Defining the robust behaviour of the plant clock gene circuit with absolute RNA timeseries and open infrastructure

Our understanding of the complex, transcriptional feedback loops in the circadian clock mechanism has depended upon quantitative, timeseries data from disparate sources. We measure clock gene RNA profiles in Arabidopsis thaliana seedlings, grown with or without exogenous sucrose, or in soil-grown plants and in wild-type and mutant backgrounds. The RNA profiles were strikingly robust across the experimental conditions, so current mathematical models are likely to be broadly applicable in leaf tissue. In addition to providing reference data, unexpected behaviours included co-expression of PRR9 and ELF4, and regulation of PRR5 by GI. Absolute RNA quantification revealed low levels of PRR9 transcripts (peak approx. 50 copies cell−1) compared with other clock genes, and threefold higher levels of LHY RNA (more than 1500 copies cell−1) than of its close relative CCA1. The data are disseminated from BioDare, an online repository for focused timeseries data, which is expected to benefit mechanistic modelling. One data subset successfully constrained clock gene expression in a complex model, using publicly available software on parallel computers, without expert tuning or programming. We outline the empirical and mathematical justification for data aggregation in understanding highly interconnected, dynamic networks such as the clock, and the observed design constraints on the resources required to make this approach widely accessible.

[1]  Fiona C. Robertson,et al.  The circadian oscillator gene GIGANTEA mediates a long-term response of the Arabidopsis thaliana circadian clock to sucrose , 2011, Proceedings of the National Academy of Sciences.

[2]  Connor W. McEntee,et al.  The DIURNAL project: DIURNAL and circadian expression profiling, model-based pattern matching, and promoter analysis. , 2007, Cold Spring Harbor symposia on quantitative biology.

[3]  Christopher P Austin,et al.  Prepublication data sharing , 2009, Nature.

[4]  Steve A. Kay,et al.  The ELF4-ELF3-LUX Complex Links the Circadian Clock to Diurnal Control of Hypocotyl Growth , 2011, Nature.

[5]  Andrew J. Millar,et al.  Strengths and Limitations of Period Estimation Methods for Circadian Data , 2014, PloS one.

[6]  Takeshi Mizuno,et al.  Data assimilation constrains new connections and components in a complex, eukaryotic circadian clock model , 2010, Molecular Systems Biology.

[7]  Sarala M. Wimalaratne,et al.  The Systems Biology Graphical Notation , 2009, Nature Biotechnology.

[8]  Barnett,et al.  Supplementary References , 2022 .

[9]  D. E. Somers,et al.  Cloning of the Arabidopsis clock gene TOC1, an autoregulatory response regulator homolog. , 2000, Science.

[10]  Young Hun Song,et al.  Linked circadian outputs control elongation growth and flowering in response to photoperiod and temperature , 2015, Molecular systems biology.

[11]  Andrew J. Millar,et al.  The ELF4 gene controls circadian rhythms and flowering time in Arabidopsis thaliana , 2002, Nature.

[12]  B. Usadel,et al.  Temporal responses of transcripts, enzyme activities and metabolites after adding sucrose to carbon-deprived Arabidopsis seedlings. , 2007, The Plant journal : for cell and molecular biology.

[13]  A. Uhlmann,et al.  Supplementary Figures , 2010 .

[14]  Pierre Baldi,et al.  CircadiOmics: integrating circadian genomics, transcriptomics, proteomics and metabolomics , 2012, Nature Methods.

[15]  Paul E. Brown,et al.  Quantitative analysis of regulatory flexibility under changing environmental conditions , 2010, Molecular systems biology.

[16]  Andrew J. Millar,et al.  Prediction of Photoperiodic Regulators from Quantitative Gene Circuit Models , 2009, Cell.

[17]  Ashverya Laxmi,et al.  Global Transcription Profiling Reveals Multiple Sugar Signal Transduction Mechanisms in Arabidopsis , 2004, The Plant Cell Online.

[18]  Anthony Hall,et al.  Plant Circadian Clocks Increase Photosynthesis, Growth, Survival, and Competitive Advantage , 2005, Science.

[19]  H. Nam,et al.  How do phytochromes transmit the light quality information to the circadian clock in Arabidopsis? , 2014, Molecular plant.

[20]  Yves Gibon,et al.  Global Transcript Levels Respond to Small Changes of the Carbon Status during Progressive Exhaustion of Carbohydrates in Arabidopsis Rosettes1[W][OA] , 2008, Plant Physiology.

[21]  S. Kay,et al.  Time zones: a comparative genetics of circadian clocks , 2001, Nature Reviews Genetics.

[22]  Steven Penfield,et al.  Network balance via CRY signalling controls the Arabidopsis circadian clock over ambient temperatures , 2013, Molecular systems biology.

[23]  Sabina Leonelli,et al.  Making open data work for plant scientists , 2013, Journal of experimental botany.

[24]  D. R. Wagner,et al.  EARLY FLOWERING3 Encodes a Novel Protein That Regulates Circadian Clock Function and Flowering in Arabidopsis , 2001, The Plant Cell Online.

[25]  D. Rand,et al.  Uncovering the design principles of circadian clocks: mathematical analysis of flexibility and evolutionary goals. , 2006, Journal of theoretical biology.

[26]  J. Verdeil,et al.  High-contrast three-dimensional imaging of the Arabidopsis leaf enables the analysis of cell dimensions in the epidermis and mesophyll , 2010, Plant Methods.

[27]  T. Imaizumi,et al.  Circadian clock-regulated physiological outputs: dynamic responses in nature. , 2013, Seminars in cell & developmental biology.

[28]  D A Rand,et al.  Mapping global sensitivity of cellular network dynamics: sensitivity heat maps and a global summation law , 2008, Journal of The Royal Society Interface.

[29]  T. Le Bihan,et al.  Circadian Clock Parameter Measurement: Characterization of Clock Transcription Factors Using Surface Plasmon Resonance , 2011, Journal of biological rhythms.

[30]  Southern Mm Mutants in the Arabidopsis circadian clock : genetic approaches to explore circadian mechanisms in the model higher plant. , 2005 .

[31]  H. McWatters,et al.  Timing in plants – A rhythmic arrangement , 2011, FEBS letters.

[32]  R. Green,et al.  CIRCADIAN CLOCK ASSOCIATED 1 Transcript Stability and the Entrainment of the Circadian Clock in Arabidopsis 1 [ W ] [ OA ] , 2007 .

[33]  Takamasa Suzuki,et al.  Transcriptional repressor PRR5 directly regulates clock-output pathways , 2012, Proceedings of the National Academy of Sciences.

[34]  M S Turner,et al.  Modelling genetic networks with noisy and varied experimental data: the circadian clock in Arabidopsis thaliana. , 2005, Journal of theoretical biology.

[35]  Martha L. Bulyk,et al.  LUX ARRHYTHMO Encodes a Nighttime Repressor of Circadian Gene Expression in the Arabidopsis Core Clock , 2011, Current Biology.

[36]  Andrew J. Millar,et al.  Modelling the widespread effects of TOC1 signalling on the plant circadian clock and its outputs , 2013, BMC Systems Biology.

[37]  Andrew I. Su,et al.  A Genome-wide RNAi Screen for Modifiers of the Circadian Clock in Human Cells , 2009, Cell.

[38]  M. Grzegorczyk,et al.  Statistical inference of regulatory networks for circadian regulation , 2014, Statistical applications in genetics and molecular biology.

[39]  T. Mizuno,et al.  PSEUDO-RESPONSE REGULATORS 9, 7, and 5 Are Transcriptional Repressors in the Arabidopsis Circadian Clock[W][OA] , 2010, Plant Cell.

[40]  Karine David,et al.  ZEITLUPE is a circadian photoreceptor stabilized by GIGANTEA in blue light. , 2007, Nature.

[41]  Susan E. Cohen,et al.  Faculty Opinions recommendation of Photosynthetic entrainment of the Arabidopsis thaliana circadian clock. , 2013 .

[42]  C Robertson McClung,et al.  PSEUDO-RESPONSE REGULATOR 7 and 9 Are Partially Redundant Genes Essential for the Temperature Responsiveness of the Arabidopsis Circadian Clock , 2005, The Plant Cell Online.

[43]  Christopher R. Myers,et al.  Universally Sloppy Parameter Sensitivities in Systems Biology Models , 2007, PLoS Comput. Biol..

[44]  B. Usadel,et al.  Ribosome and transcript copy numbers, polysome occupancy and enzyme dynamics in Arabidopsis , 2009, Molecular systems biology.

[45]  R. Amasino,et al.  Natural allelic variation identifies new genes in the Arabidopsis circadian system. , 1999, The Plant journal : for cell and molecular biology.

[46]  B. S. Manjunath,et al.  The iPlant Collaborative: Cyberinfrastructure for Plant Biology , 2011, Front. Plant Sci..

[47]  Ramón Doallo,et al.  CircadiOmics: integrating circadian genomics, transcriptomics, proteomics and metabolomics , 2012, Nature Methods.

[48]  Carl Troein,et al.  Rethinking Transcriptional Activation in the Arabidopsis Circadian Clock , 2014, PLoS Comput. Biol..

[49]  Andrew J Millar,et al.  Non-transcriptional oscillators in circadian timekeeping. , 2012, Trends in biochemical sciences.

[50]  Megan M. Force,et al.  Encouraging data citation and discovery with the Data Citation Index , 2014, Journal of Computer-Aided Molecular Design.

[51]  Chris F. Taylor,et al.  Pedro: a configurable data entry tool for XML , 2004, Bioinform..

[52]  S. Golden,et al.  Resonating circadian clocks enhance fitness in cyanobacteria. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[53]  Mirela Domijan,et al.  Using constraints and their value for optimization of large ODE systems , 2015, Journal of The Royal Society Interface.

[54]  klaguia Prepublication Data Sharing , 2009 .

[55]  Laura E. Dixon,et al.  Light and circadian regulation of clock components aids flexible responses to environmental signals , 2014, The New phytologist.

[56]  C. R. McClung,et al.  Enhanced Fitness Conferred by Naturally Occurring Variation in the Circadian Clock , 2003, Science.

[57]  Paul E. Brown,et al.  Analysis of Phase of LUCIFERASE Expression Reveals Novel Circadian Quantitative Trait Loci in Arabidopsis1[W] , 2006, Plant Physiology.

[58]  S. Davis,et al.  Mathematical modeling of an oscillating gene circuit to unravel the circadian clock network of Arabidopsis thaliana , 2013, Front. Plant Sci..

[59]  Katja Baerenfaller,et al.  Taking the Next Step: Building an Arabidopsis Information Portal[OA] , 2012, Plant Cell.

[60]  G. Coupland,et al.  GIGANTEA: a circadian clock‐controlled gene that regulates photoperiodic flowering in Arabidopsis and encodes a protein with several possible membrane‐spanning domains , 1999, The EMBO journal.

[61]  S. Golden,et al.  How a cyanobacterium tells time. , 2008, Current opinion in microbiology.

[62]  Carl Troein,et al.  Multiple light inputs to a simple clock circuit allow complex biological rhythms , 2011, The Plant journal : for cell and molecular biology.

[63]  P. Más,et al.  Mapping the Core of the Arabidopsis Circadian Clock Defines the Network Structure of the Oscillator , 2012, Science.

[64]  Steve A. Kay,et al.  Arabidopsis circadian clock protein, TOC1, is a DNA-binding transcription factor , 2012, Proceedings of the National Academy of Sciences.

[65]  J. Dunlap,et al.  Genetic analysis of circadian clocks. , 1993, Annual review of physiology.

[66]  C. Strayer,et al.  Circadian clock mutants in Arabidopsis identified by luciferase imaging , 1995, Science.

[67]  Bryan C. Daniels,et al.  Sloppiness, robustness, and evolvability in systems biology. , 2008, Current opinion in biotechnology.

[68]  J. Nemhauser,et al.  PIF Genes Mediate the Effect of Sucrose on Seedling Growth Dynamics , 2011, PloS one.

[69]  Falk Schreiber,et al.  Editing, validating and translating of SBGN maps , 2010, Bioinform..

[70]  Marcia McNutt,et al.  Data sharing , 2016, Science.

[71]  R. Green,et al.  CIRCADIAN CLOCK ASSOCIATED1 Transcript Stability and the Entrainment of the Circadian Clock in Arabidopsis1[W][OA] , 2007, Plant Physiology.

[72]  Allan Clark,et al.  SBSI: an extensible distributed software infrastructure for parameter estimation in systems biology , 2013, Bioinform..

[73]  Steve A. Kay,et al.  Clocks not winding down: unravelling circadian networks , 2010, Nature Reviews Molecular Cell Biology.

[74]  Mark K Transtrum,et al.  Why are nonlinear fits to data so challenging? , 2009, Physical review letters.

[75]  Yves Gibon,et al.  Sugars and Circadian Regulation Make Major Contributions to the Global Regulation of Diurnal Gene Expression in Arabidopsis[W][OA] , 2005, The Plant Cell Online.

[76]  A. Millar,et al.  The clock gene circuit in Arabidopsis includes a repressilator with additional feedback loops , 2012, Molecular systems biology.

[77]  Anthony Hall,et al.  Disruption of Hepatic Leptin Signaling Protects Mice From Age- and Diet-Related Glucose Intolerance , 2010, Diabetes.

[78]  D A Rand,et al.  Design principles underlying circadian clocks , 2004, Journal of The Royal Society Interface.

[79]  Rongcheng Lin,et al.  Coordinated transcriptional regulation underlying the circadian clock in Arabidopsis , 2011, Nature Cell Biology.

[80]  Jorge Gonçalves,et al.  EARLY FLOWERING4 Recruitment of EARLY FLOWERING3 in the Nucleus Sustains the Arabidopsis Circadian Clock[W][OA] , 2012, Plant Cell.

[81]  Laura E. Dixon,et al.  Temporal Repression of Core Circadian Genes Is Mediated through EARLY FLOWERING 3 in Arabidopsis , 2011, Current Biology.

[82]  K. Halliday,et al.  Interaction of light and temperature signalling. , 2014, Journal of experimental botany.

[83]  A. Loudon,et al.  A Gq-Ca2+ Axis Controls Circuit-Level Encoding of Circadian Time in the Suprachiasmatic Nucleus , 2013, Neuron.

[84]  N. Nakamichi,et al.  Molecular Mechanisms Underlying the Arabidopsis Circadian Clock , 2011, Plant & cell physiology.

[85]  Paul E. Brown,et al.  Extension of a genetic network model by iterative experimentation and mathematical analysis , 2005, Molecular systems biology.

[86]  Fiona C. Robertson,et al.  Photosynthetic entrainment of the Arabidopsis circadian clock , 2013, Nature.

[87]  R.R. Adams,et al.  The Input Signal Step Function (ISSF), a Standard Method to Encode Input Signals in SBML Models with Software Support, Applied to Circadian Clock Models , 2012, Journal of biological rhythms.

[88]  Andrew J. Millar,et al.  Ubiquitin ligase switch in plant photomorphogenesis: A hypothesis , 2011, Journal of theoretical biology.

[89]  Siren R. Veflingstad,et al.  Emerging design principles in the Arabidopsis circadian clock. , 2013, Seminars in cell & developmental biology.

[90]  H. McWatters,et al.  SENSITIVE TO FREEZING6 Integrates Cellular and Environmental Inputs to the Plant Circadian Clock1[W][OA] , 2008, Plant Physiology.

[91]  Alfonso Jaramillo,et al.  Reverse-engineering the Arabidopsis thaliana transcriptional network under changing environmental conditions , 2009, Genome Biology.

[92]  T. Kiba,et al.  Targeted Degradation of PSEUDO-RESPONSE REGULATOR5 by an SCFZTL Complex Regulates Clock Function and Photomorphogenesis in Arabidopsis thaliana[W] , 2007, The Plant Cell Online.

[93]  Stacey L. Harmer,et al.  Overlapping and Distinct Roles of PRR7 and PRR9 in the Arabidopsis Circadian Clock , 2005, Current Biology.

[94]  L. Kerr,et al.  Protocol: high throughput silica-based purification of RNA from Arabidopsis seedlings in a 96-well format , 2011, Plant Methods.

[95]  Andrew J. Millar,et al.  FKF1 Conveys Timing Information for CONSTANS Stabilization in Photoperiodic Flowering , 2012, Science.

[96]  Tony Hey,et al.  The Fourth Paradigm: Data-Intensive Scientific Discovery , 2009 .

[97]  Jacky L. Snoep,et al.  BioModels Database: a free, centralized database of curated, published, quantitative kinetic models of biochemical and cellular systems , 2005, Nucleic Acids Res..

[98]  Joachim Selbig,et al.  Extension of the Visualization Tool MapMan to Allow Statistical Analysis of Arrays, Display of Coresponding Genes, and Comparison with Known Responses1 , 2005, Plant Physiology.

[99]  Peter E. Thornton,et al.  Interactive Crop Management in the Community Earth System Model (CESM1): Seasonal Influences on Land–Atmosphere Fluxes , 2012 .

[100]  A. Webb,et al.  The circadian clock has transient plasticity of period and is required for timing of nocturnal processes in Arabidopsis. , 2014, The New phytologist.

[101]  Steve A. Kay,et al.  Reciprocal Regulation Between TOC1 and LHY/CCA1 Within the Arabidopsis Circadian Clock , 2001, Science.

[102]  Hiroaki Kitano,et al.  The systems biology markup language (SBML): a medium for representation and exchange of biochemical network models , 2003, Bioinform..

[103]  Tomasz Zielinski,et al.  Online period estimation and determination of rhythmicity in circadian data, using the BioDare data infrastructure. , 2014, Methods in molecular biology.

[104]  Sabina Leonelli,et al.  Sustainable digital infrastructure , 2010, EMBO reports.

[105]  Bernd Rinn,et al.  Probing the Reproducibility of Leaf Growth and Molecular Phenotypes: A Comparison of Three Arabidopsis Accessions Cultivated in Ten Laboratories1[W] , 2010, Plant Physiology.

[106]  P. Ghazal,et al.  Digital clocks: simple Boolean models can quantitatively describe circadian systems , 2012, Journal of The Royal Society Interface.