PreprintCited by 5Circadian rhythm and melatoninPlant Molecular Biology ResearchLight effects on plants

The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.

Abundant clock proteins point to missing molecular regulation in the plant circadian clock

Open access
Urquiza-García, Uriel, Molina, Nacho, Halliday, Karen J., Millar, Andrew J.·2024·Molecular Systems Biology

Preprint — published as 10.1038/s44320-025-00086-5

Abstract

Understanding the biochemistry behind whole-organism traits such as flowering time is a longstanding challenge, where mathematical models are critical. Very few models of plant gene circuits use the absolute units required for comparison to biochemical data. We refactor two detailed models of the plant circadian clock from relative to absolute units. Using absolute RNA quantification, a simple model predicted abundant clock protein levels in Arabidopsis thaliana , up to 100,000 proteins per cell. NanoLUC reporter protein fusions validated the predicted levels of clock proteins in vivo . Recalibrating the detailed models to these protein levels estimated their DNA-binding dissociation constants ( K d ). We estimate the same K d from multiple results in vitro , extending the method to any promoter sequence. The detailed models simulated the K d range estimated from LUX DNA-binding in vitro but departed from the data for CCA1 binding, pointing to further circadian mechanisms. Our analytical and experimental methods should transfer to understand other plant gene regulatory networks, potentially including the natural sequence variation that contributes to evolutionary adaptation.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1101/2024.09.03.609973

Cites

1 of 1 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Flagged first, then by citations

Research works printed but not linked: 122

  1. 10.1111/nph.15415 · DOI
  2. 1991, Biologically localized firefly luciferase: A tool to study cellular processes, IntRevCytol, 130, 269
  3. 10.1038/msb.2008.5 · DOI
  4. 10.1016/j.molcel.2017.07.017 · DOI
  5. 10.1371/journal.pcbi.1006226 · DOI
  6. 10.1126/science.1195027 · DOI · Paper page
  7. 10.1016/j.molp.2015.03.003 · DOI
  8. 10.1038/nprot.2008.195 · DOI
  9. Bonnot T & Nagel DH (2021) Time of day prioritizes the pool of translating mRNAs in response to heat stress. Plant Cell · DOI
  10. 2013, Mathematical modeling of an oscillating gene circuit to unravel the circadian clock network of Arabidopsis thaliana, Front Plant Sci, 4, 3
  11. 10.1086/679439 · DOI
  12. 2018, High protein copy number is required to suppress stochasticity in the cyanobacterial circadian clock, Nature Communications, 9, 3004, 10.1038/s41467-018-05109-4 · DOI
  13. Chew YH , Seaton DD , Mengin V , Flis A , Mugford ST , George GM , Moulin M , Hume A , Zeeman SC , Fitzpatrick TB , et al (2022) The Arabidopsis Framework Model version 2 predicts the organism-level effects of circadian clock gene mis-regulation. in silico Plants · DOI
  14. 10.1016/j.biosystems.2018.07.006 · DOI
  15. 2020, Modeling Plant Metabolism: From Network Reconstruction to Mechanistic Models, Ann Rev Plant Biol, 71, 303, 10.1146/annurev-arplant-050718-100221 · DOI
  16. 10.1073/pnas.1015452108 · DOI
  17. De Caluwé J , Xiao Q , Hermans C , Verbruggen N , Leloup J-C & Gonze D (2016) A Compact Model for the Complex Plant Circadian Clock. Front Plant Sci 7 · DOI
  18. 10.2307/4444260 · DOI · Paper page
  19. 10.1126/science.1115581 · DOI
  20. 10.1038/nature11088 · DOI
  21. 10.1038/msb.2010.81 · DOI
  22. Ernst O & Zor T (2010) Linearization of the Bradford Protein Assay. JoVE (Journal of Visualized Experiments): e1918 · DOI
  23. 2017, The evening complex coordinates environmental and endogenous signals in Arabidopsis, Nat Plants, 3, 17087, 10.1038/nplants.2017.87 · DOI
  24. 10.1111/j.1365-313X.2007.03258.x · DOI
  25. Feord HK , Dear FEG , Obbard DJ & van Ooijen G (2019) A Magnesium Transport Protein Related to Mammalian SLC41 and Bacterial MgtE Contributes to Circadian Timekeeping in a Unicellular Green Alga. Genes (Basel ) 10 · DOI
  26. Flis A , Fernandez AP , Zielinski T , Mengin V , Sulpice R , Stratford K , Hume A , Pokhilko A , Southern MM , Seaton DD , et al (2015) Defining the robust behaviour of the plant clock gene circuit with absolute RNA timeseries and open infrastructure. Open Biol 5 · DOI
  27. 10.1111/pce.12754 · DOI
  28. 10.1371/journal.pcbi.1003705 · DOI
  29. 2020, A simplified modelling framework facilitates more complex representations of plant circadian clocks, PLOS Computational Biology, 16, e1007671, 10.1371/journal.pcbi.1007671 · DOI
  30. 10.1073/pnas.0408465102 · DOI
  31. 10.1073/pnas.1316278111 · DOI
  32. Gabriel CH , del Olmo M , Zehtabian A , Jäger M , Reischl S , van Dijk H , Ulbricht C , Rakhymzhan A , Korte T , Koller B , et al (2021) Live-cell imaging of circadian clock protein dynamics in CRISPR-generated knock-in cells. Nature Communications 12 · DOI
  33. 10.1073/pnas.1200355109 · DOI
  34. Gould PD , Domijan M , Greenwood M , Tokuda IT , Rees H , Kozma-Bognar L , Hall AJ & Locke JC (2018) Coordination of robust single cell rhythms in the Arabidopsis circadian clock via spatial waves of gene expression. Elife 7 · DOI
  35. 10.1038/msb.2013.7 · DOI
  36. 2022, A spatial model of the plant circadian clock reveals design principles for coordinated timing, Mol Syst Biol, 18, e10140, 10.15252/msb.202010140 · DOI
  37. 2012, Stochastic properties of the plant circadian clock, J Roy Soc Interface, 9, 744, 10.1098/rsif.2011.0378 · DOI
  38. Hammer G , Messina C , Wu A & Cooper M (2019) Biological reality and parsimony in crop models—why we need both in crop improvement! in silico Plants 1 · DOI · Paper page
  39. 2017, Sumoylation of the Plant Clock Transcription Factor CCA1 Suppresses DNA Binding, J Biol Rhythms, 32, 570, 10.1177/0748730417737695 · DOI
  40. Hansen LL & Ooijen G van (2016) Rapid Analysis of Circadian Phenotypes in Arabidopsis Protoplasts Transfected with a Luminescent Clock Reporter. JoVE (Journal of Visualized Experiments): e54586 · DOI
  41. Hansen LL & van Ooijen G (2016) Rapid Analysis of Circadian Phenotypes in Arabidopsis Protoplasts Transfected with a Luminescent Clock Reporter. JoVE (Journal of Visualized Experiments): e54586 · DOI
  42. Harmer SL & Kay SA (2005) Positive and Negative Factors Confer Phase-Specific Circadian Regulation of Transcription in Arabidopsis. Plant Cell · DOI
  43. Heinemann B , Künzler P , Eubel H , Braun H-P & Hildebrandt TM (2020) Estimating the number of protein molecules in a plant cell: protein and amino acid homeostasis during drought. Plant Physiology: kiaa050 · DOI · Paper page
  44. 10.1016/j.cub.2010.12.021 · DOI
  45. 10.1105/tpc.13.6.1281 · DOI
  46. 2016, Identification of Evening Complex Associated Proteins in Arabidopsis by Affinity Purification and Mass Spectrometry, Molecular & Cellular Proteomics, 15, 201, 10.1074/mcp.M115.054064 · DOI
  47. 10.1126/science.1219075 · DOI
  48. 10.1093/pcp/pcm122 · DOI
  49. James AB , Calixto CPG , Tzioutziou NA , Guo W , Zhang R , Simpson CG , Jiang W , Nimmo GA , Brown JWS & Nimmo HG (2018) How does temperature affect splicing events? Isoform switching of splicing factors regulates splicing of LATE ELONGATED HYPOCOTYL (LHY). Plant Cell Environ · DOI
  50. 10.1105/tpc.15.00737 · DOI
  51. 2021, Deep-coverage spatiotemporal proteome of the picoeukaryote Ostreococcus tauri reveals differential effects of environmental and endogenous 24-hour rhythms, Commun Biol, 4, 1147, 10.1038/s42003-021-02680-3 · DOI
  52. 10.1105/tpc.107.053033 · DOI
  53. 2023, Phytochrome B photobodies are comprised of phytochrome B and its primary and secondary interacting proteins, Nat Commun, 14, 1708, 10.1038/s41467-023-37421-z · DOI
  54. 10.1038/msb.2012.62 · DOI
  55. 10.1093/emboj/cdg075 · DOI
  56. 2019, An explanatory model of temperature influence on flowering through whole-plant accumulation of FLOWERING LOCUS T in Arabidopsis thaliana, silico Plants, 1, diz006, 10.1093/insilicoplants/diz006 · DOI
  57. 10.1073/pnas.0609908104 · DOI
  58. 10.1093/emboj/cdg212 · DOI
  59. Koch AA , Bagnall JS , Smyllie NJ , Begley N , Adamson AD , Fribourgh JL , Spiller DG , Meng Q-J , Partch CL , Strimmer K , et al (2022) Quantification of protein abundance and interaction defines a mechanism for operation of the circadian clock. Elife 11 · DOI
  60. 2019, Time-resolved interaction proteomics of the GIGANTEA protein under diurnal cycles in Arabidopsis, FEBS Lett, 593, 319, 10.1002/1873-3468.13311 · DOI
  61. 2022, The Circadian Clock Gene Circuit Controls Protein and Phosphoprotein Rhythms in Arabidopsis thaliana, Mol Cell Proteomics, 21, 100172, 10.1016/j.mcpro.2021.100172 · DOI
  62. 2020, Quantitative live imaging of Venus::BMAL1 in a mouse model reveals complex dynamics of the master circadian clock regulator, PLOS Genetics, 16, e1008729, 10.1371/journal.pgen.1008729 · DOI
  63. 10.1371/journal.pone.0033334 · DOI
  64. 2005, Extension of a genetic network model by iterative experimentation and mathematical analysis, Mol Syst Biol, 1, 2005 0013, 10.1038/msb4100018 · DOI
  65. 2017, Crops In Silico: Generating Virtual Crops Using an Integrative and Multi-scale Modeling Platform, Front Plant Sci, 8, 786, 10.3389/fpls.2017.00786 · DOI
  66. 10.1038/nature02163 · DOI
  67. 10.1073/pnas.94.8.3877 · DOI
  68. 2016, The intracellular dynamics of circadian clocks reach for the light of ecology and evolution, Ann Rev Plant Biol, 67, 595, 10.1146/annurev-arplant-043014-115619 · DOI
  69. 1992, Firefly luciferase as a reporter of regulated gene expression in higher plants, Plant MolBiolRep, 10, 324
  70. 2019, Practical steps to digital organism models, from laboratory model species to ‘Crops in silico, JExpBot, 70, 2403
  71. 10.1073/pnas.1422242112 · DOI
  72. Muller NA , Wijnen CL , Srinivasan A , Ryngajllo M , Ofner I , Lin T , Ranjan A , West D , Maloof JN , Sinha NR , et al (2015) Domestication selected for deceleration of the circadian clock in cultivated tomato. Nat Genet · DOI
  73. 10.1016/j.cell.2012.10.048 · DOI
  74. 10.1073/pnas.1513609112 · DOI
  75. 10.1105/tpc.109.072892 · DOI
  76. 10.1073/pnas.1721076115 · DOI
  77. 10.1073/pnas.1603799113 · DOI
  78. 2022, COP1 dynamics integrate conflicting seasonal light and thermal cues in the control of Arabidopsis elongation, Science Advances, 8, eabp8412, 10.1126/sciadv.abp8412 · DOI
  79. 10.1101/287862 · DOI
  80. 2023, A phospho-dawn of protein modification anticipates light onset in the picoeukaryote Ostreococcus tauri, Journal of Experimental Botany, 74, 5514, 10.1093/jxb/erad290 · DOI
  81. 10.1038/nature10182 · DOI
  82. 10.1016/j.cell.2016.04.038 · DOI
  83. 10.1177/0748730410397465 · DOI
  84. 10.1073/pnas.95.15.8660 · DOI
  85. 10.1073/pnas.1420792112 · DOI
  86. 10.1073/pnas.0907732106 · DOI
  87. 10.1038/msb.2009.68 · DOI
  88. 10.1177/074873049100600402 · DOI
  89. 10.1038/msb.2012.6 · DOI
  90. 2013, Modelling the widespread effects of TOC1 signalling on the plant circadian clock and its outputs, BMC Sys Biol, 7, 23, 10.1186/1752-0509-7-23 · DOI
  91. 10.1016/j.jtbi.2010.11.021 · DOI
  92. 10.1093/jxb/eraa230 · DOI
  93. 2008, Mapping global sensitivity of cellular network dynamics: sensitivity heat maps and a global summation law, J Roy Soc Interface, 5, S59
  94. Roenneberg T , Foster RG & Klerman EB (2022) The circadian system, sleep, and the health/disease balance: a conceptual review. J Sleep Res: e13621 · DOI
  95. 10.15252/msb.20177962 · DOI
  96. 10.15252/msb.20145766 · DOI
  97. 10.1073/pnas.1805524115 · DOI
  98. 2016, The Myb domain of LUX ARRHYTHMO in complex with DNA: expression, purification and crystallization, Acta Cryst F, 72, 356, 10.1107/S2053230X16004684 · DOI
  99. 10.1073/pnas.1920972117 · DOI
  100. 10.1089/153623103322637661 · DOI
  101. 2016, Visualizing and Quantifying Intracellular Behavior and Abundance of the Core Circadian Clock Protein PERIOD2, Curr Biol, 26, 1880, 10.1016/j.cub.2016.05.018 · DOI
  102. 10.1007/s11103-005-3096-z · DOI
  103. 2006, Luciferases as reporter genes, Methods Mol Biol, 323, 293
  104. 10.1016/j.cell.2009.03.038 · DOI
  105. 2014, Mapping and Dynamics of Regulatory DNA and Transcription Factor Networks in A. thaliana, Cell reports, 8, 2015, 10.1016/j.celrep.2014.08.019 · DOI
  106. 10.1016/j.cub.2017.05.055 · DOI
  107. 2007, Systems biology and the biology of systems: how, if at all, are they related?, New Phytol, 177, 11
  108. 10.1186/1746-4811-5-11 · DOI
  109. 10.1111/j.1365-313X.2011.04489.x · DOI
  110. 10.1073/pnas.1903357116 · DOI
  111. 2019, Expanding the bioluminescent reporter toolkit for plant science with NanoLUC, Plant Methods, 15, 68, 10.1186/s13007-019-0454-4 · DOI
  112. 2021, Testing the inferred transcription rates of a dynamic, gene network model in absolute units, silico Plants, 3, diab022, 10.1093/insilicoplants/diab022 · DOI
  113. 2000, The use of the luciferase reporter system forin planta gene expression studies, Plant MolBiolRep, 18, 143
  114. Wang K ed. (2015) Agrobacterium Protocols: Volume 1 New York, NY: Springer New York
  115. 10.1038/emboj.2010.76 · DOI
  116. 10.1186/gb-2009-10-5-107 · DOI
  117. 10.1104/pp.109.137414 · DOI
  118. 10.1016/j.molcel.2008.09.026 · DOI
  119. 2019, A multi-model framework for the Arabidopsis life cycle, JExpBot, 70, 2463
  120. 10.1104/pp.15.00125 · DOI
  121. 2022, Period Estimation and Rhythm Detection in Timeseries Data Using BioDare2, the Free, Online, Community Resource, Methods Mol Biol, 2398, 15, 10.1007/978-1-0716-1912-4_2 · DOI
  122. 10.1371/journal.pone.0096462 · DOI

Metadata

Authors
Urquiza-García, U., Molina, N., Halliday, K. J., & Millar, A. J.
Affiliations
  • Centre National de la Recherche Scientifique (FR)
  • University of Edinburgh (GB)
Corresponding author
Millar, Andrew J.
Venue
Molecular Systems Biology
Publisher
openRxiv
Published
2024-09-03
Volume
21
Issue
4
Pages
361-389
ISSN
1744-4292 (ISSN-L)
OpenAlex
W4407761883
Cited by
5
References
1
Citations by year
2026: 2 · 2025: 3
FWCI
2.33
Type
journal article
Language
en
Open access
Locations
  • Molecular Systems Biology (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Edinburgh Research Explorer (University of Edinburgh) (publishedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
  • UK Research and Innovation (BB/M025551/1)
  • York University
  • European Commission (245143)
  • Deutsche Forschungsgemeinschaft (EXC-2048, EXC-2048/1, 390686111)
  • Consejo Nacional de Ciencia y Tecnología (216707)
  • Shimane University
  • Directorate for Biological Sciences
  • Biotechnology and Biological Sciences Research Council (BB/M025551/1)
Topics
  • Life Sciences › Neuroscience › Endocrine and Autonomic Systems › Circadian rhythm and melatonin
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Plant Molecular Biology Research
  • Life Sciences › Agricultural and Biological Sciences › Plant Science › Light effects on plants
Keywords
plant circadian clock, Arabidopsis thaliana, RNA quantification, gene regulatory networks, flowering time
MeSH terms
Circadian Rhythm, Promoter Regions, Genetic, Transcription Factors, Arabidopsis, Gene Expression Regulation, Plant, Arabidopsis Proteins, Gene Regulatory Networks, CLOCK Proteins, Circadian Clocks

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review