Lei Kai, Chen Weiqing, Wang Anqi, Zeng Anyu, Ding Yun, Luo Tianqi, Zhou Qi
Department of Musculoskeletal Oncology, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, People's Republic of China.
Center of Hepato-Pancreato-Biliary Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510060, People's Republic of China.
Discov Oncol. 2025 Jun 10;16(1):1045. doi: 10.1007/s12672-025-02666-1.
As a member of the tumor necrosis factor (TNF) family, TNF superfamily 4 (TNFSF4) plays a crucial role in various immune-related processes. However, its biological function in pan-cancer remains largely unexplored.
RNA-sequencing (RNA-seq) data and corresponding clinical variables were obtained from the Cancer Genome Atlas (TCGA). Immunotherapy cohorts were retrieved from Gene Expression Omnibus (GEO). Tumor Immune Estimation Resource was used to evaluate tumor-infiltrating immune cell levels. The Tumor Immune Single-cell Hub (TISCH) 2 database was used to examine TNFSF4 expression across various tumor cell subsets. Gene set enrichment analysis (GSEA) was performed to investigate TNFSF4-associated signaling pathways.
Bioinformatic analyses of TNFSF4 across TCGA cancers revealed that TNFSF4 expression was highly increased in cancers compared to normal tissues. Further immunohistochemistry staining of multiple tumor samples validated this finding. Univariate Cox regression and survival analyses identified TNFSF4 as a risk factor in most cancers. Furthermore, TNFSF4 expression increased with tumor stage progression in several cancers. In the two immunotherapy cohorts from the GEO database, the proportion of partial response/complete response patients was higher in the TNFSF4 low-expression group. Single-cell RNA-seq data from the TISCH database indicated that TNFSF4 expression was predominantly observed in proliferative and exhausted T cells. Correlation analysis demonstrated a positive association between TNFSF4 and immunomodulatory genes. Ultimately, GSEA revealed that TNFSF4 was related to immune response and epithelial-mesenchymal transition pathways.
This multi-omics analysis highlights the role of TNFSF4 in tumor progression and immune modulation. High TNFSF4 expression correlates with poor survival and may affect immunotherapy efficacy, suggesting its potential prognostic biomarker and therapeutic target.
作为肿瘤坏死因子(TNF)家族的一员,肿瘤坏死因子超家族4(TNFSF4)在各种免疫相关过程中发挥着关键作用。然而,其在泛癌中的生物学功能在很大程度上仍未被探索。
从癌症基因组图谱(TCGA)获取RNA测序(RNA-seq)数据及相应的临床变量。从基因表达综合数据库(GEO)检索免疫治疗队列。利用肿瘤免疫估计资源评估肿瘤浸润免疫细胞水平。使用肿瘤免疫单细胞中心(TISCH)2数据库检查TNFSF4在各种肿瘤细胞亚群中的表达。进行基因集富集分析(GSEA)以研究与TNFSF4相关的信号通路。
对TCGA癌症中TNFSF4的生物信息学分析表明,与正常组织相比,TNFSF4在癌症中的表达显著增加。对多个肿瘤样本的进一步免疫组织化学染色验证了这一发现。单因素Cox回归和生存分析确定TNFSF4是大多数癌症中的一个危险因素。此外,在几种癌症中,TNFSF4表达随肿瘤分期进展而增加。在来自GEO数据库的两个免疫治疗队列中,TNFSF4低表达组中部分缓解/完全缓解患者的比例更高。来自TISCH数据库的单细胞RNA-seq数据表明,TNFSF4表达主要在增殖性和耗竭性T细胞中观察到。相关性分析表明TNFSF4与免疫调节基因之间存在正相关。最终,GSEA显示TNFSF4与免疫反应和上皮-间质转化途径相关。
这项多组学分析突出了TNFSF4在肿瘤进展和免疫调节中的作用。TNFSF4高表达与不良生存相关,并可能影响免疫治疗疗效,提示其作为潜在的预后生物标志物和治疗靶点。