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Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data

The immense resources required and the ethical concerns for animal-based toxicological studies have driven the development of in vitro and in silico approaches. Recently, we validated our approach in which the expression of a set of genes is uniquely associated with an organ-injury phenotype (injury...

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Autores principales: Schyman, Patric, Printz, Richard L., Estes, Shanea K., O’Brien, Tracy P., Shiota, Masakazu, Wallqvist, Anders
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7312807/
https://www.ncbi.nlm.nih.gov/pubmed/32512829
http://dx.doi.org/10.3390/ijms21114017
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author Schyman, Patric
Printz, Richard L.
Estes, Shanea K.
O’Brien, Tracy P.
Shiota, Masakazu
Wallqvist, Anders
author_facet Schyman, Patric
Printz, Richard L.
Estes, Shanea K.
O’Brien, Tracy P.
Shiota, Masakazu
Wallqvist, Anders
author_sort Schyman, Patric
collection PubMed
description The immense resources required and the ethical concerns for animal-based toxicological studies have driven the development of in vitro and in silico approaches. Recently, we validated our approach in which the expression of a set of genes is uniquely associated with an organ-injury phenotype (injury module), by using thioacetamide, a known liver toxicant. Here, we sought to explore whether RNA-seq data obtained from human cells (in vitro) treated with thioacetamide-S-oxide (a toxic intermediate metabolite) would correlate across species with the injury responses found in rat cells (in vitro) after exposure to this metabolite as well as in rats exposed to thioacetamide (in vivo). We treated two human cell types with thioacetamide-S-oxide (primary hepatocytes with 0 (vehicle), 0.125 (low dose), or 0.25 (high dose) mM, and renal tubular epithelial cells with 0 (vehicle), 0.25 (low dose), or 1.00 (high dose) mM) and collected RNA-seq data 9 or 24 h after treatment. We found that the liver-injury modules significantly altered in human hepatocytes 24 h after high-dose treatment involved cellular infiltration and bile duct proliferation, which are linked to fibrosis. For high-dose treatments, our modular approach predicted the rat in vivo and in vitro results from human in vitro RNA-seq data with Pearson correlation coefficients of 0.60 and 0.63, respectively, which was not observed for individual genes or KEGG pathways.
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spelling pubmed-73128072020-06-26 Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data Schyman, Patric Printz, Richard L. Estes, Shanea K. O’Brien, Tracy P. Shiota, Masakazu Wallqvist, Anders Int J Mol Sci Article The immense resources required and the ethical concerns for animal-based toxicological studies have driven the development of in vitro and in silico approaches. Recently, we validated our approach in which the expression of a set of genes is uniquely associated with an organ-injury phenotype (injury module), by using thioacetamide, a known liver toxicant. Here, we sought to explore whether RNA-seq data obtained from human cells (in vitro) treated with thioacetamide-S-oxide (a toxic intermediate metabolite) would correlate across species with the injury responses found in rat cells (in vitro) after exposure to this metabolite as well as in rats exposed to thioacetamide (in vivo). We treated two human cell types with thioacetamide-S-oxide (primary hepatocytes with 0 (vehicle), 0.125 (low dose), or 0.25 (high dose) mM, and renal tubular epithelial cells with 0 (vehicle), 0.25 (low dose), or 1.00 (high dose) mM) and collected RNA-seq data 9 or 24 h after treatment. We found that the liver-injury modules significantly altered in human hepatocytes 24 h after high-dose treatment involved cellular infiltration and bile duct proliferation, which are linked to fibrosis. For high-dose treatments, our modular approach predicted the rat in vivo and in vitro results from human in vitro RNA-seq data with Pearson correlation coefficients of 0.60 and 0.63, respectively, which was not observed for individual genes or KEGG pathways. MDPI 2020-06-04 /pmc/articles/PMC7312807/ /pubmed/32512829 http://dx.doi.org/10.3390/ijms21114017 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Schyman, Patric
Printz, Richard L.
Estes, Shanea K.
O’Brien, Tracy P.
Shiota, Masakazu
Wallqvist, Anders
Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title_full Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title_fullStr Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title_full_unstemmed Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title_short Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
title_sort concordance between thioacetamide-induced liver injury in rat and human in vitro gene expression data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7312807/
https://www.ncbi.nlm.nih.gov/pubmed/32512829
http://dx.doi.org/10.3390/ijms21114017
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