Department of Urology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
Department of Pathology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
Cell Commun Signal. 2024 Nov 21;22(1):560. doi: 10.1186/s12964-024-01927-w.
In cases of advanced seminoma, up to 30% of patients may manifest cisplatin resistance, necessitating aggressive salvage therapy, with a consequent 50% risk of mortality attributable to cancer. Nevertheless, beyond chemotherapy and radiotherapy, no further therapeutic modalities have been implemented for these patients.
The study commenced with the identification of differentially expressed immune-related genes, which were subsequently subjected to clustering using WGCNA. Prognostic signature construction ensued through the execution of univariable Cox regression, lasso regression, and multivariable Cox regression analyses. To validate the prognostic signature, the TCGA-TGCT and GSE99420 cohorts were employed, with assessments conducted via PFS, C-index, DCA, and ROC analyses. Subsequent exploration of the immune landscape and potential immunotherapeutic applications was undertaken through Cibersort and TIDE analyses. Molecular docking and dynamics simulation techniques were then employed for screening potential molecular compounds. Validation of these findings was pursued through in vitro and vivo assays.
CTLA4, SNX17, and TMX1 were selected to construct the signature. Patients in the high-risk group exhibited diminished progression-free survival rates. The AUC for predicting survival at 1, 3, and 5 years was 0.802, 0.899, and 0.943, respectively, surpassing those of other risk factors, such as lymphovascular invasion and T stage. The C-index for the risk score was 0.838. Decision curve analysis (DCA) suggests that incorporating lymphovascular invasion and the risk score yields the most favorable decision-making outcomes for patients. Moreover, individuals classified as high-risk may derive greater benefit from immunotherapy. Molecular compounds including Rutin, ICG-001, and Doxorubicin can selectively target CTLA4, SNX17, and TMX1, respectively, thereby inhibiting the proliferation and invasive capabilities of seminoma tumor cells in vitro and vivo.
The signature initially constructed based on immune-related genes shows promise for predicting outcomes and assessing the efficacy of immunotherapy in seminoma patients. Rutin, ICG-001, and Doxorubicin have demonstrated potential to target these signature genes and inhibit tumor cell viability.
在晚期精原细胞瘤患者中,高达 30%的患者可能表现出顺铂耐药,需要进行积极的挽救性治疗,因此有 50%的死亡风险归因于癌症。然而,除了化疗和放疗,这些患者没有采用其他治疗方法。
本研究首先鉴定了差异表达的免疫相关基因,然后使用 WGCNA 对其进行聚类。通过单变量 Cox 回归、lasso 回归和多变量 Cox 回归分析构建预后特征。为了验证预后特征,我们使用 TCGA-TGCT 和 GSE99420 队列进行验证,通过 PFS、C 指数、DCA 和 ROC 分析进行评估。随后通过 Cibersort 和 TIDE 分析探索免疫景观和潜在的免疫治疗应用。然后使用分子对接和动力学模拟技术筛选潜在的分子化合物。通过体外和体内实验验证这些发现。
选择 CTLA4、SNX17 和 TMX1 构建特征。高风险组患者的无进展生存率降低。预测 1、3 和 5 年生存率的 AUC 分别为 0.802、0.899 和 0.943,优于其他风险因素,如血管淋巴管侵犯和 T 分期。风险评分的 C 指数为 0.838。决策曲线分析(DCA)表明,纳入血管淋巴管侵犯和风险评分可以为患者提供最有利的决策结果。此外,被归类为高风险的患者可能从免疫治疗中获益更多。分子化合物包括芦丁、ICG-001 和多柔比星,可以分别靶向 CTLA4、SNX17 和 TMX1,从而抑制体外和体内精原细胞瘤肿瘤细胞的增殖和侵袭能力。
基于免疫相关基因构建的特征有望预测精原细胞瘤患者的预后,并评估免疫治疗的疗效。芦丁、ICG-001 和多柔比星具有靶向这些特征基因并抑制肿瘤细胞活力的潜力。