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肿瘤微环境异质性与非透明细胞肾细胞癌的临床预后相关:一项单细胞基因组学研究。

Heterogeneity of tumor microenvironment is associated with clinical prognosis of non-clear cell renal cell carcinoma: a single-cell genomics study.

机构信息

Department of Urology, The Third Affiliated Hospital of Second Military Medical University, 700 North Moyu Road, Shanghai, 201805, China.

School of Life Science and Biopharmaceutics, Shenyang Pharmaceutical University, Shenyang, 110016, China.

出版信息

Cell Death Dis. 2022 Jan 11;13(1):50. doi: 10.1038/s41419-022-04501-9.

Abstract

Non-clear renal cell carcinomas (nccRCCs) are less frequent in kidney cancer with histopathological heterogeneity. A better understanding of the tumor biology of nccRCC can provide more effective treatment paradigms for different subtypes. To reveal the heterogeneity of tumor microenvironment (TME) in nccRCC, we performed 10x sing-cell genomics on tumor and normal tissues from patients with papillary renal cell carcinoma (pRCC), chromophobe RCC (chrRCC), collecting duct carcinoma (CDRCC) and sarcomatoid RCC (sarRCC). 15 tissue samples were finally included. 34561 cells were identified as 16 major cell clusters with 34 cell subtypes. Our study presented the sing-cell landscape for four types of nccRCC, and demonstrated that CD8+ T cells exhaustion, tumor-associated macrophages (TAMs) and sarcomatoid process were the pivotal factors in immunosuppression of nccRCC tissues and were closely correlated with poor prognosis. Abnormal metabolic patterns were present in both cancer cells and tumor-infiltrating stromal cells, such as fibroblasts and endothelial cells. Combined with CIBERSORTx tool, the expression data of bulk RNA-seq from TCGA were labeled with cell types of our sing-cell data. Calculation of the relative abundance of cell types revealed that greater proportion of exhausted CD8+ T cells, TAMs and sarRCC derived cells were correlated with poor prognosis in the cohort of 274 nccRCC patients. To the best of our knowledge, this is the first study that provides a more comprehensive sight about the heterogeneity and tumor biology of nccRCC, which may potentially facilitate the development of more effective therapies for nccRCC.

摘要

非透明细胞肾细胞癌(nccRCC)在具有组织病理学异质性的肾癌中较为少见。更好地了解 nccRCC 的肿瘤生物学可以为不同亚型提供更有效的治疗方案。为了揭示 nccRCC 肿瘤微环境(TME)的异质性,我们对来自乳头状肾细胞癌(pRCC)、嫌色细胞肾细胞癌(chrRCC)、集合管癌(CDRCC)和肉瘤样肾细胞癌(sarRCC)患者的肿瘤和正常组织进行了 10x 单细胞基因组学分析。最终纳入了 15 个组织样本。鉴定出 34561 个细胞为 16 个主要细胞簇,34 个细胞亚型。我们的研究展示了四种 nccRCC 的单细胞图谱,并表明 CD8+T 细胞耗竭、肿瘤相关巨噬细胞(TAMs)和肉瘤样过程是 nccRCC 组织免疫抑制的关键因素,与预后不良密切相关。异常的代谢模式存在于癌细胞和肿瘤浸润基质细胞中,如成纤维细胞和内皮细胞。结合 CIBERSORTx 工具,我们用单细胞数据的细胞类型对 TCGA 的 bulk RNA-seq 表达数据进行了标记。计算细胞类型的相对丰度表明,在 274 名 nccRCC 患者的队列中,耗尽的 CD8+T 细胞、TAMs 和 sarRCC 衍生细胞的比例越高,与预后不良相关。据我们所知,这是第一项提供关于 nccRCC 异质性和肿瘤生物学的更全面研究,这可能有助于为 nccRCC 开发更有效的治疗方法。

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