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Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice
Mouse models are frequently used to study chronic liver diseases (CLDs). To assess their translational relevance, we quantified the similarity of commonly used mouse models to human CLDs based on transcriptome data. Gene‐expression data from 372 patients were compared with data from acute and chroni...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8710791/ https://www.ncbi.nlm.nih.gov/pubmed/34558834 http://dx.doi.org/10.1002/hep4.1797 |
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author | Holland, Christian H. Ramirez Flores, Ricardo O. Myllys, Maiju Hassan, Reham Edlund, Karolina Hofmann, Ute Marchan, Rosemarie Cadenas, Cristina Reinders, Jörg Hoehme, Stefan Seddek, Abdel‐latif Dooley, Steven Keitel, Verena Godoy, Patricio Begher‐Tibbe, Brigitte Trautwein, Christian Rupp, Christian Mueller, Sebastian Longerich, Thomas Hengstler, Jan G. Saez‐Rodriguez, Julio Ghallab, Ahmed |
author_facet | Holland, Christian H. Ramirez Flores, Ricardo O. Myllys, Maiju Hassan, Reham Edlund, Karolina Hofmann, Ute Marchan, Rosemarie Cadenas, Cristina Reinders, Jörg Hoehme, Stefan Seddek, Abdel‐latif Dooley, Steven Keitel, Verena Godoy, Patricio Begher‐Tibbe, Brigitte Trautwein, Christian Rupp, Christian Mueller, Sebastian Longerich, Thomas Hengstler, Jan G. Saez‐Rodriguez, Julio Ghallab, Ahmed |
author_sort | Holland, Christian H. |
collection | PubMed |
description | Mouse models are frequently used to study chronic liver diseases (CLDs). To assess their translational relevance, we quantified the similarity of commonly used mouse models to human CLDs based on transcriptome data. Gene‐expression data from 372 patients were compared with data from acute and chronic mouse models consisting of 227 mice, and additionally to nine published gene sets of chronic mouse models. Genes consistently altered in humans and mice were mapped to liver cell types based on single‐cell RNA‐sequencing data and validated by immunostaining. Considering the top differentially expressed genes, the similarity between humans and mice varied among the mouse models and depended on the period of damage induction. The highest recall (0.4) and precision (0.33) were observed for the model with 12‐months damage induction by CCl(4) and by a Western diet, respectively. Genes consistently up‐regulated between the chronic CCl(4) model and human CLDs were enriched in inflammatory and developmental processes, and mostly mapped to cholangiocytes, macrophages, and endothelial and mesenchymal cells. Down‐regulated genes were enriched in metabolic processes and mapped to hepatocytes. Immunostaining confirmed the regulation of selected genes and their cell type specificity. Genes that were up‐regulated in both acute and chronic models showed higher recall and precision with respect to human CLDs than exclusively acute or chronic genes. Conclusion: Similarly regulated genes in human and mouse CLDs were identified. Despite major interspecies differences, mouse models detected 40% of the genes significantly altered in human CLD. The translational relevance of individual genes can be assessed at https://saezlab.shinyapps.io/liverdiseaseatlas/. |
format | Online Article Text |
id | pubmed-8710791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87107912021-12-27 Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice Holland, Christian H. Ramirez Flores, Ricardo O. Myllys, Maiju Hassan, Reham Edlund, Karolina Hofmann, Ute Marchan, Rosemarie Cadenas, Cristina Reinders, Jörg Hoehme, Stefan Seddek, Abdel‐latif Dooley, Steven Keitel, Verena Godoy, Patricio Begher‐Tibbe, Brigitte Trautwein, Christian Rupp, Christian Mueller, Sebastian Longerich, Thomas Hengstler, Jan G. Saez‐Rodriguez, Julio Ghallab, Ahmed Hepatol Commun Original Articles Mouse models are frequently used to study chronic liver diseases (CLDs). To assess their translational relevance, we quantified the similarity of commonly used mouse models to human CLDs based on transcriptome data. Gene‐expression data from 372 patients were compared with data from acute and chronic mouse models consisting of 227 mice, and additionally to nine published gene sets of chronic mouse models. Genes consistently altered in humans and mice were mapped to liver cell types based on single‐cell RNA‐sequencing data and validated by immunostaining. Considering the top differentially expressed genes, the similarity between humans and mice varied among the mouse models and depended on the period of damage induction. The highest recall (0.4) and precision (0.33) were observed for the model with 12‐months damage induction by CCl(4) and by a Western diet, respectively. Genes consistently up‐regulated between the chronic CCl(4) model and human CLDs were enriched in inflammatory and developmental processes, and mostly mapped to cholangiocytes, macrophages, and endothelial and mesenchymal cells. Down‐regulated genes were enriched in metabolic processes and mapped to hepatocytes. Immunostaining confirmed the regulation of selected genes and their cell type specificity. Genes that were up‐regulated in both acute and chronic models showed higher recall and precision with respect to human CLDs than exclusively acute or chronic genes. Conclusion: Similarly regulated genes in human and mouse CLDs were identified. Despite major interspecies differences, mouse models detected 40% of the genes significantly altered in human CLD. The translational relevance of individual genes can be assessed at https://saezlab.shinyapps.io/liverdiseaseatlas/. John Wiley and Sons Inc. 2021-08-28 /pmc/articles/PMC8710791/ /pubmed/34558834 http://dx.doi.org/10.1002/hep4.1797 Text en © 2021 The Authors. Hepatology Communications published by Wiley Periodicals LLC on behalf of American Association for the Study of Liver Diseases https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Holland, Christian H. Ramirez Flores, Ricardo O. Myllys, Maiju Hassan, Reham Edlund, Karolina Hofmann, Ute Marchan, Rosemarie Cadenas, Cristina Reinders, Jörg Hoehme, Stefan Seddek, Abdel‐latif Dooley, Steven Keitel, Verena Godoy, Patricio Begher‐Tibbe, Brigitte Trautwein, Christian Rupp, Christian Mueller, Sebastian Longerich, Thomas Hengstler, Jan G. Saez‐Rodriguez, Julio Ghallab, Ahmed Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title | Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title_full | Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title_fullStr | Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title_full_unstemmed | Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title_short | Transcriptomic Cross‐Species Analysis of Chronic Liver Disease Reveals Consistent Regulation Between Humans and Mice |
title_sort | transcriptomic cross‐species analysis of chronic liver disease reveals consistent regulation between humans and mice |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8710791/ https://www.ncbi.nlm.nih.gov/pubmed/34558834 http://dx.doi.org/10.1002/hep4.1797 |
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