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Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD
Non-alcoholic fatty liver disease (NAFLD) is the most common cause of liver disease worldwide. In adults with NAFLD, fibrosis can develop and progress to liver cirrhosis and liver failure. However, the underlying molecular mechanisms of fibrosis progression are not fully understood. Using total RNA-...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433177/ https://www.ncbi.nlm.nih.gov/pubmed/34508113 http://dx.doi.org/10.1038/s41598-021-96966-5 |
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author | Pantano, Lorena Agyapong, George Shen, Yang Zhuo, Zhu Fernandez-Albert, Francesc Rust, Werner Knebel, Dagmar Hill, Jon Boustany-Kari, Carine M. Doerner, Julia F. Rippmann, Jörg F. Chung, Raymond T. Ho Sui, Shannan J. Simon, Eric Corey, Kathleen E. |
author_facet | Pantano, Lorena Agyapong, George Shen, Yang Zhuo, Zhu Fernandez-Albert, Francesc Rust, Werner Knebel, Dagmar Hill, Jon Boustany-Kari, Carine M. Doerner, Julia F. Rippmann, Jörg F. Chung, Raymond T. Ho Sui, Shannan J. Simon, Eric Corey, Kathleen E. |
author_sort | Pantano, Lorena |
collection | PubMed |
description | Non-alcoholic fatty liver disease (NAFLD) is the most common cause of liver disease worldwide. In adults with NAFLD, fibrosis can develop and progress to liver cirrhosis and liver failure. However, the underlying molecular mechanisms of fibrosis progression are not fully understood. Using total RNA-Seq, we investigated the molecular mechanisms of NAFLD and fibrosis. We sequenced liver tissue from 143 adults across the full spectrum of fibrosis stage including those with stage 4 fibrosis (cirrhosis). We identified gene expression clusters that strongly correlate with fibrosis stage including four genes that have been found consistently across previously published transcriptomic studies on NASH i.e. COL1A2, EFEMP2, FBLN5 and THBS2. Using cell type deconvolution, we estimated the loss of hepatocytes versus gain of hepatic stellate cells, macrophages and cholangiocytes with advancing fibrosis stage. Hepatocyte-specific functional analysis indicated increase of pro-apoptotic pathways and markers of bipotent hepatocyte/cholangiocyte precursors. Regression modelling was used to derive predictors of fibrosis stage. This study elucidated molecular and cell composition changes associated with increasing fibrosis stage in NAFLD and defined informative gene signatures for the disease. |
format | Online Article Text |
id | pubmed-8433177 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84331772021-09-13 Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD Pantano, Lorena Agyapong, George Shen, Yang Zhuo, Zhu Fernandez-Albert, Francesc Rust, Werner Knebel, Dagmar Hill, Jon Boustany-Kari, Carine M. Doerner, Julia F. Rippmann, Jörg F. Chung, Raymond T. Ho Sui, Shannan J. Simon, Eric Corey, Kathleen E. Sci Rep Article Non-alcoholic fatty liver disease (NAFLD) is the most common cause of liver disease worldwide. In adults with NAFLD, fibrosis can develop and progress to liver cirrhosis and liver failure. However, the underlying molecular mechanisms of fibrosis progression are not fully understood. Using total RNA-Seq, we investigated the molecular mechanisms of NAFLD and fibrosis. We sequenced liver tissue from 143 adults across the full spectrum of fibrosis stage including those with stage 4 fibrosis (cirrhosis). We identified gene expression clusters that strongly correlate with fibrosis stage including four genes that have been found consistently across previously published transcriptomic studies on NASH i.e. COL1A2, EFEMP2, FBLN5 and THBS2. Using cell type deconvolution, we estimated the loss of hepatocytes versus gain of hepatic stellate cells, macrophages and cholangiocytes with advancing fibrosis stage. Hepatocyte-specific functional analysis indicated increase of pro-apoptotic pathways and markers of bipotent hepatocyte/cholangiocyte precursors. Regression modelling was used to derive predictors of fibrosis stage. This study elucidated molecular and cell composition changes associated with increasing fibrosis stage in NAFLD and defined informative gene signatures for the disease. Nature Publishing Group UK 2021-09-10 /pmc/articles/PMC8433177/ /pubmed/34508113 http://dx.doi.org/10.1038/s41598-021-96966-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Pantano, Lorena Agyapong, George Shen, Yang Zhuo, Zhu Fernandez-Albert, Francesc Rust, Werner Knebel, Dagmar Hill, Jon Boustany-Kari, Carine M. Doerner, Julia F. Rippmann, Jörg F. Chung, Raymond T. Ho Sui, Shannan J. Simon, Eric Corey, Kathleen E. Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title | Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title_full | Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title_fullStr | Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title_full_unstemmed | Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title_short | Molecular characterization and cell type composition deconvolution of fibrosis in NAFLD |
title_sort | molecular characterization and cell type composition deconvolution of fibrosis in nafld |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433177/ https://www.ncbi.nlm.nih.gov/pubmed/34508113 http://dx.doi.org/10.1038/s41598-021-96966-5 |
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