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Updated: Jan 21, 2026

Culture of Bladder Cancer Organoids as Precision Medicine Tools
Published on: December 28, 2021
A Qualitative Transcriptional Signature for Predicting Recurrence Risk of Stage I-III Bladder Cancer Patients After
Yawei Li1, Huarong Zhang1, You Guo2
1Key Laboratory of Ministry of Education for Gastrointestinal Cancer, Department of Bioinformatics, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, China.
A new 12-gene pair signature (12-GPS) robustly predicts bladder cancer recurrence risk after surgery. This signature uses gene expression orderings, offering a more stable clinical tool than previous methods.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Existing bladder cancer prognostic signatures rely on quantitative gene expression, limiting clinical applicability due to sensitivity to variations.
- There is a need for robust methods to predict recurrence risk in bladder cancer patients post-surgery.
Purpose of the Study:
- To develop a novel, robust transcriptional signature for predicting recurrence risk in stage I-III bladder cancer (BLCA) patients.
- To identify reliable biomarkers for BLCA metastasis.
Main Methods:
- Utilized within-sample relative expression orderings (REOs) of genes for signature development.
- Developed a signature based on qualitative transcriptional characteristics, termed 12-gene pair signature (12-GPS).
Main Results:
- Identified a 12-GPS signature in 158 training samples.
- Validated the signature in two independent datasets (114 and 57 samples), showing significant survival differences between low- and high-risk groups.
- Demonstrated high reproducibility and concordance with DNA methylation differences between risk groups.
Conclusions:
- The 12-GPS signature reliably predicts recurrence risk in stage I-III BLCA patients post-surgical resection.
- The signature aids in identifying consistent transcriptional and epigenomic features associated with BLCA metastasis.
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