Department of Urology, Fudan University Shanghai Cancer Center, Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Department of Interventional Oncology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, People's Republic of China.
J Cancer Res Clin Oncol. 2023 Dec;149(19):17451-17466. doi: 10.1007/s00432-023-05259-z. Epub 2023 Oct 27.
Cuproptosis was defined as a novel nonapoptotic cell death pathway and its potential function in clear cell renal cell carcinoma (ccRCC) remains unclear.
We obtained gene expression profiles, somatic mutation and corresponding clinical information of 881 ccRCC samples from 3 cohorts including the cancer genome atlas cohort, GSE29609 cohort and CheckMate 025 cohort. As described in the latest published article, we enrolled 16 genes as cuproptosis-related genes (CRGs). We explored the expression level, variants and copy number variation of the CRGs. Univariate and multi-variate regression were utilized to assess the prognostic significance of the CRGs. Non-negative matrix factorization was used to identify potential subgroup and gene set variation analysis was used to explore the potential biological functions. CIBERSORT, ESTIMATE algorithm and single sample gene set enrichment analysis were used to evaluate the tumor microenvironment. In vitro experiments including CCK-8, transwell and wound healing assays were utilized to explore the potential biological function of DLAT in ccRCC.
We found that except for CDKN2A, the CRGs were positively associated with patients' OS. Cuproptosis cluster, cuproptosis gene cluster and cuproptosis score were established, respectively, and higher cuproptosis score was significantly associated with a worse OS in ccRCC (p < 0.001). The area under the receiver operating characteristic curve of the cuproptosis-related nomogram at 1 year, 3 years, 5 years was 0.858, 0.821 and 0.78, respectively. In addition, we found that the cuproptosis score was positively associated with PDCD1, CTLA4 expression level, thus the cuproptosis score may also reflect the dysfunction of tumor infiltrating immune cells. In vitro experiments indicated that overexpression of DLAT could inhibited the migration and proliferation ability of ccRCC cells.
Our findings identify a novel cuproptosis-related signature and the cuproptosis characteristics may influence the anti-tumor immunity though complex regulating networks, and thus cuproptosis may play a role in developing novel therapeutic target of ccRCC.
铜死亡被定义为一种新的非细胞凋亡的细胞死亡途径,其在透明细胞肾细胞癌(ccRCC)中的潜在功能尚不清楚。
我们从 3 个队列(癌症基因组图谱队列、GSE29609 队列和 CheckMate 025 队列)获得了 881 例 ccRCC 样本的基因表达谱、体细胞突变和相应的临床信息。如最新发表的文章所述,我们纳入了 16 个基因作为铜死亡相关基因(CRGs)。我们探索了 CRGs 的表达水平、变异和拷贝数变异。单变量和多变量回归用于评估 CRGs 的预后意义。非负矩阵分解用于识别潜在的亚组,基因集变异分析用于探索潜在的生物学功能。CIBERSORT、ESTIMATE 算法和单样本基因集富集分析用于评估肿瘤微环境。体外实验包括 CCK-8、transwell 和划痕愈合实验,用于探索 DLAT 在 ccRCC 中的潜在生物学功能。
我们发现,除了 CDKN2A 之外,CRGs 与患者的 OS 呈正相关。分别建立了铜死亡簇、铜死亡基因簇和铜死亡评分,较高的铜死亡评分与 ccRCC 的 OS 较差显著相关(p<0.001)。铜死亡相关列线图在 1 年、3 年和 5 年的 AUC 分别为 0.858、0.821 和 0.78。此外,我们发现铜死亡评分与 PDCD1、CTLA4 的表达水平呈正相关,因此铜死亡评分可能也反映了肿瘤浸润免疫细胞的功能障碍。体外实验表明,DLAT 的过表达可以抑制 ccRCC 细胞的迁移和增殖能力。
我们的研究结果确定了一个新的铜死亡相关特征,铜死亡特征可能通过复杂的调控网络影响抗肿瘤免疫,因此铜死亡可能在开发透明细胞肾细胞癌的新治疗靶点方面发挥作用。