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Genome-scale metabolic model of the rat liver predicts effects of diet restriction
- Source :
- Scientific Reports, Scientific Reports, Vol 9, Iss 1, Pp 1-12 (2019)
- Publication Year :
- 2019
- Publisher :
- Nature Publishing Group UK, 2019.
-
Abstract
- Mapping network analysis in cells and tissues can provide insights into metabolic adaptations to changes in external environment, pathological conditions, and nutrient deprivation. Here, we reconstructed a genome-scale metabolic network of the rat liver that will allow for exploration of systems-level physiology. The resulting in silico model (iRatLiver) contains 1,882 reactions, 1,448 metabolites, and 994 metabolic genes. We then used this model to characterize the response of the liver’s energy metabolism to a controlled perturbation in diet. Transcriptomics data were collected from the livers of Sprague Dawley rats at 4 or 14 days of being subjected to 15%, 30%, or 60% diet restriction. These data were integrated with the iRatLiver model to generate condition-specific metabolic models, allowing us to explore network differences under each condition. We observed different pathway usage between early and late time points. Network analysis identified several highly connected “hub” genes (Pklr, Hadha, Tkt, Pgm1, Tpi1, and Eno3) that showed differing trends between early and late time points. Taken together, our results suggest that the liver’s response varied with short- and long-term diet restriction. More broadly, we anticipate that the iRatLiver model can be exploited further to study metabolic changes in the liver under other conditions such as drug treatment, infection, and disease.
- Subjects :
- 0301 basic medicine
Male
In silico
Genome scale
lcsh:Medicine
Metabolic network
Systems analysis
Computational biology
Biology
Article
Transcriptome
Rats, Sprague-Dawley
03 medical and health sciences
0302 clinical medicine
ENO3
PGM1
Biochemical reaction networks
Computational models
Animals
Metabolomics
Computer Simulation
lcsh:Science
Gene
Principal Component Analysis
Multidisciplinary
Biochemical networks
Gene Expression Profiling
lcsh:R
Diet
Rats
030104 developmental biology
Gene Expression Regulation
Liver
Rat liver
lcsh:Q
Data integration
Energy Metabolism
030217 neurology & neurosurgery
Metabolic Networks and Pathways
Subjects
Details
- Language :
- English
- ISSN :
- 20452322
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....da9fb4abfa4ee64220ffee90f0f3622d