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Genome-scale metabolic modelling of hepatocytes reveals serine deficiency in patients with non-alcoholic fatty liver disease.
- Source :
-
Nature communications [Nat Commun] 2014; Vol. 5, pp. 3083. - Publication Year :
- 2014
-
Abstract
- Several liver disorders result from perturbations in the metabolism of hepatocytes, and their underlying mechanisms can be outlined through the use of genome-scale metabolic models (GEMs). Here we reconstruct a consensus GEM for hepatocytes, which we call iHepatocytes2322, that extends previous models by including an extensive description of lipid metabolism. We build iHepatocytes2322 using Human Metabolic Reaction 2.0 database and proteomics data in Human Protein Atlas, which experimentally validates the incorporated reactions. The reconstruction process enables improved annotation of the proteomics data using the network centric view of iHepatocytes2322. We then use iHepatocytes2322 to analyse transcriptomics data obtained from patients with non-alcoholic fatty liver disease. We show that blood concentrations of chondroitin and heparan sulphates are suitable for diagnosing non-alcoholic steatohepatitis and for the staging of non-alcoholic fatty liver disease. Furthermore, we observe serine deficiency in patients with NASH and identify PSPH, SHMT1 and BCAT1 as potential therapeutic targets for the treatment of non-alcoholic steatohepatitis.
- Subjects :
- Adolescent
Adult
Aged
Biomarkers blood
Chondroitin blood
Databases, Genetic
Female
Glycine Hydroxymethyltransferase
Heparitin Sulfate blood
Hepatocytes pathology
Humans
Lipid Metabolism genetics
Male
Middle Aged
Non-alcoholic Fatty Liver Disease pathology
Phosphoserine
Transaminases
Transcriptome
Young Adult
Genome genetics
Hepatocytes metabolism
Models, Biological
Models, Genetic
Non-alcoholic Fatty Liver Disease genetics
Non-alcoholic Fatty Liver Disease metabolism
Serine deficiency
Subjects
Details
- Language :
- English
- ISSN :
- 2041-1723
- Volume :
- 5
- Database :
- MEDLINE
- Journal :
- Nature communications
- Publication Type :
- Academic Journal
- Accession number :
- 24419221
- Full Text :
- https://doi.org/10.1038/ncomms4083