State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan, China.
College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin, China.
Front Immunol. 2022 Jun 24;13:791158. doi: 10.3389/fimmu.2022.791158. eCollection 2022.
Clear cell renal cell carcinoma (ccRCC) is the most common subtype of kidney cancer, and it is the major cause of kidney cancer death. Understanding tumor immune microenvironments (TMEs) is critical in cancer immunotherapies. Here, we studied the immune characterization at single-cell resolution by integrating public data of ccRCC across different tissue types, and comparing the transcriptome features and tumor TME differences in tumors, normal adjacent tissue, and peripheral blood. A total of 16 different types of cell components of ccRCC were identified. We revealed that there is an overall increase in T-cell and myeloid populations in tumor-infiltrated immune cells compared to normal renal tissue, and the B-cell population in the tumor showed a sharp decrease, which indicates that the cells in tumor tissue undergo strong immune stress. In addition, the cell-cell communication analysis revealed specific or conserved signals in different tissue types, which may aid to uncover the distinct immune response. By combining and analyzing publicly available ccRCC bulk RNA-seq datasets, 10 genes were identified as marker genes in specific cell types, which were significantly associated with poor prognosis. Of note, UBE2C, which may be a good indicator of tumor proliferation, is positively associated with reductions in overall survival and highly associated with tumor grade. Our integrated analysis provides single-cell transcriptomic profiling of ccRCC and their TME, and it unmasked new correlations between gene expression, survival outcomes, and immune cell-type components, enabling us to dissect the dynamic variables in the tumor development process. This resource provides deeper insight into the transcriptome features and immune response of ccRCC and will be helpful in kidney cancer immunotherapy.
透明细胞肾细胞癌 (ccRCC) 是最常见的肾癌亚型,也是导致肾癌死亡的主要原因。了解肿瘤免疫微环境 (TME) 在癌症免疫治疗中至关重要。在这里,我们通过整合不同组织类型的 ccRCC 公共数据,以单细胞分辨率研究免疫特征,并比较肿瘤、正常相邻组织和外周血中的转录组特征和肿瘤 TME 差异。总共鉴定出 16 种不同类型的 ccRCC 细胞成分。我们揭示了与正常肾组织相比,肿瘤浸润免疫细胞中的 T 细胞和髓样细胞总体上增加,而肿瘤中的 B 细胞群体急剧减少,这表明肿瘤组织中的细胞经历了强烈的免疫应激。此外,细胞间通讯分析揭示了不同组织类型中特定或保守的信号,这可能有助于揭示不同的免疫反应。通过结合和分析公共可用的 ccRCC 批量 RNA-seq 数据集,鉴定出 10 个基因作为特定细胞类型的标记基因,这些基因与预后不良显著相关。值得注意的是,UBE2C 可能是肿瘤增殖的良好指标,它与总生存率的降低呈正相关,并且与肿瘤分级高度相关。我们的综合分析提供了 ccRCC 及其 TME 的单细胞转录组谱,并揭示了基因表达、生存结果和免疫细胞类型成分之间的新关联,使我们能够剖析肿瘤发展过程中的动态变量。该资源为 ccRCC 的转录组特征和免疫反应提供了更深入的了解,并将有助于肾癌的免疫治疗。