Fuzzy modeling reveals a dynamic self-sustaining network of the GLI transcription factors controlling important metabolic regulators in adult mouse hepatocytes.

The GLI transcription factors, GLI1, GLI2, and GLI3, transduce Hedgehog and non-hedgehog signals and are involved in regulating development and tumorgenesis. Surprisingly, they were recently found to modulate important functions of mature liver. However, less is known about their mutual interactions and possible target genes in mature hepatocytes. To get a deeper insight into these interactions cultured mouse hepatocytes were transfected with siRNAs against each GLI factor. RNA was extracted at different times and the expression levels of the genes of interest were determined by quantitative real-time PCR. The time-dependent data were analysed by a fuzzy logic-based modelling approach. The results indicated that the GLI factors constitute an interconnected network. GLI2 inhibited GLI1 expression and was coupled with GLI3 by a positive feedback loop. The regulatory activity between GLI1 and GLI3 was more complex switching between a positive and a negative feedback loop depending on whether the level of GLI2 is low or high, respectively. Generally, this network structure enables a dynamic behaviour. When GLI2 is low, it may keep GLI1 and GLI3 activity balanced favouring the appropriate modulation of transcription factors like the Ppars and Srebp1. When GLI2 is high, it may prevent an uncontrolled amplification that may lead to cancer. In conclusion, the three GLI factors in mature hepatocytes form an interactive transcriptional network that is involved in the control of target genes associated with metabolic zonation as well as with lipid and drug metabolism. Its structure in mature cells seems different from embryonic cells.

[1]  James C. Bezdek,et al.  Pattern Recognition with Fuzzy Objective Function Algorithms , 1981, Advanced Applications in Pattern Recognition.

[2]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[3]  I. Forgacs GASTROENTEROLOGY , 1988, The Lancet.

[4]  A. Mccarthy Development , 1996, Current Opinion in Neurobiology.

[5]  A. R. I. Altaba Combinatorial Gli Gene Function in Floor Plate and Neuronal Inductions by Sonic Hedgehog , 1998 .

[6]  Man Hon Wong,et al.  Mining fuzzy association rules in databases , 1998, SGMD.

[7]  Jeffrey C. Lagarias,et al.  Convergence Properties of the Nelder-Mead Simplex Method in Low Dimensions , 1998, SIAM J. Optim..

[8]  U. Rüther,et al.  Expression profile of Gli family members and Shh in normal and mutant mouse limb development , 1998, Developmental dynamics : an official publication of the American Association of Anatomists.

[9]  A. R. I. Altaba Gli proteins encode context-dependent positive and negative functions: implications for development and disease , 1999 .

[10]  M. Nakafuku,et al.  Regulation of Gli2 and Gli3 activities by an amino-terminal repression domain: implication of Gli2 and Gli3 as primary mediators of Shh signaling. , 1999, Development.

[11]  Philip A Beachy,et al.  Hedgehog-Regulated Processing of Gli3 Produces an Anterior/Posterior Repressor Gradient in the Developing Vertebrate Limb , 2000, Cell.

[12]  김삼묘,et al.  “Bioinformatics” 특집을 내면서 , 2000 .

[13]  A. Joyner,et al.  Gli1 can rescue the in vivo function of Gli2. , 2001, Development.

[14]  Russ B. Altman,et al.  Missing value estimation methods for DNA microarrays , 2001, Bioinform..

[15]  C. Hui,et al.  Gli2 and Gli3 have redundant and context-dependent function in skeletal muscle formation , 2005, Development.

[16]  J. Sicklick,et al.  Role for Hedgehog signaling in hepatic stellate cell activation and viability , 2005, Laboratory Investigation.

[17]  Renee McKay,et al.  Hedgehog signaling plays a conserved role in inhibiting fat formation. , 2006, Cell metabolism.

[18]  A. Joyner,et al.  Sonic hedgehog Signaling Regulates Gli2 Transcriptional Activity by Suppressing Its Processing and Degradation , 2006, Molecular and Cellular Biology.

[19]  Wei Zhang,et al.  Cdo functions at multiple points in the Sonic Hedgehog pathway, and Cdo-deficient mice accurately model human holoprosencephaly. , 2006, Developmental cell.

[20]  L. Rubbia‐Brandt,et al.  Accumulation of hedgehog-responsive progenitors parallels alcoholic liver disease severity in mice and humans. , 2008, Gastroenterology.

[21]  Chi-Chung Hui,et al.  Hedgehog signaling in development and cancer. , 2008, Developmental cell.

[22]  Barbara Stecca,et al.  Context-dependent regulation of the GLI code in cancer by HEDGEHOG and non-HEDGEHOG signals. , 2010, Journal of molecular cell biology.

[23]  Karin Aumayr,et al.  Drosophila Genome-wide Obesity Screen Reveals Hedgehog as a Determinant of Brown versus White Adipose Cell Fate , 2010, Cell.

[24]  G. Porto,et al.  World J Gastroenterol , 2010 .

[25]  E. Boykin,et al.  Using heterogeneous data sources in a systems biology approach to modeling the Sonic Hedgehog signaling pathway. , 2010, Molecular bioSystems.

[26]  R. Gebhardt,et al.  Organ patterning in the adult stage: The role of Wnt/β‐catenin signaling in liver zonation and beyond , 2009, Developmental dynamics : an official publication of the American Association of Anatomists.

[27]  M. Scott,et al.  Learning from Jekyll to control Hyde: Hedgehog signaling in development and cancer. , 2010, Trends in molecular medicine.

[28]  Xiaohui Xie,et al.  MotifMap: integrative genome-wide maps of regulatory motif sites for model species , 2011, BMC Bioinformatics.

[29]  S. Angers,et al.  Gli proteins in development and disease. , 2011, Annual review of cell and developmental biology.

[30]  D. Robbins,et al.  The Hedgehog Signal Transduction Network , 2012, Science Signaling.

[31]  R. Gebhardt,et al.  Hedgehog signalling pathway in adult liver: a major new player in hepatocyte metabolism and zonation? , 2013, Medical hypotheses.

[32]  J. Briscoe,et al.  The mechanisms of Hedgehog signalling and its roles in development and disease , 2013, Nature Reviews Molecular Cell Biology.

[33]  A. Fullaondo,et al.  E2F2 and CREB cooperatively regulate transcriptional activity of cell cycle genes , 2013, Nucleic acids research.

[34]  W. Schmidt-Heck,et al.  Hepatic Hedgehog signaling contributes to the regulation of IGF1 and IGFBP1 serum levels , 2014, Cell Communication and Signaling.

[35]  R. Gebhardt,et al.  Liver zonation: Novel aspects of its regulation and its impact on homeostasis. , 2014, World journal of gastroenterology.

[36]  H. Esterbauer,et al.  Canonical and non-canonical Hedgehog signalling and the control of metabolism. , 2014, Seminars in cell & developmental biology.

[37]  A. Ruiz i Altaba,et al.  Context-dependent signal integration by the GLI code: The oncogenic load, pathways, modifiers and implications for cancer therapy , 2014, Seminars in cell & developmental biology.