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Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney
Kidney development requires the coordinated growth and differentiation of multiple cells. Despite recent single cell profiles in nephrogenesis research, tools for data analysis are rapidly developing, and offer an opportunity to gain additional insight into kidney development. In this study, single-...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794461/ https://www.ncbi.nlm.nih.gov/pubmed/33420268 http://dx.doi.org/10.1038/s41598-020-80154-y |
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author | Matsui, Isao Matsumoto, Ayumi Inoue, Kazunori Katsuma, Yusuke Yasuda, Seiichi Shimada, Karin Sakaguchi, Yusuke Mizui, Masayuki Kaimori, Jun-ya Takabatake, Yoshitsugu Isaka, Yoshitaka |
author_facet | Matsui, Isao Matsumoto, Ayumi Inoue, Kazunori Katsuma, Yusuke Yasuda, Seiichi Shimada, Karin Sakaguchi, Yusuke Mizui, Masayuki Kaimori, Jun-ya Takabatake, Yoshitsugu Isaka, Yoshitaka |
author_sort | Matsui, Isao |
collection | PubMed |
description | Kidney development requires the coordinated growth and differentiation of multiple cells. Despite recent single cell profiles in nephrogenesis research, tools for data analysis are rapidly developing, and offer an opportunity to gain additional insight into kidney development. In this study, single-cell RNA sequencing data obtained from embryonic mouse kidney were re-analyzed. Manifold learning based on partition-based graph-abstraction coordinated cells, reflecting their expected lineage relationships. Consequently, the coordination in combination with ForceAtlas2 enabled the inference of parietal epithelial cells of Bowman’s capsule and the inference of cells involved in the developmental process from the S-shaped body to each nephron segment. RNA velocity suggested developmental sequences of proximal tubules and podocytes. In combination with a Markov chain algorithm, RNA velocity suggested the self-renewal processes of nephron progenitors. NicheNet analyses suggested that not only cells belonging to ureteric bud and stroma, but also endothelial cells, macrophages, and pericytes may contribute to the differentiation of cells from nephron progenitors. Organ culture of embryonic mouse kidney demonstrated that nerve growth factor, one of the nephrogenesis-related factors inferred by NicheNet, contributed to mitochondrial biogenesis in developing distal tubules. These approaches suggested previously unrecognized aspects of the underlying mechanisms for kidney development. |
format | Online Article Text |
id | pubmed-7794461 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-77944612021-01-12 Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney Matsui, Isao Matsumoto, Ayumi Inoue, Kazunori Katsuma, Yusuke Yasuda, Seiichi Shimada, Karin Sakaguchi, Yusuke Mizui, Masayuki Kaimori, Jun-ya Takabatake, Yoshitsugu Isaka, Yoshitaka Sci Rep Article Kidney development requires the coordinated growth and differentiation of multiple cells. Despite recent single cell profiles in nephrogenesis research, tools for data analysis are rapidly developing, and offer an opportunity to gain additional insight into kidney development. In this study, single-cell RNA sequencing data obtained from embryonic mouse kidney were re-analyzed. Manifold learning based on partition-based graph-abstraction coordinated cells, reflecting their expected lineage relationships. Consequently, the coordination in combination with ForceAtlas2 enabled the inference of parietal epithelial cells of Bowman’s capsule and the inference of cells involved in the developmental process from the S-shaped body to each nephron segment. RNA velocity suggested developmental sequences of proximal tubules and podocytes. In combination with a Markov chain algorithm, RNA velocity suggested the self-renewal processes of nephron progenitors. NicheNet analyses suggested that not only cells belonging to ureteric bud and stroma, but also endothelial cells, macrophages, and pericytes may contribute to the differentiation of cells from nephron progenitors. Organ culture of embryonic mouse kidney demonstrated that nerve growth factor, one of the nephrogenesis-related factors inferred by NicheNet, contributed to mitochondrial biogenesis in developing distal tubules. These approaches suggested previously unrecognized aspects of the underlying mechanisms for kidney development. Nature Publishing Group UK 2021-01-08 /pmc/articles/PMC7794461/ /pubmed/33420268 http://dx.doi.org/10.1038/s41598-020-80154-y Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Matsui, Isao Matsumoto, Ayumi Inoue, Kazunori Katsuma, Yusuke Yasuda, Seiichi Shimada, Karin Sakaguchi, Yusuke Mizui, Masayuki Kaimori, Jun-ya Takabatake, Yoshitsugu Isaka, Yoshitaka Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title | Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title_full | Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title_fullStr | Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title_full_unstemmed | Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title_short | Single cell RNA sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
title_sort | single cell rna sequencing uncovers cellular developmental sequences and novel potential intercellular communications in embryonic kidney |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794461/ https://www.ncbi.nlm.nih.gov/pubmed/33420268 http://dx.doi.org/10.1038/s41598-020-80154-y |
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