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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...

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Autores principales: Huang, Yiwei, Zheng, Yuansheng, Yin, Jiacheng, Lu, Tao, Li, Ming, Liang, Jiaqi, Hu, Zhengyang, Bi, Guoshu, Zhan, Cheng, Xue, Liang, Jiang, Wei, Wang, Qun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
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.
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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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