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Integrative Analysis Identified an Eight-Gene Risk Signature Linked to CDK7 and Explored Its Association with HCC
Bin Lan1, Jie Tan1, Qing Wang1
1Department of Interventional and Vascular Surgery, Hunan Provincial People's Hospital (the First Affiliated Hospital of Hunan Normal University), Changsha, China.
Abstract:
Backgrounds: Cyclin-dependent kinase 7 (CDK7) plays key roles in transcription and cell cycle regulation, and its inhibition has been proposed as a potential therapeutic strategy for hepatocellular carcinoma (HCC). The primary research objective of this study is to identify and validate CDK7-associated prognostic genes in HCC using bioinformatics approaches, construct a reliable prognostic risk model, and explore the functional role of CDK7 in HCC progression through in vitro and in vivo experiments, with a specific focus on its association with RelA/p65 phosphorylation, so as to provide evidence supporting CDK7 as a potential prognostic biomarker and therapeutic target for HCC. Methods: Two independent HCC cohorts from The Cancer Genome Atlas (TCGA)-HCC and the Gene Expression Omnibus (dataset GSE14520) were analyzed. Patients were stratified by CDK7 expression. Differentially expressed genes were identified in both CDK7-based and tumor-versus-normal comparisons, and the intersection of these genes was analyzed. Univariate Cox regression and machine learning were used to screen prognostic genes and construct a risk model. The model's predictive utility was assessed using Kaplan-Meier and receiver operating characteristic (ROC) analyses. Mutation landscapes were compared between risk groups. The functional association of CDK7 was validated through in vitro and in vivo experiments. Results: Eight prognostic genes (CHGA, SH2D5, ACTBP12, SOX2, AGR2, ISM2, KRT12, and BRDT) were screened from 98 intersecting genes via univariate Cox regression and least absolute shrinkage and selection operator regression analyses to construct a risk model. In the TCGA-HCC (374 HCC samples and 50 control samples) and GSE14520 cohorts (222 HCC samples and 212 control samples), patients in the high-risk group had significantly worse overall survival than those in the low-risk group (Hazard Ratio [HR] = 0.003-0.036, 95% Confidence Interval [CI] = 1.01-4.28, p < 0.05). The predictive accuracy of the model was moderate, with the areas under the ROC curves (AUCs) for 1-, 3-, and 5-year survival exceeding 0.6 (specifically, 0.69 for 3-year survival). In vitro and in vivo experiments demonstrated that CDK7 expression is associated with HCC proliferation, migration, invasion, and tumor growth, and this association might be related to RelA/p65 phosphorylation. Conclusions: This study identified a novel eight-gene prognostic signature linked to CDK7 in HCC and provided experimental evidence that CDK7 promotes tumor aggressiveness. These findings suggest the potential of CDK7 as a prognostic biomarker and therapeutic target for HCC, though further validation of its clinical utility is needed.
Insights
This study identifies an eight-gene signature linked to Cyclin-dependent kinase 7 (CDK7) that predicts outcomes in hepatocellular carcinoma (HCC). CDK7 promotes HCC aggressiveness and may be a therapeutic target.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Cyclin-dependent kinase 7 (CDK7) is crucial for transcription and cell cycle regulation.
- CDK7 inhibition is a potential therapeutic strategy for hepatocellular carcinoma (HCC).
- Understanding CDK7's role is vital for HCC prognosis and treatment.
Purpose of the Study:
- To identify and validate CDK7-associated prognostic genes in HCC.
- To construct a prognostic risk model for HCC.
- To explore CDK7's functional role in HCC progression, including RelA/p65 phosphorylation.
Main Methods:
- Analysis of two independent HCC cohorts (TCGA-HCC and GSE14520).
- Bioinformatic approaches including differential gene expression analysis, Cox regression, and machine learning.
- Validation through in vitro and in vivo experiments focusing on proliferation, migration, invasion, and phosphorylation.
Main Results:
- An eight-gene prognostic signature (CHGA, SH2D5, ACTBP12, SOX2, AGR2, ISM2, KRT12, BRDT) was identified.
- The risk model showed significant correlation with overall survival in both cohorts (p < 0.05).
- CDK7 expression was linked to HCC proliferation, migration, invasion, and tumor growth, potentially via RelA/p65 phosphorylation.
Conclusions:
- A novel eight-gene prognostic signature associated with CDK7 in HCC was discovered.
- Experimental evidence supports CDK7's role in promoting HCC aggressiveness.
- CDK7 shows potential as a prognostic biomarker and therapeutic target for HCC.
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