BMC Bioinformatics | |
Bioinformatics analysis of transcriptional regulation of circadian genes in rat liver | |
Tung T Nguyen2  John SA Mattick1  Qian Yang1  Mehmet A Orman1  Marianthi G Ierapetritou1  Francois Berthiaume3  Ioannis P Androulakis3  | |
[1] Chemical and Biochemical Engineering Department, Rutgers the State University of New Jersey, Piscataway, NJ 08854, USA | |
[2] BioMaPS Institute for Quantitative Biology, Rutgers the State University of New Jersey, Piscataway, NJ 08854, USA | |
[3] Biomedical Engineering Department, Rutgers the State University of New Jersey, Piscataway, NJ 08854, USA | |
关键词: Circadian regulation; Transcription factor; Promoter analysis; Consensus clustering; Gene expression; Microarray analysis; Circadian rhythm; | |
Others : 1087586 DOI : 10.1186/1471-2105-15-83 |
|
received in 2012-11-08, accepted in 2014-03-06, 发布年份 2014 | |
【 摘 要 】
Background
The 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.
Results
Using 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.
Conclusions
All 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.
【 授权许可】
2014 Nguyen et al.; licensee BioMed Central Ltd.
【 预 览 】
Files | Size | Format | View |
---|---|---|---|
20150117021753684.pdf | 1727KB | download | |
Figure 4. | 70KB | Image | download |
Figure 3. | 79KB | Image | download |
Figure 2. | 89KB | Image | download |
Figure 1. | 142KB | Image | download |
【 图 表 】
Figure 1.
Figure 2.
Figure 3.
Figure 4.
【 参考文献 】
- [1]Rana S, Mahmood S: Circadian rhythm and its role in malignancy. J Circadian Rhythms 2010, 8:3. BioMed Central Full Text
- [2]Koyanagi S, Ohdo S: Alteration of intrinsic biological rhythms during interferon treatment and its possible mechanism. Mol Pharmacol 2002, 62(6):1393-1399.
- [3]Vitalini MW, de Paula RM, Park WD, Bell-Pedersen D: The rhythms of life: circadian output pathways in Neurospora. J Biol Rhythms 2006, 21(6):432-444.
- [4]Lowry SF: The stressed host response to infection: the disruptive signals and rhythms of systemic inflammation. Surg Clin North Am 2009, 89(2):311-326. vii
- [5]Filipski E, Li XM, Levi F: Disruption of circadian coordination and malignant growth. Cancer Causes Control 2006, 17(4):509-514.
- [6]Mormont MC, Waterhouse J, Bleuzen P, Giacchetti S, Jami A, Bogdan A, Lellouch J, Misset JL, Touitou Y, Levi F: 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. Clin Cancer Res 2000, 6(8):3038-3045.
- [7]Lowrey PL, Takahashi JS: Mammalian circadian biology: elucidating genome-wide levels of temporal organization. Annu Rev Genomics Hum Genet 2004, 5:407-441.
- [8]Duffield GE, Best JD, Meurers BH, Bittner A, Loros JJ, Dunlap JC: Circadian programs of transcriptional activation, signaling, and protein turnover revealed by microarray analysis of mammalian cells. Curr Biol 2002, 12(7):551-557.
- [9]Oishi K, Miyazaki K, Kadota K, Kikuno R, Nagase T, Atsumi G, Ohkura N, Azama T, Mesaki M, Yukimasa S, Kobayashi H, Iitaka C, Umehara T, Horikoshi M, Kudo T, Shimizu Y, Yano M, Monden M, Machida K, Matsuda J, Horie S, Todo T, Ishida N: Genome-wide expression analysis of mouse liver reveals CLOCK-regulated circadian output genes. J Biol Chem 2003, 278(42):41519-41527.
- [10]Grechez-Cassiau A, Panda S, Lacoche S, Teboul M, Azmi S, Laudet V, Hogenesch JB, Taneja R, Delaunay F: The transcriptional repressor STRA13 regulates a subset of peripheral circadian outputs. J Biol Chem 2004, 279(2):1141-1150.
- [11]Yang E, Maguire T, Yarmush ML, Berthiaume F, Androulakis IP: Bioinformatics analysis of the early inflammatory response in a rat thermal injury model. BMC Bioinforma 2007, 8:10. BioMed Central Full Text
- [12]Akhtar RA, Reddy AB, Maywood ES, Clayton JD, King VM, Smith AG, Gant TW, Hastings MH, Kyriacou CP: Circadian cycling of the mouse liver transcriptome, as revealed by cDNA microarray, is driven by the suprachiasmatic nucleus. Curr Biol 2002, 12(7):540-550.
- [13]Panda S, Antoch MP, Miller BH, Su AI, Schook AB, Straume M, Schultz PG, Kay SA, Takahashi JS, Hogenesch JB: Coordinated transcription of key pathways in the mouse by the circadian clock. Cell 2002, 109(3):307-320.
- [14]Storch KF, Lipan O, Leykin I, Viswanathan N, Davis FC, Wong WH, Weitz CJ: Extensive and divergent circadian gene expression in liver and heart. Nature 2002, 417(6884):78-83.
- [15]Walker JR, Hogenesch JB: RNA profiling in circadian biology. Methods Enzymol 2005, 393:366-376.
- [16]Nguyen TT, Nowakowski RS, Androulakis IP: Unsupervised selection of highly coexpressed and noncoexpressed genes using a consensus clustering approach. OMICS 2009, 13(3):219-237.
- [17]Nguyen TT, Androulakis PI: Recent advances in the computational discovery of transcription factor binding sites. Algorithms 2009, 2(1):582-605.
- [18]Naef F: Circadian clocks go in vitro: purely post-translational oscillators in cyanobacteria. Mol Syst Biol 2005, 1:0019. 2005
- [19]Gao P, Yoo SH, Lee KJ, Rosensweig C, Takahashi JS, Chen BP, Green CB: Phosphorylation of the Cryptochrome 1C-terminal tail regulates circadian period length. J Biol Chem 2013, 288(49):35277-35286.
- [20]Li Y, Rosbash M: Accelerated degradation of perS protein provides insight into light-mediated phase shifting. J Biol Rhythms 2013, 28(3):171-182.
- [21]Wichert S, Fokianos K, Strimmer K: Identifying periodically expressed transcripts in microarray time series data. Bioinformatics 2004, 20(1):5-20.
- [22]Almon RR, Yang E, Lai W, Androulakis IP, DuBois DC, Jusko WJ: Circadian variations in rat liver gene expression: relationships to drug actions. J Pharmacol Exp Ther 2008, 326(3):700-716.
- [23]Hirao J, Niino N, Arakawa S, Shibata S, Mori K, Ando Y, Furukawa T, Sanbuissho A, Manabe S, Mori Y, Nishihara M: Circadian modulation of hepatic transcriptome in transgenic rats expressing human growth hormone. J Toxicol Sci 2010, 35(5):673-685.
- [24]Cermakian N, Sassone-Corsi P: Multilevel regulation of the circadian clock. Nat Rev Mol Cell Biol 2000, 1(1):59-67.
- [25]Guillaumond F, Grechez-Cassiau A, Subramaniam M, Brangolo S, Peteri-Brunback B, Staels B, Fievet C, Spelsberg TC, Delaunay F, Teboul M: Kruppel-like factor KLF10 is a link between the circadian clock and metabolism in liver. Mol Cell Biol 2010, 30(12):3059-3070.
- [26]Zambon AC, McDearmon EL, Salomonis N, Vranizan KM, Johansen KL, Adey D, Takahashi JS, Schambelan M, Conklin BR: Time- and exercise-dependent gene regulation in human skeletal muscle. Genome Biol 2003, 4(10):R61. BioMed Central Full Text
- [27]Keller M, Mazuch J, Abraham U, Eom GD, Herzog ED, Volk HD, Kramer A, Maier B: A circadian clock in macrophages controls inflammatory immune responses. Proc Natl Acad Sci U S A 2009, 106(50):21407-21412.
- [28]King DP, Takahashi JS: Molecular genetics of circadian rhythms in mammals. Annu Rev Neurosci 2000, 23:713-742.
- [29]Rodriguez-Caso C, Medina MA, Sole RV: Topology, tinkering and evolution of the human transcription factor network. Febs J 2005, 272(24):6423-6434.
- [30]Ghorbel MT, Coulson JM, Murphy D: Cross-talk between hypoxic and circadian pathways: cooperative roles for hypoxia-inducible factor 1alpha and CLOCK in transcriptional activation of the vasopressin gene. Mol Cell Neurosci 2003, 22(3):396-404.
- [31]Fessele S, Maier H, Zischek C, Nelson PJ, Werner T: Regulatory context is a crucial part of gene function. Trends Genet 2002, 18(2):60-63.
- [32]Harbison CT, Gordon DB, Lee TI, Rinaldi NJ, Macisaac KD, Danford TW, Hannett NM, Tagne JB, Reynolds DB, Yoo J, Jennings EG, Zeitlinger J, Pokholok DK, Kellis M, Rolfe PA, Takusagawa KT, Lander ES, Gifford DK, Fraenkel E, Young RA: Transcriptional regulatory code of a eukaryotic genome. Nature 2004, 431(7004):99-104.
- [33]Davidson AJ, Castanon-Cervantes O, Stephan FK: Daily oscillations in liver function: diurnal vs circadian rhythmicity. Liver Int 2004, 24(3):179-186.
- [34]Korencic A, Bordyugov G, Kosir R, Rozman D, Golicnik M, Herzel H: The interplay of cis-regulatory elements rules circadian rhythms in mouse liver. PLoS One 2012, 7(11):e46835.
- [35]Robinson JL, Foustock S, Chanez M, Bois-Joyeux B, Peret J: Circadian variation of liver metabolites and amino acids in rats adapted to a high protein, carbohydrate-free diet. J Nutr 1981, 111(10):1711-1720.
- [36]Guo JS, Chau JF, Cho CH, Koo MW: Partial sleep deprivation compromises gastric mucosal integrity in rats. Life Sci 2005, 77(2):220-229.
- [37]Bass J, Takahashi JS: Circadian integration of metabolism and energetics. Science 2010, 330(6009):1349-1354.
- [38]Holzheimer RG, Curley P, Saporoschetz IB, Doherty JM, Mannick JA, Rodrick ML: Circadian rhythm of cytokine secretion following thermal injury in mice: implications for burn and trauma research. Shock 2002, 17(6):527-529.
- [39]Nikaido SS, Johnson CH: Daily and circadian variation in survival from ultraviolet radiation in Chlamydomonas reinhardtii. Photochem Photobiol 2000, 71(6):758-765.
- [40]Ukai-Tadenuma M, Yamada RG, Xu H, Ripperger JA, Liu AC, Ueda HR: Delay in feedback repression by cryptochrome 1 is required for circadian clock function. Cell 2011, 144(2):268-281.
- [41]Doniger SW, Huh J, Fay JC: Identification of functional transcription factor binding sites using closely related Saccharomyces species. Genome Res 2005, 15(5):701-709.
- [42]Hardison RC: Conserved noncoding sequences are reliable guides to regulatory elements. Trends Genet 2000, 16(9):369-372.
- [43]Lapshina KV, Ekimova IV: Effects of sleep deprivation on measures of the febrile reaction and the recovery of somatovisceral functions and sleep in endotoxemia. Neurosci Behav Physiol 2010, 40(4):381-388.
- [44]Czaja MJ: Cell signaling in oxidative stress-induced liver injury. Semin Liver Dis 2007, 27(4):378-389.
- [45]Jaeschke H: Reactive oxygen and mechanisms of inflammatory liver injury: Present concepts. J Gastroenterol Hepatol 2011, 26(Suppl 1):173-179.
- [46]Cerra FB: Hypermetabolism, organ failure, and metabolic support. Surgery 1987, 101(1):1-14.
- [47]Arjona A, Sarkar D: Are circadian rhythms the code of hypothalamic-immune communication? insights from natural killer cells. Neurochem Res 2008, 33(4):708-718.
- [48]Choi J, Oh S, Lee D, Oh HJ, Park JY, Lee SB, Lim DS: Mst1-FoxO signaling protects Naive T lymphocytes from cellular oxidative stress in mice. PLoS One 2009, 4(11):e8011.
- [49]Mahabeleshwar GH, Kawanami D, Sharma N, Takami Y, Zhou G, Shi H, Nayak L, Jeyaraj D, Grealy R, White M: The myeloid transcription factor KLF2 regulates the host response to polymicrobial infection and endotoxic shock. Immunity 2011, 34(5):715-728.
- [50]Andrejko KM, Chen J, Deutschman CS: Intrahepatic STAT-3 activation and acute phase gene expression predict outcome after CLP sepsis in the rat. Am J Physiol Gastrointest Liver Physiol 1998, 275(6):G1423-G1429.
- [51]Lonze BE, Ginty DD: Function and Regulation of CREB Family Transcription Factors in the Nervous System. Neuron 2002, 35(4):605-623.
- [52]Rey G, Cesbron F, Rougemont J, Reinke H, Brunner M, Naef F: Genome-wide and phase-specific DNA-binding rhythms of BMAL1 control circadian output functions in mouse liver. PLoS Biol 2011, 9(2):e1000595.
- [53]Yan J, Wang H, Liu Y, Shao C: Analysis of gene regulatory networks in the mammalian circadian rhythm. PLoS Comput Biol 2008, 4(10):e1000193.
- [54]Yang X, Downes M, Yu RT, Bookout AL, He W, Straume M, Mangelsdorf DJ, Evans RM: Nuclear receptor expression links the circadian clock to metabolism. Cell 2006, 126(4):801-810.
- [55]Bugge A, Feng D, Everett LJ, Briggs ER, Mullican SE, Wang F, Jager J, Lazar MA: Rev-erbalpha and Rev-erbbeta coordinately protect the circadian clock and normal metabolic function. Genes Dev 2012, 26(7):657-667.
- [56]Ahuja HS, Szanto A, Nagy L, Davies PJ: The retinoid X receptor and its ligands: versatile regulators of metabolic function, cell differentiation and cell death. J Biol Regul Homeost Agents 2003, 17(1):29-45.
- [57]Kung T, Murphy KA, White LA: The aryl hydrocarbon receptor (AhR) pathway as a regulatory pathway for cell adhesion and matrix metabolism. Biochem Pharmacol 2009, 77(4):536-546.
- [58]Cavadini G, Petrzilka S, Kohler P, Jud C, Tobler I, Birchler T, Fontana A: TNF-alpha suppresses the expression of clock genes by interfering with E-box-mediated transcription. Proc Natl Acad Sci 2007, 104(31):12843-12848.
- [59]Giebultowicz JM: Molecular mechanism and cellular distribution of insect circadian clocks. Annu Rev Entomol 2000, 45(1):769-793.
- [60]Saper CB, Lu J, Chou TC, Gooley J: The hypothalamic integrator for circadian rhythms. Trends Neurosci 2005, 28(3):152-157.
- [61]Steiger JL, Russek SJ: GABAA receptors: building the bridge between subunit mRNAs, their promoters, and cognate transcription factors. Pharmacol Ther 2004, 101(3):259-281.
- [62]Balsalobre A, Brown SA, Marcacci L, Tronche F, Kellendonk C, Reichardt HM, Schütz G, Schibler U: Resetting of circadian time in peripheral tissues by glucocorticoid signaling. Science 2000, 289(5488):2344-2347.
- [63]Shioda S, Takenoya F, Yagi M, Wang L, Hori Y, Kageyama H: Neural networks of several novel neuropeptides involved in feeding regulation. Nutrition 2008, 24(9):848-853.
- [64]Impey S, Obrietan K, Wong ST, Poser S, Yano S, Wayman G, Deloulme JC, Chan G, Storm DR: Cross talk between ERK and PKA is required for Ca2+ stimulation of CREB-dependent transcription and ERK nuclear translocation. Neuron 1998, 21(4):869-883.
- [65]Ginty DD, Kornhauser JM, Thompson MA, Bading H, Mayo KE, Takahashi JS, Greenberg ME: Regulation of CREB phosphorylation in the suprachiasmatic nucleus by light and a circadian clock. Science 1993, 260(5105):238-241.
- [66]Wright KP, Gronfier C, Duffy JF, Czeisler CA: Intrinsic period and light intensity determine the phase relationship between melatonin and sleep in humans. J Biol Rhythm 2005, 20(2):168-177.
- [67]Buhr ED, Yoo S-H, Takahashi JS: Temperature as a universal resetting Cue for mammalian circadian oscillators. Science 2010, 330(6002):379-385.
- [68]Yang Q, Orman MA, Berthiaume F, Ierapetritou MG, Androulakis IP: Dynamics of short-term gene expression profiling in liver following thermal injury. J Surg Res 2012, 176(2):549-558.
- [69]Li C, Wong WH: Model-based analysis of oligonucleotide arrays: expression index computation and outlier detection. Proc Natl Acad Sci U S A 2001, 98(1):31-36.
- [70]Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JY, Zhang J: Bioconductor: open software development for computational biology and bioinformatics. Genome Biol 2004, 5(10):R80. BioMed Central Full Text
- [71]Storey JD: The positive false discovery rate: A Bayesian interpretation and the q-value. Ann Stat 2003, 31(6):2013-2035.
- [72]Tong W, Cao X, Harris S, Sun H, Fang H, Fuscoe J, Harris A, Hong H, Xie Q, Perkins R: ArrayTrack–supporting toxicogenomic research at the US Food and Drug Administration National Center for Toxicological Research. Environ Health Perspect 2003, 111(15):1819-1826.
- [73]Genomatix. http://www.genomatix.de webcite
- [74]Nguyen TT, Foteinou PT, Calvano SE, Lowry SF, Androulakis IP: Computational identification of transcriptional regulators in human endotoxemia. PLoS One 2011, 6(5):e18889.
- [75]Cartharius K, Frech K, Grote K, Klocke B, Haltmeier M, Klingenhoff A, Frisch M, Bayerlein M, Werner T: MatInspector and beyond: promoter analysis based on transcription factor binding sites. Bioinformatics 2005, 21(13):2933-2942.
- [76]Nguyen TT, Almon RR, Dubois DC, Jusko WJ, Androulakis IP: Comparative analysis of acute and chronic corticosteroid pharmacogenomic effects in rat liver: transcriptional dynamics and regulatory structures. BMC Bioinforma 2010, 11:515. BioMed Central Full Text
- [77]Morgenstern B: DIALIGN 2: improvement of the segment-to-segment approach to multiple sequence alignment. Bioinformatics 1999, 15(3):211-218.
- [78]Sukumaran S, Almon RR, DuBois DC, Jusko WJ: Circadian rhythms in gene expression: Relationship to physiology, disease, drug disposition and drug action. Adv Drug Deliv Rev 2010, 62(9–10):904-917.
- [79]Bozek K, Relogio A, Kielbasa SM, Heine M, Dame C, Kramer A, Herzel H: Regulation of clock-controlled genes in mammals. PLoS One 2009, 4(3):e4882.