Li Jie, Yu Tian, Sun Juan, Ma Mingwei, Zheng Zicheng, He Yixuan, Kang Weiming, Ye Xin
Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, No.1 Shuaifu Yuan, Dongcheng District, Beijing, 100730, Republic of China.
Cancer Cell Int. 2024 Mar 25;24(1):112. doi: 10.1186/s12935-024-03294-5.
Gastric cancer (GC) remains a malignant tumor with high morbidity and mortality, accounting for approximately 1,080,000 diagnosed cases and 770,000 deaths worldwide annually. Disulfidptosis, characterized by the stress-induced abnormal accumulation of disulfide, is a recently identified form of programmed cell death. Substantial studies have demonstrated the significant influence of immune clearance on tumor progression. Therefore, we aimed to explore the intrinsic correlations between disulfidptosis and immune-related genes (IRGs) in GC, as well as the potential value of disulfidptosis-related immune genes (DRIGs) as biomarkers.
This study incorporated the single-cell RNA sequencing (scRNA-seq) dataset GSE183904 and transcriptome RNA sequencing of GC from the TCGA database. Disulfidptosis-related genes (DRGs) and IRGs were derived from the representative literature on both cell disulfidptosis and immunity. The expression and distribution of DRGs were investigated at the single-cell level in different GC cell types. Pearson correlation analysis was used to identify the IRGs closely related to disulfidptosis. The prognostic signature of DRIGs was established using Cox and LASSO analyses. We then analyzed and evaluated the differences in long-term prognosis, Gene Set Enrichment Analysis (GSEA), immune infiltration, mutation profile, CD274 expression, and response to chemotherapeutic drugs between the two groups. A tissue array containing 63 paired GC specimens was used to verify the expression of 4 DRIGs and disulfidptosis regulator SLC7A11 through immunohistochemistry staining.
The scRNA-seq analysis found that SLC7A11, SLC3A2, RPN1 and NCKAP1 were enriched in specific cell types and closely related to immune infiltration. Four DIRGs (GLA, HIF-1α, VPS35 and CDC37) were successfully identified to establish a signature to potently predict the survival time of GC patients. Patients with high risk scores generally experienced worse prognoses and exhibited greater resistant to classical chemotherapy drugs. Furthermore, the expression of GLA, HIF-1α, VPS35, CDC37 and SLC7A11 were elevated in GC tissues. A high expression of GLA, HIF-1α, VPS35 or CDC37 was associated with more advanced clinical stage of GC and increased SLC7A11 expression.
Current study first highlights the potential value of DRIGs as biomarkers in GC. We successfully constructed a robust model incorporating four DRIGs to accurately predict the survival time and clinicopathological characteristics of GC patients.
胃癌(GC)仍然是一种发病率和死亡率都很高的恶性肿瘤,全球每年约有108万例确诊病例和77万例死亡。二硫键诱导性细胞死亡以应激诱导的二硫键异常积累为特征,是最近发现的一种程序性细胞死亡形式。大量研究表明免疫清除对肿瘤进展有显著影响。因此,我们旨在探讨GC中二硫键诱导性细胞死亡与免疫相关基因(IRGs)之间的内在相关性,以及二硫键诱导性细胞死亡相关免疫基因(DRIGs)作为生物标志物的潜在价值。
本研究纳入了单细胞RNA测序(scRNA-seq)数据集GSE183904和来自TCGA数据库的GC转录组RNA测序数据。二硫键诱导性细胞死亡相关基因(DRGs)和IRGs来自关于细胞二硫键诱导性细胞死亡和免疫的代表性文献。在不同GC细胞类型的单细胞水平上研究DRGs的表达和分布。采用Pearson相关分析来鉴定与二硫键诱导性细胞死亡密切相关的IRGs。使用Cox和LASSO分析建立DRIGs的预后特征。然后我们分析并评估了两组之间在长期预后、基因集富集分析(GSEA)、免疫浸润、突变谱、CD274表达以及对化疗药物反应方面的差异。使用包含63对GC标本的组织芯片通过免疫组织化学染色来验证4个DRIGs和二硫键诱导性细胞死亡调节因子SLC7A11的表达。
scRNA-seq分析发现SLC7A11、SLC3A2、RPN1和NCKAP1在特定细胞类型中富集且与免疫浸润密切相关。成功鉴定出4个DIRGs(GLA、HIF-1α、VPS35和CDC37)以建立一个能有效预测GC患者生存时间的特征。高风险评分的患者通常预后较差,并且对经典化疗药物表现出更大的抗性。此外,GLA、HIF-1α、VPS35、CDC37和SLC7A11在GC组织中的表达升高。GLA、HIF-1α、VPS35或CDC37的高表达与GC更晚期的临床分期以及SLC7A11表达增加相关。
当前研究首次突出了DRIGs作为GC生物标志物的潜在价值。我们成功构建了一个包含4个DRIGs的强大模型,以准确预测GC患者的生存时间和临床病理特征。