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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Main Authors: Patric Schyman, Richard L. Printz, Shanea K. Estes, Tracy P. O’Brien, Masakazu Shiota, Anders Wallqvist
Format: Article
Language:English
Published: MDPI AG 2020-06-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/21/11/4017
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spelling doaj-6aeccd49c7bd4ec8a36caf330bd324a02020-11-25T03:11:28ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672020-06-01214017401710.3390/ijms21114017Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression DataPatric Schyman0Richard L. Printz1Shanea K. Estes2Tracy P. O’Brien3Masakazu Shiota4Anders Wallqvist5DoD Biotechnology High Performance Computing Software Applications Institute, Telemedicine and Advanced Technology Research Center, U.S. Army Medical Research and Development Command, Fort Detrick, MD 21702, USADepartment of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37232, USADepartment of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37232, USADepartment of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37232, USADepartment of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37232, USADoD Biotechnology High Performance Computing Software Applications Institute, Telemedicine and Advanced Technology Research Center, U.S. Army Medical Research and Development Command, Fort Detrick, MD 21702, USAThe 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.https://www.mdpi.com/1422-0067/21/11/4017predictive toxicologyRNA-seqthioacetamidetoxicogenomicsfibrosisin vitro–in vivo correlations
collection DOAJ
language English
format Article
sources DOAJ
author Patric Schyman
Richard L. Printz
Shanea K. Estes
Tracy P. O’Brien
Masakazu Shiota
Anders Wallqvist
spellingShingle Patric Schyman
Richard L. Printz
Shanea K. Estes
Tracy P. O’Brien
Masakazu Shiota
Anders Wallqvist
Concordance between Thioacetamide-Induced Liver Injury in Rat and Human In Vitro Gene Expression Data
International Journal of Molecular Sciences
predictive toxicology
RNA-seq
thioacetamide
toxicogenomics
fibrosis
in vitro–in vivo correlations
author_facet Patric Schyman
Richard L. Printz
Shanea K. Estes
Tracy P. O’Brien
Masakazu Shiota
Anders Wallqvist
author_sort Patric Schyman
title 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_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_sort concordance between thioacetamide-induced liver injury in rat and human in vitro gene expression data
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2020-06-01
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.
topic predictive toxicology
RNA-seq
thioacetamide
toxicogenomics
fibrosis
in vitro–in vivo correlations
url https://www.mdpi.com/1422-0067/21/11/4017
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