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Single-cell analyses of renal cell cancers reveal insights into tumor microenvironment, cell of origin, and therapy response
- Source :
- Proceedings of the National Academy of Sciences of the United States of America
- Publication Year :
- 2021
- Publisher :
- Proceedings of the National Academy of Sciences, 2021.
-
Abstract
- Significance Renal cell carcinomas (RCCs) are heterogeneous malignancies thought to arise from kidney tubular epithelial cells, and clear cell RCC is the most common entity. This study demonstrates that cell atlases generated from benign kidney and two common RCCs using single-cell RNA sequencing can predict putative cells of origin for more than 10 RCC subtypes. A focused analysis of distinct cell-type compartments reveals the potential role of tumor epithelia in promoting immune infiltration and other molecular attributes of the tumor microenvironment. Finally, an observed association between the lack of immunotherapy response and endothelial cell fraction has important clinical implications. The current study, therefore, significantly contributes toward understanding disease ontogenies and the molecular dynamics of tumor epithelia and the microenvironment.<br />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.
- Subjects :
- renal cell carcinoma
Medical Sciences
Cell Survival
medicine.medical_treatment
Cell of origin
Cell
clear cell renal cell carcinoma
Biology
Kidney
urologic and male genital diseases
single-cell RNA sequencing
Lymphocytes, Tumor-Infiltrating
Renal cell carcinoma
medicine
Humans
tumor microenvironment
Myeloid Cells
Carcinoma, Renal Cell
Tumor microenvironment
Multidisciplinary
Endothelial Cells
Epithelial Cells
Immunotherapy
Biological Sciences
cell of origin
medicine.disease
Kidney Neoplasms
Clear cell renal cell carcinoma
Treatment Outcome
medicine.anatomical_structure
Cancer research
Single-Cell Analysis
Kidney cancer
Clear cell
Subjects
Details
- ISSN :
- 10916490 and 00278424
- Volume :
- 118
- Database :
- OpenAIRE
- Journal :
- Proceedings of the National Academy of Sciences
- Accession number :
- edsair.doi.dedup.....4090e6f8c89382d15b3faa35577c665f
- Full Text :
- https://doi.org/10.1073/pnas.2103240118