Digestive Diseases Center, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, China.
Guangdong Provincial Key Laboratory of Digestive Cancer Research, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, China.
Front Immunol. 2022 Jul 29;13:951214. doi: 10.3389/fimmu.2022.951214. eCollection 2022.
Gastric cancer (GC) is one of the most common cancers, with a wide range of symptoms and outcomes. Cancer-associated fibroblasts (CAFs) are newly identified in the tumor microenvironment (TME) and associated with GC progression, prognosis, and treatment response. A novel CAF-associated prognostic model is urgently needed to improve treatment strategies.
The detailed data of GC samples were downloaded from The Cancer Genome Atlas (TCGA), GSE62254, GSE26253, and GSE84437 datasets, then obtained 18 unique CAF-related genes from the research papers. Eight hundred eight individuals with GC were classified as TCGA or GSE84437 using consensus clustering by the selected CAF-related genes. The difference between the two subtypes revealed in this study was utilized to create the "CAF-related signature score" (CAFS-score) prognostic model and validated with the Gene Expression Omnibus (GEO) database.
We identified two CAF subtypes characterized by high and low CAFS-score in this study. GC patients in the low CAFS-score group had a better OS than those in the high CAFS-score group, and the cancer-related malignant pathways were more active in the high CAFS-score group, compared to the low CAFS-score group. We found that there was more early TNM stage in the low CAFS-score subgroup, while there was more advanced TNM stage in the high CAFS-score subgroup. The expression of TMB was significantly higher in the low CAFS-score subgroup than in the high CAFS-score subgroup. A low CAFS-score was linked to increased microsatellite instability-high (MSI-H), mutation load, and immunological activation. Furthermore, the CAFS-score was linked to the cancer stem cell (CSC) index as well as chemotherapeutic treatment sensitivity. The patients in the high CAFS-score subgroup had significantly higher proportions of monocytes, M2 macrophages, and resting mast cells, while plasma cells and follicular helper T cells were more abundant in the low-risk subgroup. The CAFS-score was also highly correlated with the sensitivity of chemotherapeutic drugs. The low CAFS-score group was more likely to have an immune response and respond to immunotherapy. We developed a nomogram to improve the CAFS-clinical score's usefulness.
The CAFS-score may have a significant role in the TME, clinicopathological characteristics, prognosis, CSC, MSI, and drug sensitivity, according to our investigation of CAFs in GC. We also analyzed the value of the CAFS-score in immune response and immunotherapy. This work provides a foundation for improving prognosis and responding to immunotherapy in patients with GC.
胃癌(GC)是最常见的癌症之一,具有广泛的症状和结局。癌症相关成纤维细胞(CAFs)是在肿瘤微环境(TME)中新发现的,与 GC 的进展、预后和治疗反应有关。迫切需要一种新的 CAF 相关预后模型来改善治疗策略。
从癌症基因组图谱(TCGA)、GSE62254、GSE26253 和 GSE84437 数据集下载了 GC 样本的详细数据,然后从研究论文中获得了 18 个独特的 CAF 相关基因。使用所选 CAF 相关基因对 808 名 GC 患者进行 TCGA 或 GSE84437 的共识聚类分类。本研究中揭示的两种 CAF 亚型之间的差异用于创建“CAF 相关特征评分”(CAFS-评分)预后模型,并通过基因表达综合数据库(GEO)进行验证。
我们在本研究中鉴定了两种具有高和低 CAFS-评分的 CAF 亚型。低 CAFS-评分组的 GC 患者的 OS 优于高 CAFS-评分组,与低 CAFS-评分组相比,高 CAFS-评分组的癌症相关恶性途径更为活跃。我们发现低 CAFS-评分亚组的早期 TNM 分期更多,而高 CAFS-评分亚组的晚期 TNM 分期更多。低 CAFS-评分亚组的 TMB 表达明显高于高 CAFS-评分亚组。低 CAFS-评分与微卫星不稳定性高(MSI-H)、突变负荷和免疫激活增加有关。此外,CAFS-评分与癌症干细胞(CSC)指数以及化疗药物敏感性有关。高 CAFS-评分亚组的单核细胞、M2 巨噬细胞和静止肥大细胞比例明显更高,而低风险亚组的浆细胞和滤泡辅助 T 细胞更为丰富。CAFS-评分与化疗药物的敏感性也高度相关。低 CAFS-评分组更有可能产生免疫反应并对免疫治疗有反应。我们开发了一个列线图来提高 CAFS-临床评分的实用性。
根据我们对 GC 中 CAFs 的研究,CAFS-评分可能在 TME、临床病理特征、预后、CSC、MSI 和药物敏感性方面具有重要作用。我们还分析了 CAFS-评分在免疫反应和免疫治疗中的价值。这项工作为改善 GC 患者的预后和对免疫治疗的反应提供了基础。