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Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems
BACKGROUND: While osteoimmunology interactions between the immune and skeletal systems are known to play an important role in osteoblast development, differentiation and bone metabolism related disease like osteoporosis, such interactions in either bone microenvironment or peripheral circulation in...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10083244/ https://www.ncbi.nlm.nih.gov/pubmed/37051201 http://dx.doi.org/10.3389/fendo.2023.1107511 |
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author | Wang, Shengran Greenbaum, Jonathan Qiu, Chuan Gong, Yun Wang, Zun Lin, Xu Liu, Yong He, Pei Meng, Xianghe Zhang, Qiang Shen, Hui Vemulapalli, Krishna Chandra Sanchez, Fernando L. Schiller, Martin R. Xiao, Hongmei Deng, Hongwen |
author_facet | Wang, Shengran Greenbaum, Jonathan Qiu, Chuan Gong, Yun Wang, Zun Lin, Xu Liu, Yong He, Pei Meng, Xianghe Zhang, Qiang Shen, Hui Vemulapalli, Krishna Chandra Sanchez, Fernando L. Schiller, Martin R. Xiao, Hongmei Deng, Hongwen |
author_sort | Wang, Shengran |
collection | PubMed |
description | BACKGROUND: While osteoimmunology interactions between the immune and skeletal systems are known to play an important role in osteoblast development, differentiation and bone metabolism related disease like osteoporosis, such interactions in either bone microenvironment or peripheral circulation in vivo at the single-cell resolution have not yet been characterized. METHODS: We explored the osteoimmunology communications between immune cells and osteoblastic lineage cells (OBCs) by performing CellphoneDB and CellChat analyses with single-cell RNA sequencing (scRNA-seq) data from human femoral head. We also explored the osteoimmunology effects of immune cells in peripheral circulation on skeletal phenotypes. We used a scRNA-seq dataset of peripheral blood monocytes (PBMs) to perform deconvolution analysis. Then weighted gene co-expression network analysis (WGCNA) was used to identify monocyte subtype-specific subnetworks. We next used cell-specific network (CSN) and the least absolute shrinkage and selection operator (LASSO) to analyze the correlation of a gene subnetwork identified by WGCNA with bone mineral density (BMD). RESULTS: We constructed immune cell and OBC communication networks and further identified L-R genes, such as JAG1 and NOTCH1/2, with ossification related functions. We also found a Mono4 related subnetwork that may relate to BMD variation in both older males and postmenopausal female subjects. CONCLUSIONS: This is the first study to identify numerous ligand-receptor pairs that likely mediate signals between immune cells and osteoblastic lineage cells. This establishes a foundation to reveal advanced and in-depth osteoimmunology interactions to better understand the relationship between local bone microenvironment and immune cells in peripheral blood and the impact on bone phenotypes. |
format | Online Article Text |
id | pubmed-10083244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100832442023-04-11 Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems Wang, Shengran Greenbaum, Jonathan Qiu, Chuan Gong, Yun Wang, Zun Lin, Xu Liu, Yong He, Pei Meng, Xianghe Zhang, Qiang Shen, Hui Vemulapalli, Krishna Chandra Sanchez, Fernando L. Schiller, Martin R. Xiao, Hongmei Deng, Hongwen Front Endocrinol (Lausanne) Endocrinology BACKGROUND: While osteoimmunology interactions between the immune and skeletal systems are known to play an important role in osteoblast development, differentiation and bone metabolism related disease like osteoporosis, such interactions in either bone microenvironment or peripheral circulation in vivo at the single-cell resolution have not yet been characterized. METHODS: We explored the osteoimmunology communications between immune cells and osteoblastic lineage cells (OBCs) by performing CellphoneDB and CellChat analyses with single-cell RNA sequencing (scRNA-seq) data from human femoral head. We also explored the osteoimmunology effects of immune cells in peripheral circulation on skeletal phenotypes. We used a scRNA-seq dataset of peripheral blood monocytes (PBMs) to perform deconvolution analysis. Then weighted gene co-expression network analysis (WGCNA) was used to identify monocyte subtype-specific subnetworks. We next used cell-specific network (CSN) and the least absolute shrinkage and selection operator (LASSO) to analyze the correlation of a gene subnetwork identified by WGCNA with bone mineral density (BMD). RESULTS: We constructed immune cell and OBC communication networks and further identified L-R genes, such as JAG1 and NOTCH1/2, with ossification related functions. We also found a Mono4 related subnetwork that may relate to BMD variation in both older males and postmenopausal female subjects. CONCLUSIONS: This is the first study to identify numerous ligand-receptor pairs that likely mediate signals between immune cells and osteoblastic lineage cells. This establishes a foundation to reveal advanced and in-depth osteoimmunology interactions to better understand the relationship between local bone microenvironment and immune cells in peripheral blood and the impact on bone phenotypes. Frontiers Media S.A. 2023-03-27 /pmc/articles/PMC10083244/ /pubmed/37051201 http://dx.doi.org/10.3389/fendo.2023.1107511 Text en Copyright © 2023 Wang, Greenbaum, Qiu, Gong, Wang, Lin, Liu, He, Meng, Zhang, Shen, Vemulapalli, Sanchez, Schiller, Xiao and Deng 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 | Endocrinology Wang, Shengran Greenbaum, Jonathan Qiu, Chuan Gong, Yun Wang, Zun Lin, Xu Liu, Yong He, Pei Meng, Xianghe Zhang, Qiang Shen, Hui Vemulapalli, Krishna Chandra Sanchez, Fernando L. Schiller, Martin R. Xiao, Hongmei Deng, Hongwen Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title | Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title_full | Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title_fullStr | Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title_full_unstemmed | Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title_short | Single-cell RNA sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
title_sort | single-cell rna sequencing reveals in vivo osteoimmunology interactions between the immune and skeletal systems |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10083244/ https://www.ncbi.nlm.nih.gov/pubmed/37051201 http://dx.doi.org/10.3389/fendo.2023.1107511 |
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