This article is part of the Research Topic Multifactorial disease: network disease

Original Research ARTICLE

Front. Physiol., 03 September 2012 | doi: 10.3389/fphys.2012.00339

A systems biology approach to deciphering the etiology of steatosis employing patient-derived dermal fibroblasts and iPS cells

Justyna Jozefczuk1, Karl Kashofer2, Ramesh Ummanni3†, Frauke Henjes3, Samrina Rehman4, Suzanne Geenen4, Wasco Wruck5, Christian Regenbrecht5, Andriani Daskalaki1, Christoph Wierling1, Paola Turano6, Ivano Bertini6‡, Ulrike Korf3, Kurt Zatloukal2, Hans V. Westerhoff4,7,8,9, Hans Lehrach1,10 and James Adjaye1,11*
  • 1 Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Berlin, Germany
  • 2 Institute of Pathology, Medical University of Graz, Graz, Austria
  • 3 Division of Molecular Genome Analysis, German Cancer Research Center, Heidelberg, Germany
  • 4 Manchester Centre for Integrative Systems Biology, Manchester Interdisciplinary Biocentre, University of Manchester, Manchester, UK
  • 5 Cancer Stem Cell Group, Institute for Pathology and Comprehensive Cancer Center, Charité – Universitätsmedizin, Berlin, Germany
  • 6 Magnetic Resonance Center, University of Florence, Florence, Italy
  • 7 Department of Molecular Cell Biology, Netherlands Institute for Systems Biology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
  • 8 Doctoral Training Centre ISBML, The Manchester Centre for Integrative Systems Biology, Manchester Interdisciplinary Biocentre, University of Manchester, Manchester, UK
  • 9 Synthetic Systems Biology, Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, Netherlands
  • 10 Dahlem Centre for Genome Research and Medical Systems Biology, Berlin, Germany
  • 11 Medical Faculty, Institute for Stem Cell Research and Regenerative Medicine, Heinrich Heine University, Düsseldorf, Germany

Non-alcoholic fatty liver disease comprises a broad spectrum of disease states ranging from simple steatosis to non-alcoholic steatohepatitis. As a result of increases in the prevalences of obesity, insulin resistance, and hyperlipidemia, the number of people with hepatic steatosis continues to increase. Differences in susceptibility to steatohepatitis and its progression to cirrhosis have been attributed to a complex interplay of genetic and external factors all addressing the intracellular network. Increase in sugar or refined carbohydrate consumption results in an increase of insulin and insulin resistance that can lead to the accumulation of fat in the liver. Here we demonstrate how a multidisciplinary approach encompassing cellular reprogramming, transcriptomics, proteomics, metabolomics, modeling, network reconstruction, and data management can be employed to unveil the mechanisms underlying the progression of steatosis. Proteomics revealed reduced AKT/mTOR signaling in fibroblasts derived from steatosis patients and further establishes that the insulin-resistant phenotype is present not only in insulin-metabolizing central organs, e.g., the liver, but is also manifested in skin fibroblasts. Transcriptome data enabled the generation of a regulatory network based on the transcription factor SREBF1, linked to a metabolic network of glycerolipid, and fatty acid biosynthesis including the downstream transcriptional targets of SREBF1 which include LIPIN1 (LPIN) and low density lipoprotein receptor. Glutathione metabolism was among the pathways enriched in steatosis patients in comparison to healthy controls. By using a model of the glutathione pathway we predict a significant increase in the flux through glutathione synthesis as both gamma-glutamylcysteine synthetase and glutathione synthetase have an increased flux. We anticipate that a larger cohort of patients and matched controls will confirm our preliminary findings presented here.

Keywords: NAFLD, induced pluripotent stem cells, sterol biosynthesis, glutathione metabolism, lipid metabolism, AKT/mTOR signaling, systems biology, modeling

Citation: Jozefczuk J, Kashofer K, Ummanni R, Henjes F, Rehman S, Geenen S, Wruck W, Regenbrecht C, Daskalaki A, Wierling C, Turano P, Bertini I, Korf U, Zatloukal K, Westerhoff HV, Lehrach H and Adjaye J (2012) A systems biology approach to deciphering the etiology of steatosis employing patient-derived dermal fibroblasts and iPS cells. Front. Physio. 3:339. doi: 10.3389/fphys.2012.00339

Received: 15 March 2012; Accepted: 03 August 2012;
Published online: 03 September 2012.

Edited by:

Matteo Barberis, Humboldt University Berlin, Germany; Max Planck, Institute for Molecular Genetics, Germany

Reviewed by:

Ioannis Xenarios, Swiss Institute of Bioinformatics, Switzerland
Gunnar Cedersund, Linköping University, Sweden

Copyright: © 2012 Jozefczuk, Kashofer, Ummanni, Henjes, Rehman, Geenen, Wruck, Regenbrecht, Daskalaki, Wierling, Turano, Bertini, Korf, Zatloukal, Westerhoff, Lehrach and Adjaye. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.

*Correspondence: James Adjaye, Department of Vertebrate Genomics, Max Planck Institute for Molecular Genetics, Ihnestrasse 63, 14195 Berlin, Germany. e-mail: adjaye@molgen.mpg.de

Present address: Ramesh Ummanni, Centre for Chemical Biology, Indian Institute of Chemical Technology, Hyderabad, India.

Deceased July 7, 2012.

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