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Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq
BACKGROUND: Some lung diseases are cell type-specific. It is essential to study the cellular anatomy of the normal human lung for exploring the cellular origin of lung disease and the cell development trajectory. METHODS: We used the Seurat R package for data quality control. The principal component...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7573224/ https://www.ncbi.nlm.nih.gov/pubmed/33133163 http://dx.doi.org/10.3389/fgene.2020.573429 |
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author | Huang, Yiwei Zheng, Yuansheng Yin, Jiacheng Lu, Tao Li, Ming Liang, Jiaqi Hu, Zhengyang Bi, Guoshu Zhan, Cheng Xue, Liang Jiang, Wei Wang, Qun |
author_facet | Huang, Yiwei Zheng, Yuansheng Yin, Jiacheng Lu, Tao Li, Ming Liang, Jiaqi Hu, Zhengyang Bi, Guoshu Zhan, Cheng Xue, Liang Jiang, Wei Wang, Qun |
author_sort | Huang, Yiwei |
collection | PubMed |
description | BACKGROUND: Some lung diseases are cell type-specific. It is essential to study the cellular anatomy of the normal human lung for exploring the cellular origin of lung disease and the cell development trajectory. METHODS: We used the Seurat R package for data quality control. The principal component analysis (PCA) was used for linear dimensionality reduction. UMAP and tSNE were used for dimensionality reduction. Muonocle2 was used to extract lung epithelial cells to analyze the subtypes of epithelial cells further and to study the development of these cell subtypes. RESULTS: We showed a total of 20154 high quality of cells from human normal lung tissue. They were initially divided into 17 clusters cells and then identified as seven types of cells, namely macrophages, monocytes, CD8 + T cells, epithelial cells, endothelial cells, adipocytes, and NK cells. 4240 epithelial cells were extracted for further analysis and they were divided into seven clusters. The seven cell clusters include alveolar cell, alveolar endothelial progenitor, ciliated cell, secretory cell, ionocyte cell, and a group of cells that are not clear at present. We show the development track of these subtypes of epithelial cells, in which we speculate that alveolar epithelial progenitor (AEP) is a kind of progenitor cells that can develop into alveolar cells, and find six essential genes that determine the cell fate, including AGER, RPL10, RPL9, RPS18, RPS27, and SFTPB. CONCLUSION: We provide a transcription map of human lung cells, especially the in-depth study on the development of epithelial cell subtypes, which will help us to study lung cell biology and lung diseases. |
format | Online Article Text |
id | pubmed-7573224 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-75732242020-10-30 Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq Huang, Yiwei Zheng, Yuansheng Yin, Jiacheng Lu, Tao Li, Ming Liang, Jiaqi Hu, Zhengyang Bi, Guoshu Zhan, Cheng Xue, Liang Jiang, Wei Wang, Qun Front Genet Genetics BACKGROUND: Some lung diseases are cell type-specific. It is essential to study the cellular anatomy of the normal human lung for exploring the cellular origin of lung disease and the cell development trajectory. METHODS: We used the Seurat R package for data quality control. The principal component analysis (PCA) was used for linear dimensionality reduction. UMAP and tSNE were used for dimensionality reduction. Muonocle2 was used to extract lung epithelial cells to analyze the subtypes of epithelial cells further and to study the development of these cell subtypes. RESULTS: We showed a total of 20154 high quality of cells from human normal lung tissue. They were initially divided into 17 clusters cells and then identified as seven types of cells, namely macrophages, monocytes, CD8 + T cells, epithelial cells, endothelial cells, adipocytes, and NK cells. 4240 epithelial cells were extracted for further analysis and they were divided into seven clusters. The seven cell clusters include alveolar cell, alveolar endothelial progenitor, ciliated cell, secretory cell, ionocyte cell, and a group of cells that are not clear at present. We show the development track of these subtypes of epithelial cells, in which we speculate that alveolar epithelial progenitor (AEP) is a kind of progenitor cells that can develop into alveolar cells, and find six essential genes that determine the cell fate, including AGER, RPL10, RPL9, RPS18, RPS27, and SFTPB. CONCLUSION: We provide a transcription map of human lung cells, especially the in-depth study on the development of epithelial cell subtypes, which will help us to study lung cell biology and lung diseases. Frontiers Media S.A. 2020-10-06 /pmc/articles/PMC7573224/ /pubmed/33133163 http://dx.doi.org/10.3389/fgene.2020.573429 Text en Copyright © 2020 Huang, Zheng, Yin, Lu, Li, Liang, Hu, Bi, Zhan, Xue, Jiang and Wang. http://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 | Genetics Huang, Yiwei Zheng, Yuansheng Yin, Jiacheng Lu, Tao Li, Ming Liang, Jiaqi Hu, Zhengyang Bi, Guoshu Zhan, Cheng Xue, Liang Jiang, Wei Wang, Qun Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title | Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title_full | Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title_fullStr | Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title_full_unstemmed | Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title_short | Reconstructing the Developmental Trajectories of Multiple Subtypes in Pulmonary Parenchymal Epithelial Cells by Single-Cell RNA-seq |
title_sort | reconstructing the developmental trajectories of multiple subtypes in pulmonary parenchymal epithelial cells by single-cell rna-seq |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7573224/ https://www.ncbi.nlm.nih.gov/pubmed/33133163 http://dx.doi.org/10.3389/fgene.2020.573429 |
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