ArticlePLoS computational biology2023
Metabolic modeling of sex-specific liver tissue suggests mechanism of differences in toxicological responses.
Article in PLoS computational biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
9 citing papers in PubMed, 8 citations in OpenAlex.
- Environmental formermSystems · 2026Article
- Sex Differences in Older Adults with Risky Alcohol Consumption: Medication Use, Comorbidities, and Hepatic Biomarkers.Nutrients · 2026Article
- Sex-Specific sRNA Signatures in Rat Liver Reveal Divergent Alterations Following Perinatal Exposure to Glyphosate and Its Mixture with 2,4-D and Dicamba.International journal of molecular sciences · 2026Article
- Metabolic network analysis of Crohn's disease reveals sex- and age-specific cellular phenotypes.Cell systems · 2025Article
- Acute toxicity evaluation of the ethanol extract from Minquartia Guianensis Aubl (Huacapú) leaves: hematological and histopathological analysis in an animal model.BMC complementary medicine and therapies · 2025Article
- Sexual dimorphism in zebrafish liver proteins and implications for hepatic regeneration and diseases.Scientific reports · 2025Article
- Article
- Sex-specific differences in toxicology: does the sex make the poison?Archives of toxicology · 2025Article
- Exploring Gender Differences in the Effects of Diet and Physical Activity on Metabolic Parameters.Nutrients · 2025Observational
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
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 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 several metabolic pathways exhibit sex differences including glycolysis, fatty acid metabolism, nucleotide metabolism, and xenobiotics metabolism. When TIDEs is used to compare expression differences in treated and untreated hepatocytes, we find several subsystems with differential expression overlap with the sex-altered pathways such as fatty acid metabolism, purine and pyrimidine metabolism, and xenobiotics metabolism. Finally, using sex-specific transcriptomic data, we create individual and averaged male and female liver models and find differences in the pentose phosphate pathway and other metabolic pathways. These results suggest potential sex differences in the contribution of the pentose phosphate pathway to oxidative stress, and we recommend further research into how these reactions respond to hepatotoxic pharmaceuticals.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.