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鉴定一种与铁死亡相关的基因特征以及生长分化因子15,为去势抵抗性前列腺癌的诊断提供新视角。

Identification of a ferroptosis related genes signature and GDF15 contributing to a new perspective for the diagnosis of CRPC.

作者信息

Shao Yuanyuan, Li Xiaoli, Liu Jiaolong, Qiu Zhongjian, Zhang Taijian, Li Nan, Hu Jianmeng, Lu Fuding, Zhu Zhiguo

机构信息

Department of Urology, Affiliated Hospital of Jining Medical University, Jining Medical University, Jining, Shandong, China.

Department of Andrology, The Seventh Affiliated Hospital, Sun Yet-sen University, Shenzhen, Guangdong, China.

出版信息

Sci Rep. 2025 Jul 1;15(1):21624. doi: 10.1038/s41598-025-97045-9.

Abstract

Prostate cancer (PCa) is a highly prevalent malignancy among men. Castration-resistant prostate cancer (CRPC) is the main pathological type leading to the death of patients. Due to the lack of effective early diagnostic biomarkers, the treatment of CRPC is often lagging. Ferroptosis is a new discovered pathway of cell death. The diagnostic value of ferroptosis-related genes for CRPC is still uncertain. In this study, we identified 10 differently expressed FRGs between 145 hormone-sensitive PCa (HSPC) and 49 CRPC. A novel ferroptosis-related genes (FRGs) signature was constructed using seven FRGs (ABCC5, ACSL1, AKR1C3, CAMKK2, GDF15, PDSS2, and ZFP36), which could distinguish CRPC from HSPC with area under the ROC curve (AUC) = 0.93. This result was confirmed in an independent validation cohort with AUC = 0.90, F1 score = 0.85. Among the seven FRGs, GDF15 independently predicted CRPC with the good performance (AUC = 0.84). Moreover, GDF15 could effectively distinguish PCa from normal tissues (AUC = 0.79 and 0.83 in two cohorts). Two distinct ferroptosis profiles were discovered, and FRGs signature and GDF15 could also effectively distinguish them. GDF15 expression level shows an inverted U-shape with disease progression (normal, HSPC, CRPC). Although GDF15 expression was decreased in CRPC cells, overexpression of GDF15 still facilitates CRPC cells migration and invasion in vitro. Our findings suggest that this novel FRGs signature and GDF15 could be robust biomarkers for predicting CRPC in clinical practice.

摘要

前列腺癌(PCa)是男性中一种高度常见的恶性肿瘤。去势抵抗性前列腺癌(CRPC)是导致患者死亡的主要病理类型。由于缺乏有效的早期诊断生物标志物,CRPC的治疗往往滞后。铁死亡是一种新发现的细胞死亡途径。铁死亡相关基因对CRPC的诊断价值仍不确定。在本研究中,我们在145例激素敏感性PCa(HSPC)和49例CRPC之间鉴定出10个差异表达的铁死亡相关基因(FRGs)。使用7个FRGs(ABCC5、ACSL1、AKR1C3、CAMKK2、GDF15、PDSS2和ZFP36)构建了一种新的铁死亡相关基因(FRGs)特征,其可将CRPC与HSPC区分开来,受试者工作特征曲线(ROC)下面积(AUC)=0.93。这一结果在一个独立验证队列中得到证实,AUC=0.90,F1分数=0.85。在这7个FRGs中,GDF15独立预测CRPC,表现良好(AUC=0.84)。此外,GDF15能有效区分PCa与正常组织(在两个队列中AUC分别为0.79和0.83)。发现了两种不同的铁死亡模式,FRGs特征和GDF15也能有效区分它们。GDF15表达水平随疾病进展呈倒U形(正常、HSPC、CRPC)。虽然GDF15在CRPC细胞中的表达降低,但GDF15的过表达仍促进CRPC细胞在体外的迁移和侵袭。我们的研究结果表明,这种新的FRGs特征和GDF15可能是临床实践中预测CRPC的可靠生物标志物。

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