Digestive Diseases Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, China.
Guangdong Provincial Key Laboratory of Digestive Cancer Research, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, Guangdong, China.
Front Immunol. 2023 Apr 26;14:1140328. doi: 10.3389/fimmu.2023.1140328. eCollection 2023.
Gastric cancer (GC) is the fifth most common tumor, contributing to the third-highest number of cancer-related deaths. Hypoxia is a major feature of the tumor microenvironment. This study aimed to explore the influence of hypoxia in GC and establish a hypoxia-related prognostic panel.
The GC scRNA-seq data and bulk RNA-seq data were downloaded from the GEO and TCGA databases, respectively. AddModuleScore() and AUCell() were used to calculate module scores and fractions of enrichment for hypoxia-related gene expression in single cells. Least absolute shrinkage and selection operator cox (LASSO-COX) regression analysis was utilized to build a prognostic panel, and hub RNAs were validated by qPCR. The CIBERSORT algorithm was adopted to evaluate immune infiltration. The finding of immune infiltration was validated by a dual immunohistochemistry staining. The TIDE score, TIS score and ESTIMATE were used to evaluate the immunotherapy predictive efficacy.
Hypoxia-related scores were the highest in fibroblasts, and 166 differentially expressed genes were identified. Five hypoxia-related genes were incorporated into the hypoxia-related prognostic panel. 4 hypoxia-related genes (including POSTN, BMP4, MXRA5 and LBH) were significantly upregulated in clinical GC samples compared with the normal group, while APOD expression decreased in GC samples. Similar results were found between cancer-associated fibroblasts (CAFs) and normal fibroblasts (NFs). A high hypoxia score was associated with advanced grade, TNM stage, N stage, and poorer prognosis. Decreased antitumor immune cells and increased cancer-promoting immune cells were found in patients with high hypoxia scores. Dual immunohistochemistry staining showed high expression of CD8 and ACTA2 in gastric cancer tissue. In addition, the high hypoxia score group possessed higher TIDE scores, indicating poor immunotherapy benefit. A high hypoxia score was also firmly related to sensitivity to chemotherapeutic drugs.
This hypoxia-related prognostic panel may be effective in predicting the clinical prognosis, immune infiltrations, immunotherapy, and chemotherapy in GC.
胃癌(GC)是第五大常见肿瘤,导致癌症相关死亡人数排名第三。缺氧是肿瘤微环境的主要特征。本研究旨在探讨 GC 中的缺氧影响,并建立一个与缺氧相关的预后面板。
从 GEO 和 TCGA 数据库分别下载 GC scRNA-seq 数据和批量 RNA-seq 数据。使用 AddModuleScore() 和 AUCell() 计算单细胞中缺氧相关基因表达的模块评分和富集分数。利用最小绝对收缩和选择算子 cox(LASSO-COX)回归分析构建预后面板,并通过 qPCR 验证关键 RNA。采用 CIBERSORT 算法评估免疫浸润。通过双重免疫组织化学染色验证免疫浸润的发现。使用 TIDE 评分、TIS 评分和 ESTIMATE 评估免疫治疗预测疗效。
成纤维细胞中的缺氧相关评分最高,鉴定出 166 个差异表达基因。将 5 个与缺氧相关的基因纳入与缺氧相关的预后面板。与正常组相比,临床 GC 样本中发现 4 个与缺氧相关的基因(包括 POSTN、BMP4、MXRA5 和 LBH)显著上调,而 GC 样本中 APOD 的表达降低。在癌相关成纤维细胞(CAFs)和正常成纤维细胞(NFs)之间也发现了类似的结果。高缺氧评分与高级别、TNM 分期、N 分期和预后不良相关。在缺氧评分较高的患者中,发现抗肿瘤免疫细胞减少,促进癌症的免疫细胞增加。双重免疫组织化学染色显示胃癌组织中 CD8 和 ACTA2 高表达。此外,高缺氧评分组具有更高的 TIDE 评分,表明免疫治疗获益较差。高缺氧评分也与对化疗药物的敏感性密切相关。
该与缺氧相关的预后面板可能有助于预测 GC 的临床预后、免疫浸润、免疫治疗和化疗。