A Programmed Cell Death Protein 1 Pathway-Derived Prognostic Transcriptomic Signature in Bladder Cancer: Development in TCGA-BLCA and Evaluation in Independent Cohorts

Immune checkpoint inhibitors (ICIs) targeting programmed cell death protein 1 (PD-1) and programmed death-ligand 1 (PD-L1) have changed the treatment of advanced bladder cancer, but only a minority of patients benefit. We asked whether expression of PD-1 pathway genes carries prognostic information in bladder cancer. Sixty-eight genes annotated to the PD-1 signaling, CD28 co-stimulation, and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) inhibitory signaling pathways in Reactome were examined in The Cancer Genome Atlas bladder urothelial carcinoma cohort (TCGA-BLCA). Genes differentially expressed between tumor and normal tissue were entered into a least absolute shrinkage and selection operator (LASSO) Cox model, yielding a seven-gene risk score (FYN, GRAP2, TRIB3, MAP3K8, AKT3, CD274, and CD80). In TCGA-BLCA (n = 404), the risk score was associated with overall survival independently of age, sex, and stage (hazard ratio [HR] per standard deviation 1.24, 95% confidence interval [CI] 1.11–1.39) and modestly improved discrimination over clinical variables (concordance index [C-index] 0.630 to 0.664). With coefficients and standardization fixed in advance, the score was not associated with cancer-specific survival in GSE13507 (n = 165; HR per standard deviation 1.21, 95% CI 0.83–1.77) or with outcome in four further independent cohorts, including an atezolizumab-treated cohort; in a second, smaller ICI-treated cohort it was associated with shorter survival. Gene selection was unstable under bootstrap resampling, and the signature’s associations with transcriptome-inferred immune indices were limited. This PD-1 pathway-derived signature should therefore be regarded as exploratory; its prognostic value outside TCGA-BLCA is not supported by the available evidence.

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Journal
Current Issues in Molecular Biology
Published
2026-10-13
DOI
https://doi.org/10.3390/cimb48101056
Primary Topic
Bladder and Urothelial Cancer Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

A Programmed Cell Death Protein 1 Pathway-Derived Prognostic Transcriptomic Signature in Bladder Cancer: Development in TCGA-BLCA and Evaluation in Independent Cohorts

Hsin‐Chih Yeh, Tsz‐Yi Tang, Li-Hsin Chang, Chia‐Yang Li et al.
Current Issues in Molecular Biology
Bladder and Urothelial Cancer Treatments
article

A Programmed Cell Death Protein 1 Pathway-Derived Prognostic Transcriptomic Signature in Bladder Cancer: Development in TCGA-BLCA and Evaluation in Independent Cohorts

Hsin‐Chih Yeh, Tsz‐Yi Tang, Li-Hsin Chang, Chia‐Yang Li, Hsien‐Che Ou, Jiun‐Hung Geng, Shu‐Pin Huang, Bo‐Ying Bao, Pai‐Chi Teng, Shu‐Chi Wang, Hao‐Han Chang, Chih‐Pin Chuu, Yung‐Lun Lin, Chia-Hsin Liu, Wei-Chung Cheng
article en

Abstract

Immune checkpoint inhibitors (ICIs) targeting programmed cell death protein 1 (PD-1) and programmed death-ligand 1 (PD-L1) have changed the treatment of advanced bladder cancer, but only a minority of patients benefit. We asked whether expression of PD-1 pathway genes carries prognostic information in bladder cancer. Sixty-eight genes annotated to the PD-1 signaling, CD28 co-stimulation, and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) inhibitory signaling pathways in Reactome were examined in The Cancer Genome Atlas bladder urothelial carcinoma cohort (TCGA-BLCA). Genes differentially expressed between tumor and normal tissue were entered into a least absolute shrinkage and selection operator (LASSO) Cox model, yielding a seven-gene risk score (FYN, GRAP2, TRIB3, MAP3K8, AKT3, CD274, and CD80). In TCGA-BLCA (n = 404), the risk score was associated with overall survival independently of age, sex, and stage (hazard ratio [HR] per standard deviation 1.24, 95% confidence interval [CI] 1.11–1.39) and modestly improved discrimination over clinical variables (concordance index [C-index] 0.630 to 0.664). With coefficients and standardization fixed in advance, the score was not associated with cancer-specific survival in GSE13507 (n = 165; HR per standard deviation 1.21, 95% CI 0.83–1.77) or with outcome in four further independent cohorts, including an atezolizumab-treated cohort; in a second, smaller ICI-treated cohort it was associated with shorter survival. Gene selection was unstable under bootstrap resampling, and the signature’s associations with transcriptome-inferred immune indices were limited. This PD-1 pathway-derived signature should therefore be regarded as exploratory; its prognostic value outside TCGA-BLCA is not supported by the available evidence.

Current Issues in Molecular BiologyVol. 48(10)
National Sun Yat-sen University (TW), Asia University (TW), Kaohsiung Medical University (TW), National Health Research Institutes (TW), National Pingtung University of Science and Technology (TW), China Medical University (TW), Kaohsiung Medical University Chung-Ho Memorial Hospital (TW), National Taiwan University Hospital (TW), Kaohsiung Municipal Hsiao-Kang Hospital (TW), Cardinal Tien Hospital (TW), Academia Sinica (TW)
China Medical University Hospital, Kaohsiung Medical University Chung-Ho Memorial Hospital
Openalex Percentile: Top 10%
Bladder and Urothelial Cancer Treatments
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