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Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models
Nonalcoholic fatty liver (NAFL) is a precursor of nonalcoholic steatohepatitis (NASH), a condition that may progress to cirrhosis and hepatocellular carcinoma. Markers for diagnosis of NASH are still lacking. We have investigated lipid markers using mouse models that developed NAFL when fed with hig...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4980672/ https://www.ncbi.nlm.nih.gov/pubmed/27510159 http://dx.doi.org/10.1038/srep31587 |
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author | Chiappini, Franck Desterke, Christophe Bertrand-Michel, Justine Guettier, Catherine Le Naour, François |
author_facet | Chiappini, Franck Desterke, Christophe Bertrand-Michel, Justine Guettier, Catherine Le Naour, François |
author_sort | Chiappini, Franck |
collection | PubMed |
description | Nonalcoholic fatty liver (NAFL) is a precursor of nonalcoholic steatohepatitis (NASH), a condition that may progress to cirrhosis and hepatocellular carcinoma. Markers for diagnosis of NASH are still lacking. We have investigated lipid markers using mouse models that developed NAFL when fed with high fat diet (HFD) or NASH when fed using methionine choline deficient diet (MCDD). We have performed a comprehensive lipidomic analysis on liver tissues as well as on sera from mice fed HFD (n = 5), MCDD (n = 5) or normal diet as controls (n = 10). Machine learning approach based on prediction analysis of microarrays followed by random forests allowed identifying 21 lipids out of 149 in the liver and 14 lipids out of 155 in the serum discriminating mice fed MCDD from HFD or controls. In conclusion, the global approach implemented allowed characterizing lipid signatures specific to NASH in both liver and serum from animal models. This opens new avenue for investigating early and non-invasive lipid markers for diagnosis of NASH in human. |
format | Online Article Text |
id | pubmed-4980672 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-49806722016-08-19 Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models Chiappini, Franck Desterke, Christophe Bertrand-Michel, Justine Guettier, Catherine Le Naour, François Sci Rep Article Nonalcoholic fatty liver (NAFL) is a precursor of nonalcoholic steatohepatitis (NASH), a condition that may progress to cirrhosis and hepatocellular carcinoma. Markers for diagnosis of NASH are still lacking. We have investigated lipid markers using mouse models that developed NAFL when fed with high fat diet (HFD) or NASH when fed using methionine choline deficient diet (MCDD). We have performed a comprehensive lipidomic analysis on liver tissues as well as on sera from mice fed HFD (n = 5), MCDD (n = 5) or normal diet as controls (n = 10). Machine learning approach based on prediction analysis of microarrays followed by random forests allowed identifying 21 lipids out of 149 in the liver and 14 lipids out of 155 in the serum discriminating mice fed MCDD from HFD or controls. In conclusion, the global approach implemented allowed characterizing lipid signatures specific to NASH in both liver and serum from animal models. This opens new avenue for investigating early and non-invasive lipid markers for diagnosis of NASH in human. Nature Publishing Group 2016-08-11 /pmc/articles/PMC4980672/ /pubmed/27510159 http://dx.doi.org/10.1038/srep31587 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Chiappini, Franck Desterke, Christophe Bertrand-Michel, Justine Guettier, Catherine Le Naour, François Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title | Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title_full | Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title_fullStr | Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title_full_unstemmed | Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title_short | Hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
title_sort | hepatic and serum lipid signatures specific to nonalcoholic steatohepatitis in murine models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4980672/ https://www.ncbi.nlm.nih.gov/pubmed/27510159 http://dx.doi.org/10.1038/srep31587 |
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