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Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma
Osteosarcoma (OS), which occurs most commonly in adolescents, is associated with a high degree of malignancy and poor prognosis. In order to develop an accurate treatment for OS, a deeper understanding of its complex tumor microenvironment (TME) is required. In the present study, tissues were isolat...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8335545/ https://www.ncbi.nlm.nih.gov/pubmed/34367994 http://dx.doi.org/10.3389/fonc.2021.709210 |
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author | Liu, Yun Feng, Wenyu Dai, Yan Bao, Mengying Yuan, Zhenchao He, Mingwei Qin, Zhaojie Liao, Shijie He, Juliang Huang, Qian Yu, Zhenyuan Zeng, Yanyu Guo, Binqian Huang, Rong Yang, Rirong Jiang, Yonghua Liao, Jinling Xiao, Zengming Zhan, Xinli Lin, Chengsen Xu, Jiake Ye, Yu Ma, Jie Wei, Qingjun Mo, Zengnan |
author_facet | Liu, Yun Feng, Wenyu Dai, Yan Bao, Mengying Yuan, Zhenchao He, Mingwei Qin, Zhaojie Liao, Shijie He, Juliang Huang, Qian Yu, Zhenyuan Zeng, Yanyu Guo, Binqian Huang, Rong Yang, Rirong Jiang, Yonghua Liao, Jinling Xiao, Zengming Zhan, Xinli Lin, Chengsen Xu, Jiake Ye, Yu Ma, Jie Wei, Qingjun Mo, Zengnan |
author_sort | Liu, Yun |
collection | PubMed |
description | Osteosarcoma (OS), which occurs most commonly in adolescents, is associated with a high degree of malignancy and poor prognosis. In order to develop an accurate treatment for OS, a deeper understanding of its complex tumor microenvironment (TME) is required. In the present study, tissues were isolated from six patients with OS, and then subjected to single-cell RNA sequencing (scRNA-seq) using a 10× Genomics platform. Multiplex immunofluorescence staining was subsequently used to validate the subsets identified by scRNA-seq. ScRNA-seq of six patients with OS was performed prior to neoadjuvant chemotherapy, and data were obtained on 29,278 cells. A total of nine major cell types were identified, and the single-cell transcriptional map of OS was subsequently revealed. Identified osteoblastic OS cells were divided into five subsets, and the subsets of those osteoblastic OS cells with significant prognostic correlation were determined using a deconvolution algorithm. Thereby, different transcription patterns in the cellular subtypes of osteoblastic OS cells were reported, and key transcription factors associated with survival prognosis were identified. Furthermore, the regulation of osteolysis by osteoblastic OS cells via receptor activator of nuclear factor kappa-B ligand was revealed. Furthermore, the role of osteoblastic OS cells in regulating angiogenesis through vascular endothelial growth factor-A was revealed. C3_TXNIP(+) macrophages and C5_IFIT1(+) macrophages were found to regulate regulatory T cells and participate in CD8(+) T cell exhaustion, illustrating the possibility of immunotherapy that could target CD8(+) T cells and macrophages. Our findings here show that the role of C1_osteoblastic OS cells in OS is to promote osteolysis and angiogenesis, and this is associated with survival prognosis. In addition, T cell depletion is an important feature of OS. More importantly, the present study provided a valuable resource for the in-depth study of the heterogeneity of the OS TME. |
format | Online Article Text |
id | pubmed-8335545 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83355452021-08-05 Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma Liu, Yun Feng, Wenyu Dai, Yan Bao, Mengying Yuan, Zhenchao He, Mingwei Qin, Zhaojie Liao, Shijie He, Juliang Huang, Qian Yu, Zhenyuan Zeng, Yanyu Guo, Binqian Huang, Rong Yang, Rirong Jiang, Yonghua Liao, Jinling Xiao, Zengming Zhan, Xinli Lin, Chengsen Xu, Jiake Ye, Yu Ma, Jie Wei, Qingjun Mo, Zengnan Front Oncol Oncology Osteosarcoma (OS), which occurs most commonly in adolescents, is associated with a high degree of malignancy and poor prognosis. In order to develop an accurate treatment for OS, a deeper understanding of its complex tumor microenvironment (TME) is required. In the present study, tissues were isolated from six patients with OS, and then subjected to single-cell RNA sequencing (scRNA-seq) using a 10× Genomics platform. Multiplex immunofluorescence staining was subsequently used to validate the subsets identified by scRNA-seq. ScRNA-seq of six patients with OS was performed prior to neoadjuvant chemotherapy, and data were obtained on 29,278 cells. A total of nine major cell types were identified, and the single-cell transcriptional map of OS was subsequently revealed. Identified osteoblastic OS cells were divided into five subsets, and the subsets of those osteoblastic OS cells with significant prognostic correlation were determined using a deconvolution algorithm. Thereby, different transcription patterns in the cellular subtypes of osteoblastic OS cells were reported, and key transcription factors associated with survival prognosis were identified. Furthermore, the regulation of osteolysis by osteoblastic OS cells via receptor activator of nuclear factor kappa-B ligand was revealed. Furthermore, the role of osteoblastic OS cells in regulating angiogenesis through vascular endothelial growth factor-A was revealed. C3_TXNIP(+) macrophages and C5_IFIT1(+) macrophages were found to regulate regulatory T cells and participate in CD8(+) T cell exhaustion, illustrating the possibility of immunotherapy that could target CD8(+) T cells and macrophages. Our findings here show that the role of C1_osteoblastic OS cells in OS is to promote osteolysis and angiogenesis, and this is associated with survival prognosis. In addition, T cell depletion is an important feature of OS. More importantly, the present study provided a valuable resource for the in-depth study of the heterogeneity of the OS TME. Frontiers Media S.A. 2021-07-21 /pmc/articles/PMC8335545/ /pubmed/34367994 http://dx.doi.org/10.3389/fonc.2021.709210 Text en Copyright © 2021 Liu, Feng, Dai, Bao, Yuan, He, Qin, Liao, He, Huang, Yu, Zeng, Guo, Huang, Yang, Jiang, Liao, Xiao, Zhan, Lin, Xu, Ye, Ma, Wei and Mo https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Liu, Yun Feng, Wenyu Dai, Yan Bao, Mengying Yuan, Zhenchao He, Mingwei Qin, Zhaojie Liao, Shijie He, Juliang Huang, Qian Yu, Zhenyuan Zeng, Yanyu Guo, Binqian Huang, Rong Yang, Rirong Jiang, Yonghua Liao, Jinling Xiao, Zengming Zhan, Xinli Lin, Chengsen Xu, Jiake Ye, Yu Ma, Jie Wei, Qingjun Mo, Zengnan Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title | Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title_full | Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title_fullStr | Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title_full_unstemmed | Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title_short | Single-Cell Transcriptomics Reveals the Complexity of the Tumor Microenvironment of Treatment-Naive Osteosarcoma |
title_sort | single-cell transcriptomics reveals the complexity of the tumor microenvironment of treatment-naive osteosarcoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8335545/ https://www.ncbi.nlm.nih.gov/pubmed/34367994 http://dx.doi.org/10.3389/fonc.2021.709210 |
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