancer progression. However, its prognostic value in BLCA remains unclear.

methodsWe analyzed 3629 palmitoylation-related genes (PRGs) from the TCGA-BLCA and GEO datasets. Differentially expressed PRGs were identified, and a prognostic signature was constructed through Cox and LASSO regression analyses. Survival analysis, ROC curves, immune microenvironment profiling, drug sensitivity prediction, and mutational landscape comparison were performed. Mendelian randomization (MR) and mediation analyses explored the causal role of DNA methylation and gene expression, focusing on GRK5.

resultsA 13-PRG prognostic model was established and validated internally and externally, with AUCs exceeding 0.7. High-risk patients exhibited poorer survival, a distinct immune landscape, and altered drug sensitivities. Mutation analysis showed higher RB1 mutation rates in the high-risk group. MR and mediation analyses identified GRK5 as a key gene linking DNA methylation to BLCA risk, with cg09337049 methylation significantly suppressing GRK5 expression and influencing disease development.

conclusionThis study presents the first palmitoylation-related prognostic model for BLCA, highlighting GRK5 methylation as a potential biomarker for early detection and personalized treatment.

Indexed as

Bladder cancerDNA methylationGRK5PalmitoylationPrognostic model

Identifiers

PMID41003846
PMCPMC12474836

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.