Development and validation of a kinase-related gene signature as a novel diagnostic and prognostic model for prostate cancer

IF 4.2 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Biochimica et biophysica acta. Molecular basis of disease Pub Date : 2025-04-01 Epub Date: 2025-02-17 DOI:10.1016/j.bbadis.2025.167722
Yaqiang Huang , Haiying Zhu , Zhenguo Liang , Weiyang Wei , Hao Yang , Qi Wang , Hongxing Huang , Huichan He , Rujun Mo , Jianheng Ye , Qishan Dai , Weide Zhong , Yingke Liang
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Abstract

Background

Prostate cancer (PCa) is a prevalent malignant tumor in men worldwide. Kinases play a key role in the development of multiple tumors. Nevertheless, the role of kinases in PCa remains largely unclear.

Methods

A kinase-related gene signature was constructed by LASSO Cox regression analysis using the TCGA_PRAD cohort. The diagnostic and prognostic values of the signature were then evaulated. Furthermore, a loss-of-function assay was carried out to explore the function of NEK5 in PCa.

Results

A signature of 13 kinase-related genes (NEK5, FRK, STK39, STYK1, IGF1R, RPS6KC1, TTK, CDK1, NEK2, PTK6, DAPK1, MELK and EPHA10) was constructed. The PCa patients presenting a high-risk score according to the signature demonstrated poorer disease-free survival compared to those with a low score. Additionally, TMB was found to be remarkably increased in patients categorized as high-risk relative to low-risk patients. Moreover, the 13-gene signature may also have good predictive value for PCa diagnosis. Furthermore, NEK5 expression was remarkably elevated in PCa tissues relative to benign tissues. NEK5 deficiency significantly inhibited PCa cell growth and suppressed mitochondrial OXPHOS.

Conclusion

The 13-gene signature constructed in this study may exhibit good performance in PCa diagnosis and prognosis evaluation. We identified the oncogenic role of NEK5 in PCa. NEK5 may serve as a therapeutic target for treatting PCa.
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开发和验证激酶相关基因标记作为前列腺癌的新诊断和预后模型
前列腺癌(PCa)是世界范围内常见的男性恶性肿瘤。激酶在多发性肿瘤的发展中起着关键作用。然而,激酶在PCa中的作用仍不清楚。方法采用TCGA_PRAD队列,采用LASSO - Cox回归分析构建激酶相关基因特征。然后评估该特征的诊断和预后价值。此外,研究人员还进行了功能缺失分析,以探索NEK5在PCa中的功能。结果构建了13个激酶相关基因(NEK5、FRK、STK39、STYK1、IGF1R、RPS6KC1、TTK、CDK1、NEK2、PTK6、DAPK1、MELK和EPHA10)的sa标记。根据签名显示高风险评分的PCa患者与低评分的患者相比,无病生存期较差。此外,TMB在高危患者中的发生率明显高于低危患者。此外,13基因标记对前列腺癌的诊断也可能具有良好的预测价值。此外,相对于良性组织,前列腺癌组织中NEK5的表达显著升高。NEK5缺乏显著抑制PCa细胞生长,抑制线粒体OXPHOS。结论本研究构建的13基因标记在前列腺癌的诊断和预后评价中有较好的应用价值。我们确定了NEK5在PCa中的致癌作用。NEK5可能作为治疗PCa的治疗靶点。
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来源期刊
CiteScore
12.30
自引率
0.00%
发文量
218
审稿时长
32 days
期刊介绍: BBA Molecular Basis of Disease addresses the biochemistry and molecular genetics of disease processes and models of human disease. This journal covers aspects of aging, cancer, metabolic-, neurological-, and immunological-based disease. Manuscripts focused on using animal models to elucidate biochemical and mechanistic insight in each of these conditions, are particularly encouraged. Manuscripts should emphasize the underlying mechanisms of disease pathways and provide novel contributions to the understanding and/or treatment of these disorders. Highly descriptive and method development submissions may be declined without full review. The submission of uninvited reviews to BBA - Molecular Basis of Disease is strongly discouraged, and any such uninvited review should be accompanied by a coverletter outlining the compelling reasons why the review should be considered.
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