Bioinformatics analysis of transcriptional regulation of circadian genes in rat liver

BackgroundThe circadian clock is a critical regulator of biological functions controlling behavioral, physiological and biochemical processes. Because the liver is the primary regulator of metabolites within the mammalian body and the disruption of circadian rhythms in liver is associated with severe illness, circadian regulators would play a strong role in maintaining liver function. However, the regulatory structure that governs circadian dynamics within the liver at a transcriptional level remains unknown. To explore this aspect, we analyzed hepatic transcriptional dynamics in Sprague-Dawley rats over a period of 24 hours to assess the genome-wide responses.ResultsUsing an unsupervised consensus clustering method, we identified four major gene expression clusters, corresponding to central carbon and nitrogen metabolism, membrane integrity, immune function, and DNA repair, all of which have dynamics which suggest regulation in a circadian manner. With the assumption that transcription factors (TFs) that are differentially expressed and contain CLOCK:BMAL1 binding sites on their proximal promoters are likely to be clock-controlled TFs, we were able to use promoter analysis to putatively identify additional clock-controlled TFs besides PARF and RORA families. These TFs are both functionally and temporally related to the clusters they regulate. Furthermore, we also identified significant sets of clock TFs that are potentially transcriptional regulators of gene clusters.ConclusionsAll together, we were able to propose a regulatory structure for circadian regulation which represents alternative paths for circadian control of different functions within the liver. Our prediction has been affirmed by functional and temporal analyses which are able to extend for similar studies.

[1]  B. H. Miller,et al.  Coordinated Transcription of Key Pathways in the Mouse by the Circadian Clock , 2002, Cell.

[2]  K. Kadota,et al.  Genome-wide Expression Analysis of Mouse Liver Reveals CLOCK-regulated Circadian Output Genes* , 2003, Journal of Biological Chemistry.

[3]  D. Bell-Pedersen,et al.  The Rhythms of Life: Circadian Output Pathways in Neurospora , 2006, Journal of biological rhythms.

[4]  J. Giebultowicz,et al.  Molecular mechanism and cellular distribution of insect circadian clocks. , 2000, Annual review of entomology.

[5]  R. Akhtar,et al.  Circadian Cycling of the Mouse Liver Transcriptome, as Revealed by cDNA Microarray, Is Driven by the Suprachiasmatic Nucleus , 2002, Current Biology.

[6]  L Nagy,et al.  The retinoid X receptor and its ligands: versatile regulators of metabolic function, cell differentiation and cell death. , 2003, Journal of biological regulators and homeostatic agents.

[7]  C. Cho,et al.  Partial sleep deprivation compromises gastric mucosal integrity in rats. , 2005, Life sciences.

[8]  Ross McManus,et al.  The myeloid transcription factor KLF2 regulates the host response to polymicrobial infection and endotoxic shock. , 2011, Immunity.

[9]  Adriano Fontana,et al.  TNF-α suppresses the expression of clock genes by interfering with E-box-mediated transcription , 2007, Proceedings of the National Academy of Sciences.

[10]  Paolo Sassone-Corsi,et al.  Multilevel regulation of the circadian clock , 2000, Nature Reviews Molecular Cell Biology.

[11]  BMC Bioinformatics , 2005 .

[12]  R. Hardison Conserved noncoding sequences are reliable guides to regulatory elements. , 2000, Trends in genetics : TIG.

[13]  Jun Lu,et al.  The hypothalamic integrator for circadian rhythms , 2005, Trends in Neurosciences.

[14]  Ricard V Solé,et al.  Topology, tinkering and evolution of the human transcription factor network , 2005, The FEBS journal.

[15]  M E Greenberg,et al.  Regulation of CREB phosphorylation in the suprachiasmatic nucleus by light and a circadian clock. , 1993, Science.

[16]  Satchidananda Panda,et al.  The Transcriptional Repressor STRA13 Regulates a Subset of Peripheral Circadian Outputs* , 2004, Journal of Biological Chemistry.

[17]  Paul Curley,et al.  Circadian Rhythm of Cytokine Secretion Following Thermal Injury in Mice: Implications for Burn and Trauma Research , 2002, Shock.

[18]  Ioannis P. Androulakis,et al.  Recent Advances in the Computational Discovery of Transcription Factor Binding Sites , 2009, Algorithms.

[19]  Franck Delaunay,et al.  Krüppel-Like Factor KLF10 Is a Link between the Circadian Clock and Metabolism in Liver , 2010, Molecular and Cellular Biology.

[20]  Erik D. Herzog,et al.  A circadian clock in macrophages controls inflammatory immune responses , 2009, Proceedings of the National Academy of Sciences.

[21]  Thomas Werner,et al.  MatInspector and beyond: promoter analysis based on transcription factor binding sites , 2005, Bioinform..

[22]  K. V. Lapshina,et al.  Effects of Sleep Deprivation on Measures of the Febrile Reaction and the Recovery of Somatovisceral Functions and Sleep in Endotoxemia , 2010, Neuroscience and Behavioral Physiology.

[23]  J. Takahashi,et al.  Mammalian circadian biology: elucidating genome-wide levels of temporal organization. , 2004, Annual review of genomics and human genetics.

[24]  Ioannis P. Androulakis,et al.  Computational Identification of Transcriptional Regulators in Human Endotoxemia , 2011, PloS one.

[25]  Francis Lévi,et al.  Disruption of Circadian Coordination and Malignant Growth , 2006, Cancer Causes & Control.

[26]  Eric Yang,et al.  Circadian Variations in Rat Liver Gene Expression: Relationships to Drug Actions , 2008, Journal of Pharmacology and Experimental Therapeutics.

[27]  Logan J Everett,et al.  Rev-erbα and Rev-erbβ coordinately protect the circadian clock and normal metabolic function. , 2012, Genes & development.

[28]  S. Shioda,et al.  Neural networks of several novel neuropeptides involved in feeding regulation. , 2008, Nutrition.

[29]  T. Werner,et al.  Regulatory context is a crucial part of gene function. , 2002, Trends in genetics : TIG.

[30]  Alec J Davidson,et al.  Daily oscillations in liver function: diurnal vs circadian rhythmicity , 2004, Liver international : official journal of the International Association for the Study of the Liver.

[31]  Joseph S. Takahashi,et al.  Temperature as a Universal Resetting Cue for Mammalian Circadian Oscillators , 2010, Science.

[32]  Joseph S. Takahashi,et al.  Phosphorylation of the Cryptochrome 1 C-terminal Tail Regulates Circadian Period Length* , 2013, The Journal of Biological Chemistry.

[33]  Cerra Fb,et al.  Hypermetabolism, organ failure, and metabolic support. , 1987 .

[34]  Weimin He,et al.  Nuclear Receptor Expression Links the Circadian Clock to Metabolism , 2006, Cell.

[35]  F. Cerra,et al.  Hypermetabolism, organ failure, and metabolic support. , 1987, Surgery.

[36]  Scott T. Wong,et al.  Cross Talk between ERK and PKA Is Required for Ca2+ Stimulation of CREB-Dependent Transcription and ERK Nuclear Translocation , 1998, Neuron.

[37]  J. Hogenesch,et al.  RNA profiling in circadian biology. , 2005, Methods in enzymology.

[38]  J. L. Robinson,et al.  Circadian variation of liver metabolites and amino acids in rats adapted to a high protein, carbohydrate-free diet. , 1981, The Journal of nutrition.

[39]  Felix Naef,et al.  Circadian clocks go in vitro : purely post-translational oscillators in cyanobacteria , 2005 .

[40]  Kai-Florian Storch,et al.  Extensive and divergent circadian gene expression in liver and heart , 2002, Nature.

[41]  Satoru Koyanagi,et al.  Alteration of intrinsic biological rhythms during interferon treatment and its possible mechanism. , 2002, Molecular pharmacology.

[42]  R. Rosenfeld Nature , 2009, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[43]  C. Johnson,et al.  Daily and Circadian Variation in Survival From Ultraviolet Radiation in Chlamydomonas reinhardtii , 2000, Photochemistry and photobiology.

[44]  Weida Tong,et al.  ArrayTrack--supporting toxicogenomic research at the U.S. Food and Drug Administration National Center for Toxicological Research. , 2003, Environmental health perspectives.

[45]  D. P. King,et al.  Molecular genetics of circadian rhythms in mammals. , 2000, Annual review of neuroscience.

[46]  C. Li,et al.  Model-based analysis of oligonucleotide arrays: expression index computation and outlier detection. , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[47]  Tiffany Kung,et al.  The aryl hydrocarbon receptor (AhR) pathway as a regulatory pathway for cell adhesion and matrix metabolism. , 2009, Biochemical pharmacology.

[48]  Francois Berthiaume,et al.  Dynamics of Short-term Gene Expression Profiling in Liver following Thermal Injury , 2011 .

[49]  Felix Naef,et al.  Genome-Wide and Phase-Specific DNA-Binding Rhythms of BMAL1 Control Circadian Output Functions in Mouse Liver , 2011, PLoS biology.

[50]  Adriano Fontana,et al.  TNF-alpha suppresses the expression of clock genes by interfering with E-box-mediated transcription. , 2007, Proceedings of the National Academy of Sciences of the United States of America.

[51]  C. Deutschman,et al.  Intrahepatic STAT-3 activation and acute phase gene expression predict outcome after CLP sepsis in the rat. , 1998, American journal of physiology. Gastrointestinal and liver physiology.

[52]  M. Rosbash,et al.  Accelerated Degradation of perS Protein Provides Insight into Light-Mediated Phase Shifting , 2013, Journal of biological rhythms.

[53]  Dongjun Lee,et al.  Mst1-FoxO Signaling Protects Naïve T Lymphocytes from Cellular Oxidative Stress in Mice , 2009, PloS one.

[54]  Ioannis P. Androulakis,et al.  Bioinformatics analysis of the early inflammatory response in a rat thermal injury model , 2007, BMC Bioinformatics.

[55]  Nicola J. Rinaldi,et al.  Transcriptional regulatory code of a eukaryotic genome , 2004, Nature.

[56]  S. Russek,et al.  GABAA receptors: building the bridge between subunit mRNAs, their promoters, and cognate transcription factors. , 2004, Pharmacology & therapeutics.

[57]  Nathan Salomonis,et al.  Time- and exercise-dependent gene regulation in human skeletal muscle , 2003, Genome Biology.

[58]  Burkhard Morgenstern,et al.  DIALIGN2: Improvement of the segment to segment approach to multiple sequence alignment , 1999, German Conference on Bioinformatics.

[59]  Dipak K. Sarkar,et al.  Are Circadian Rhythms the Code of Hypothalamic-Immune Communication? Insights from Natural Killer Cells , 2008, Neurochemical Research.

[60]  Hartmut Jaeschke,et al.  Reactive oxygen and mechanisms of inflammatory liver injury: Present concepts , 2011, Journal of gastroenterology and hepatology.

[61]  Ioannis P Androulakis,et al.  Unsupervised selection of highly coexpressed and noncoexpressed genes using a consensus clustering approach. , 2009, Omics : a journal of integrative biology.

[62]  김성문,et al.  [해외 대학 연구센터 소개] Rutgers, The State University of New Jersey , 2012 .

[63]  M. Czaja,et al.  Cell signaling in oxidative stress-induced liver injury. , 2007, Seminars in liver disease.

[64]  Sobia Rana,et al.  Circadian rhythm and its role in malignancy , 2010, Journal of circadian rhythms.

[65]  J. Fay,et al.  Identification of functional transcription factor binding sites using closely related Saccharomyces species. , 2005, Genome research.

[66]  Joseph S. Takahashi,et al.  Circadian Integration of Metabolism and Energetics , 2010, Science.

[67]  S. Lowry,et al.  The stressed host response to infection: the disruptive signals and rhythms of systemic inflammation. , 2009, The Surgical clinics of North America.

[68]  Rikuhiro G. Yamada,et al.  Delay in Feedback Repression by Cryptochrome 1 Is Required for Circadian Clock Function , 2011, Cell.

[69]  Jennifer J. Loros,et al.  Circadian Programs of Transcriptional Activation, Signaling, and Protein Turnover Revealed by Microarray Analysis of Mammalian Cells , 2002, Current Biology.

[70]  Korbinian Strimmer,et al.  Identifying periodically expressed transcripts in microarray time series data , 2008, Bioinform..

[71]  David Murphy,et al.  Cross-talk between hypoxic and circadian pathways: cooperative roles for hypoxia-inducible factor 1α and CLOCK in transcriptional activation of the vasopressin gene , 2003, Molecular and Cellular Neuroscience.

[72]  Yuting Liu,et al.  Analysis of Gene Regulatory Networks in the Mammalian Circadian Rhythm , 2008, PLoS Comput. Biol..

[73]  Jean YH Yang,et al.  Bioconductor: open software development for computational biology and bioinformatics , 2004, Genome Biology.

[74]  J Lellouch,et al.  Marked 24-h rest/activity rhythms are associated with better quality of life, better response, and longer survival in patients with metastatic colorectal cancer and good performance status. , 2000, Clinical cancer research : an official journal of the American Association for Cancer Research.

[75]  L. Wilkinson Immunity , 1891, The Lancet.

[76]  Steven A. Brown,et al.  Resetting of circadian time in peripheral tissues by glucocorticoid signaling. , 2000, Science.

[77]  Debra C DuBois,et al.  Circadian rhythms in gene expression: Relationship to physiology, disease, drug disposition and drug action. , 2010, Advanced drug delivery reviews.

[78]  Szymon M. Kielbasa,et al.  Regulation of Clock-Controlled Genes in Mammals , 2009, PloS one.

[79]  Tadashi Furukawa,et al.  Circadian modulation of hepatic transcriptome in transgenic rats expressing human growth hormone. , 2010, The Journal of toxicological sciences.

[80]  D. Ginty,et al.  Function and Regulation of CREB Family Transcription Factors in the Nervous System , 2002, Neuron.

[81]  John D. Storey The positive false discovery rate: a Bayesian interpretation and the q-value , 2003 .

[82]  Ioannis P. Androulakis,et al.  Comparative analysis of acute and chronic corticosteroid pharmacogenomic effects in rat liver: Transcriptional dynamics and regulatory structures , 2010, BMC Bioinformatics.

[83]  Claude Gronfier,et al.  Intrinsic Period and Light Intensity Determine the Phase Relationship between Melatonin and Sleep in Humans , 2005, Journal of biological rhythms.

[84]  Hanspeter Herzel,et al.  The Interplay of cis-Regulatory Elements Rules Circadian Rhythms in Mouse Liver , 2012, PloS one.