ArticleFrontiers in immunology2022
Identification of a Novel Nomogram to Predict Progression Based on the Circadian Clock and Insights Into the Tumor Immune Microenvironment in Prostate Cancer.
Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.
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Who cites it
32 citing papers in PubMed.
- Ineffectiveness of immune checkpoint inhibitors in prostate cancer: is it just a question of '-mabs'?The Journal of pathology · 2026Review
- Circadian rhythm in immunotherapy and cellular therapy: impacts on the tumor microenvironment.Acta biochimica et biophysica Sinica · 2026Review
- Clocking immunity: circadian modulation of NK cells and emerging timing perspectives.Frontiers in immunology · 2026Review
- Circadian clock and cancer.Military Medical Research · 2026Review
- Regulation of testosterone synthesis by circadian clock genes and its research progress in male diseases.Asian journal of andrology · 2025Review
- Single-Cell and Bulk RNA Sequencing Highlights Intra-Tumoral Heterogeneity and Malignant Progression Mechanisms in Prostate Cancer.Journal of cellular and molecular medicine · 2025Article
- Wogonoside alleviates the proliferation and promotes the apoptosis in liver cancer cells by regulating PI3K/Akt signaling pathway.Discover oncology · 2025Article
- EBV-miR-BART5-5p regulates RORA to promote proliferation and migration of gastric cancer cells.PloS one · 2025Article
- Deciphering the circadian rhythm in colorectal cancer: a bibliometric analysis of research landscape and trends.Frontiers in oncology · 2025Article
- Circadian rhythm related genes identified through tumorigenesis and immune infiltration-guided strategies as predictors of prognosis, immunotherapy response, and candidate drugs in skin cutaneous malignant melanoma.Frontiers in immunology · 2025Article
- Develop a prognostic and drug therapy efficacy prediction model for hepatocellular carcinoma based on telomere maintenance-associated genes.Frontiers in oncology · 2025Article
- DNMT1-driven methylation of RORA facilitates esophageal squamous cell carcinoma progression under hypoxia through SLC2A3.Journal of translational medicine · 2024Article
- Identification of circadian clock-related immunological prognostic index and molecular subtypes in prostate cancer.Discover oncology · 2024Article
- The Circadian Clock Component RORA Increases Immunosurveillance in Melanoma by Inhibiting PD-L1 Expression.Cancer research · 2024Article
- Unraveling links between aging, circadian rhythm and cancer: Insights from evidence-based analysis.Chinese journal of cancer research = Chung-kuo yen cheng yen chiu · 2024Article
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- Biological clock regulation by theFrontiers in cell and developmental biology · 2024Review
- c-Jun N-terminal kinase signaling in aging.Frontiers in aging neuroscience · 2024Review
- Circadian rhythm-associated lncRNA RP11-414H17.5 as a key therapeutic target in osteosarcoma affects the tumor immune microenvironment and enhances malignancy.Journal of orthopaedic surgery and research · 2023Article
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8 authors.
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Abstract
Background: Currently, the impact of the circadian rhythm on the tumorigenesis and progression of prostate cancer (PCA) has yet to be understood. In this study, we first established a novel nomogram to predict PCA progression based on circadian clock (CIC)-related genes and provided insights into the tumor immune microenvironment. Methods: The TCGA and Genecards databases were used to identify potential candidate genes. Lasso and Cox regression analyses were applied to develop a CIC-related gene signature. The tumor immune microenvironment was evaluated through appropriate statistical methods and the GSCALite database. Results: Ten genes were identified to construct a gene signature to predict progression probability for patients with PCA. Patients with high-risk scores were more prone to progress than those with low-risk scores (hazard ratio (HR): 4.11, 95% CI: 2.66-6.37; risk score cut-off: 1.194). CLOCK, PER (1, 2, 3), CRY2, NPAS2, RORA, and ARNTL showed a higher correlation with anti-oncogenes, while CSNK1D and CSNK1E presented a greater relationship with oncogenes. Overall, patients with higher risk scores showed lower mRNA expression of PER1, PER2, and CRY2 and higher expression of CSNK1E. In general, tumor samples presented higher infiltration levels of macrophages, T cells and myeloid dendritic cells than normal samples. In addition, tumor samples had higher immune scores, lower stroma scores and lower microenvironment scores than normal samples. Notably, patients with higher risk scores were associated with significantly lower levels of neutrophils, NK cells, T helper type 1, and mast cells. There was a positive correlation between the risk score and the tumor mutation burden (TMB) score, and patients with higher TMB scores were more prone to progress than those with lower TMB scores. Likewise, we observed similar results regarding the correlation between the microsatellite instability (MSI) score and the risk score and the impact of the MSI score on the progression-free interval. We observed that anti-oncogenes presented a significantly positive correlation with PD-L1, PD-L2, TIGIT and SIGLEC15, especially PD-L2. Conclusion: We identified ten prognosis-related genes as a promising tool for risk stratification in PCA patients from the fresh perspective of CIC.
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