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Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses
Male subjects in animal and human studies are disproportionately used for toxicological testing. This discrepancy is evidenced in clinical medicine where females are more likely than males to experience liver-related adverse events in response to xenobiotics. While previous work has shown gene expre...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9934589/ https://www.ncbi.nlm.nih.gov/pubmed/36798158 http://dx.doi.org/10.1101/2023.02.07.527430 |
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author | Moore, Connor J. Holstege, Christopher P. Papin, Jason A. |
author_facet | Moore, Connor J. Holstege, Christopher P. Papin, Jason A. |
author_sort | Moore, Connor J. |
collection | PubMed |
description | Male subjects in animal and human studies are disproportionately used for toxicological testing. This discrepancy is evidenced in clinical medicine where females are more likely than males to experience liver-related adverse events in response to xenobiotics. While previous work has shown gene expression differences between the sexes, there is a lack of systems-level approaches to understand the direct clinical impact effect of these differences. Here, we integrate gene expression data with metabolic network models to characterize the impact of transcriptional changes of metabolic genes in the context of sex differences and drug treatment. We used Tasks Inferred from Differential Expression (TIDEs), a reaction-centric approach to analyzing differences in gene expression, to discover that androgen, ether lipid, glucocorticoid, tryptophan, and xenobiotic metabolism have more activity in the male liver, and serotonin, melatonin, pentose, glucuronate, and vitamin A metabolism have more activity in the female liver. When TIDEs is used to compare expression differences in treated and untreated hepatocytes, we see little response in those sex-altered subsystems, and the largest differences are in subsystems related to lipid metabolism. Finally, using sex-specific transcriptomic data, we create individual and averaged male and female liver models and find differences in the import of bile acids and salts. This result suggests that the sexually dimorphic behavior of the liver may be caused by differences in enterohepatic recirculation, and we suggest an investigation into sex-specific microbiome composition as an avenue of further research. |
format | Online Article Text |
id | pubmed-9934589 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-99345892023-02-17 Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses Moore, Connor J. Holstege, Christopher P. Papin, Jason A. bioRxiv Article Male subjects in animal and human studies are disproportionately used for toxicological testing. This discrepancy is evidenced in clinical medicine where females are more likely than males to experience liver-related adverse events in response to xenobiotics. While previous work has shown gene expression differences between the sexes, there is a lack of systems-level approaches to understand the direct clinical impact effect of these differences. Here, we integrate gene expression data with metabolic network models to characterize the impact of transcriptional changes of metabolic genes in the context of sex differences and drug treatment. We used Tasks Inferred from Differential Expression (TIDEs), a reaction-centric approach to analyzing differences in gene expression, to discover that androgen, ether lipid, glucocorticoid, tryptophan, and xenobiotic metabolism have more activity in the male liver, and serotonin, melatonin, pentose, glucuronate, and vitamin A metabolism have more activity in the female liver. When TIDEs is used to compare expression differences in treated and untreated hepatocytes, we see little response in those sex-altered subsystems, and the largest differences are in subsystems related to lipid metabolism. Finally, using sex-specific transcriptomic data, we create individual and averaged male and female liver models and find differences in the import of bile acids and salts. This result suggests that the sexually dimorphic behavior of the liver may be caused by differences in enterohepatic recirculation, and we suggest an investigation into sex-specific microbiome composition as an avenue of further research. Cold Spring Harbor Laboratory 2023-02-07 /pmc/articles/PMC9934589/ /pubmed/36798158 http://dx.doi.org/10.1101/2023.02.07.527430 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Moore, Connor J. Holstege, Christopher P. Papin, Jason A. Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title | Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title_full | Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title_fullStr | Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title_full_unstemmed | Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title_short | Metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
title_sort | metabolic modeling of sex-specific tissue predicts mechanisms of differences in toxicological responses |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9934589/ https://www.ncbi.nlm.nih.gov/pubmed/36798158 http://dx.doi.org/10.1101/2023.02.07.527430 |
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