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单细胞分析肾细胞癌揭示肿瘤微环境、细胞起源和治疗反应的见解。

Single-cell analyses of renal cell cancers reveal insights into tumor microenvironment, cell of origin, and therapy response.

机构信息

Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI 48109.

Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109.

出版信息

Proc Natl Acad Sci U S A. 2021 Jun 15;118(24). doi: 10.1073/pnas.2103240118.

Abstract

Diverse subtypes of renal cell carcinomas (RCCs) display a wide spectrum of histomorphologies, proteogenomic alterations, immune cell infiltration patterns, and clinical behavior. Delineating the cells of origin for different RCC subtypes will provide mechanistic insights into their diverse pathobiology. Here, we employed single-cell RNA sequencing (scRNA-seq) to develop benign and malignant renal cell atlases. Using a random forest model trained on this cell atlas, we predicted the putative cell of origin for more than 10 RCC subtypes. scRNA-seq also revealed several attributes of the tumor microenvironment in the most common subtype of kidney cancer, clear cell RCC (ccRCC). We elucidated an active role for tumor epithelia in promoting immune cell infiltration, potentially explaining why ccRCC responds to immune checkpoint inhibitors, despite having a low neoantigen burden. In addition, we characterized an association between high endothelial cell types and lack of response to immunotherapy in ccRCC. Taken together, these single-cell analyses of benign kidney and RCC provide insight into the putative cell of origin for RCC subtypes and highlight the important role of the tumor microenvironment in influencing ccRCC biology and response to therapy.

摘要

不同亚型的肾细胞癌 (RCC) 表现出广泛的组织形态学、蛋白质基因组改变、免疫细胞浸润模式和临床行为。阐明不同 RCC 亚型的起源细胞将为它们不同的病理生物学提供机制上的见解。在这里,我们采用单细胞 RNA 测序 (scRNA-seq) 来开发良性和恶性肾细胞图谱。我们使用基于该细胞图谱训练的随机森林模型,预测了 10 多种 RCC 亚型的可能起源细胞。scRNA-seq 还揭示了最常见的肾癌透明细胞肾细胞癌 (ccRCC) 中肿瘤微环境的几个特征。我们阐明了肿瘤上皮在促进免疫细胞浸润中的积极作用,这可能解释了为什么 ccRCC 对免疫检查点抑制剂有反应,尽管其新抗原负担较低。此外,我们还描述了高内皮细胞类型与 ccRCC 对免疫治疗无反应之间的关联。总之,这些良性肾脏和 RCC 的单细胞分析为 RCC 亚型的可能起源细胞提供了深入了解,并强调了肿瘤微环境在影响 ccRCC 生物学和对治疗的反应中的重要作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/57dc/8214680/4b1386485a9e/pnas.2103240118fig01.jpg

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