Cargando…
Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level
BACKGROUND: Mesangial cells play an important role in the glomerulus to provide mechanical support and maintaine efficient ultrafiltration of renal plasma. Loss of mesangial cells due to pathologic conditions may lead to impaired renal function. Mesenchymal stem cells (MSC) can differentiate into ma...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7339572/ https://www.ncbi.nlm.nih.gov/pubmed/32635896 http://dx.doi.org/10.1186/s12864-020-06868-5 |
_version_ | 1783554918989168640 |
---|---|
author | Wong, Chee-Yin Chang, Yao-Ming Tsai, Yu-Shuen Ng, Wailap Victor Cheong, Soon-Keng Chang, Ting-Yu Chung, I-Fang Lim, Yang-Mooi |
author_facet | Wong, Chee-Yin Chang, Yao-Ming Tsai, Yu-Shuen Ng, Wailap Victor Cheong, Soon-Keng Chang, Ting-Yu Chung, I-Fang Lim, Yang-Mooi |
author_sort | Wong, Chee-Yin |
collection | PubMed |
description | BACKGROUND: Mesangial cells play an important role in the glomerulus to provide mechanical support and maintaine efficient ultrafiltration of renal plasma. Loss of mesangial cells due to pathologic conditions may lead to impaired renal function. Mesenchymal stem cells (MSC) can differentiate into many cell types, including mesangial cells. However transcriptomic profiling during MSC differentiation into mesangial cells had not been studied yet. The aim of this study is to examine the pattern of transcriptomic changes during MSC differentiation into mesangial cells, to understand the involvement of transcription factor (TF) along the differentiation process, and finally to elucidate the relationship among TF-TF and TF-key gene or biomarkers during the differentiation of MSC into mesangial cells. RESULTS: Several ascending and descending monotonic key genes were identified by Monotonic Feature Selector. The identified descending monotonic key genes are related to stemness or regulation of cell cycle while ascending monotonic key genes are associated with the functions of mesangial cells. The TFs were arranged in a co-expression network in order of time by Time-Ordered Gene Co-expression Network (TO-GCN) analysis. TO-GCN analysis can classify the differentiation process into three stages: differentiation preparation, differentiation initiation and maturation. Furthermore, it can also explore TF-TF-key genes regulatory relationships in the muscle contraction process. CONCLUSIONS: A systematic analysis for transcriptomic profiling of MSC differentiation into mesangial cells has been established. Key genes or biomarkers, TFs and pathways involved in differentiation of MSC-mesangial cells have been identified and the related biological implications have been discussed. Finally, we further elucidated for the first time the three main stages of mesangial cell differentiation, and the regulatory relationships between TF-TF-key genes involved in the muscle contraction process. Through this study, we have increased fundamental understanding of the gene transcripts during the differentiation of MSC into mesangial cells. |
format | Online Article Text |
id | pubmed-7339572 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73395722020-07-09 Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level Wong, Chee-Yin Chang, Yao-Ming Tsai, Yu-Shuen Ng, Wailap Victor Cheong, Soon-Keng Chang, Ting-Yu Chung, I-Fang Lim, Yang-Mooi BMC Genomics Research Article BACKGROUND: Mesangial cells play an important role in the glomerulus to provide mechanical support and maintaine efficient ultrafiltration of renal plasma. Loss of mesangial cells due to pathologic conditions may lead to impaired renal function. Mesenchymal stem cells (MSC) can differentiate into many cell types, including mesangial cells. However transcriptomic profiling during MSC differentiation into mesangial cells had not been studied yet. The aim of this study is to examine the pattern of transcriptomic changes during MSC differentiation into mesangial cells, to understand the involvement of transcription factor (TF) along the differentiation process, and finally to elucidate the relationship among TF-TF and TF-key gene or biomarkers during the differentiation of MSC into mesangial cells. RESULTS: Several ascending and descending monotonic key genes were identified by Monotonic Feature Selector. The identified descending monotonic key genes are related to stemness or regulation of cell cycle while ascending monotonic key genes are associated with the functions of mesangial cells. The TFs were arranged in a co-expression network in order of time by Time-Ordered Gene Co-expression Network (TO-GCN) analysis. TO-GCN analysis can classify the differentiation process into three stages: differentiation preparation, differentiation initiation and maturation. Furthermore, it can also explore TF-TF-key genes regulatory relationships in the muscle contraction process. CONCLUSIONS: A systematic analysis for transcriptomic profiling of MSC differentiation into mesangial cells has been established. Key genes or biomarkers, TFs and pathways involved in differentiation of MSC-mesangial cells have been identified and the related biological implications have been discussed. Finally, we further elucidated for the first time the three main stages of mesangial cell differentiation, and the regulatory relationships between TF-TF-key genes involved in the muscle contraction process. Through this study, we have increased fundamental understanding of the gene transcripts during the differentiation of MSC into mesangial cells. BioMed Central 2020-07-07 /pmc/articles/PMC7339572/ /pubmed/32635896 http://dx.doi.org/10.1186/s12864-020-06868-5 Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Wong, Chee-Yin Chang, Yao-Ming Tsai, Yu-Shuen Ng, Wailap Victor Cheong, Soon-Keng Chang, Ting-Yu Chung, I-Fang Lim, Yang-Mooi Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title | Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title_full | Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title_fullStr | Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title_full_unstemmed | Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title_short | Decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
title_sort | decoding the differentiation of mesenchymal stem cells into mesangial cells at the transcriptomic level |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7339572/ https://www.ncbi.nlm.nih.gov/pubmed/32635896 http://dx.doi.org/10.1186/s12864-020-06868-5 |
work_keys_str_mv | AT wongcheeyin decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT changyaoming decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT tsaiyushuen decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT ngwailapvictor decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT cheongsoonkeng decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT changtingyu decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT chungifang decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel AT limyangmooi decodingthedifferentiationofmesenchymalstemcellsintomesangialcellsatthetranscriptomiclevel |