Department of Plastic Surgery, Xijing Hospital, Fourth Military Medical University, 127 Changle West Road, Xi'an, 710032, Shaanxi Province, China.
School of Basic Medicine, The Fourth Military Medical University, 169 Changle West Road, Xi'an, 710032, China.
J Cancer Res Clin Oncol. 2023 Dec;149(20):18135-18160. doi: 10.1007/s00432-023-05486-4. Epub 2023 Nov 25.
G protein-coupled receptors (GPCRs) have been shown to have an important role in tumor development and metastasis, and abnormal expression of GPCRs is significantly associated with poor prognosis of tumor patients. In this study, we analyzed the GPCRs-related gene (GPRGs) and tumor microenvironment (TME) in skin cutaneous melanoma (SKCM) to construct a prognostic model to help SKCM patients obtain accurate clinical treatment strategies.
SKCM expression data and clinical information were obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Differential expression analysis, LASSO algorithm, and univariate and multivariate cox regression analysis were used to screen prognosis-related genes (GPR19, GPR146, S1PR2, PTH1R, ADGRE5, CXCR3, GPR143, and OR2I1P) and multiple prognosis-good immune cells; the data set was analyzed according to above results and build up a GPR-TME classifier. The model was further subjected to immune infiltration, functional enrichment, tumor mutational load, immunotherapy prediction, and scRNA-seq data analysis. Finally, cellular experiments were conducted to validate the functionality of the key gene GPR19 in the model.
The findings indicate that high expression of GPRGs is associated with a poor prognosis in patients with SKCM, highlighting the significant role of GPRGs and the tumor microenvironment (TME) in SKCM development. Notably, the group characterized by low GPR expression and a high TME exhibited the most favorable prognosis and immunotherapeutic efficacy. Furthermore, cellular assays demonstrated that knockdown of GPR19 significantly reduced the proliferation, migration, and invasive capabilities of melanoma cells in A375 and A2058 cell lines.
This study provides novel insights for the prognosis evaluation and treatment of melanoma, along with the identification of a new biomarker, GPR19.
G 蛋白偶联受体(GPCRs)在肿瘤发生和转移中具有重要作用,GPCRs 的异常表达与肿瘤患者的预后不良显著相关。在本研究中,我们分析了皮肤黑色素瘤(SKCM)中的 GPCRs 相关基因(GPRGs)和肿瘤微环境(TME),构建了一个预后模型,以帮助 SKCM 患者获得准确的临床治疗策略。
从癌症基因组图谱(TCGA)和基因表达综合(GEO)数据库中获取 SKCM 表达数据和临床信息。采用差异表达分析、LASSO 算法、单因素和多因素 cox 回归分析筛选预后相关基因(GPR19、GPR146、S1PR2、PTH1R、ADGRE5、CXCR3、GPR143 和 OR2I1P)和多种预后良好的免疫细胞;根据上述结果分析数据集,并建立 GPR-TME 分类器。该模型进一步进行免疫浸润、功能富集、肿瘤突变负荷、免疫治疗预测和 scRNA-seq 数据分析。最后,进行细胞实验验证模型中关键基因 GPR19 的功能。
研究结果表明,GPRGs 的高表达与 SKCM 患者的预后不良相关,这突出了 GPRGs 和肿瘤微环境(TME)在 SKCM 发展中的重要作用。值得注意的是,GPR 低表达和 TME 高表达的组表现出最有利的预后和免疫治疗效果。此外,细胞实验表明,在 A375 和 A2058 细胞系中,GPR19 的敲低显著降低了黑色素瘤细胞的增殖、迁移和侵袭能力。
本研究为黑色素瘤的预后评估和治疗提供了新的见解,并确定了一个新的生物标志物 GPR19。