Evidence map›Paper›PMID 40687668›Full record

ArticleTranslational andrology and urology2025

Immune-related genes can accurately predict survival in bladder cancer: a retrospective study via two independent immunotherapy cohorts.

Juan Shen, Xiang Liu, Chao Li, Lin Hong, Shu-Guang Zhou

Abstract read
In one paragraph

Article in Translational andrology and urology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Article
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.

Juan Shen *School of Big Data and Artificial Intelligence, Anhui Xinhua University, Hefei, China.
Xiang Liu *Department of Urology, Anhui Provincial Children's Hospital, Hefei, China.
Chao Li *Department of Urology, Lu'an People's Hospital of Anhui Provincial, Lu'an, China.
Lin HongDepartment of Gynecology, Maternal and Child Health Center of Anhui Medical University, The Fifth Affiliated Clinical College of Anhui Medical University, Anhui Women and Children's Medical Center, Hefei, China.
Shu-Guang ZhouDepartment of Gynecology, Maternal and Child Health Center of Anhui Medical University, The Fifth Affiliated Clinical College of Anhui Medical University, Anhui Women and Children's Medical Center, Hefei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Bladder cancer (BLCA) is an aggressive malignancy characterized by high rate of recurrence. Its steadily increasing incidence and prevalence have made it one of the most prevalent urogenital tract tumors worldwide. Although immunotherapy serves as a first-line treatment for BLCA, patient prognosis shows significant heterogeneity. Risk stratification through immunotherapy risk scoring could substantially improve prognostic predictions. However, current studies examining the use of immune treatment risk scores to predict the prognosis of immunotherapy across various patients with BLCA remain in its early stages. This research aims to identify immune-related genes as potential biomarkers for BLCA immunotherapy guidelines. Methods: To fill this gap, we used two independent immunotherapy datasets from the "IMvigor210CoreBiologies" package as the training cohort and the Gene Expression Omnibus (GEO) database as the validation cohort to create a risk score signature based on deep learning algorithm to assess the effectiveness and outlook of BLCA immunotherapy. Results: A risk score model comprising three immunotherapeutic-related genes was established and validated, demonstrating significant predictive power and serving as an independent factor for forecasting overall survival (OS) in BLCA immunotherapy. Furthermore, our model revealed a strong association with drug sensitivity responses and identified immune landscape differences among various BLCA patients. Conclusions: We anticipated that the risk score, which is an independent prognostic factor, would be taken into consideration when deciding whether to provide clinical immunotherapy for BLCA patients.

Indexed as

Bladder cancer (BLCA)deep learningimmune-related genesimmunotherapyprognosis

Identifiers

PMID40687668
PMCPMC12271934

What Socratic holds

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Registered trials

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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 Socratic graph.