The DOI matches its Crossref record; 5 of the 5 references it cites were found in a registry or an index.
Control of Hox transcription factor concentration and cell-to-cell variability by an auto-regulatory switch
Open accessPublished version of a preprint
Abstract
The variability in transcription factor concentration among cells is an important developmental determinant, yet how variability is controlled remains poorly understood. Studies of variability have focused predominantly on monitoring mRNA production noise. Little information exists about transcription factor protein variability, as this requires the use of quantitative methods with single-molecule sensitivity. Using Fluorescence Correlation Spectroscopy (FCS), we have characterized the concentration and variability of 14 endogenously tagged TFs in live Drosophila imaginal discs. For the Hox TF Antennapedia, we investigated whether protein variability results from random stochastic events or is developmentally regulated. We found that Antennapedia transitioned from low concentration/high variability early, to high concentration/low variability later, in development. FCS and temporally resolved genetic studies uncovered that Antennapedia itself is necessary and sufficient to drive a developmental regulatory switch from auto-activation to auto-repression, thereby reducing variability. This switch is controlled by progressive changes in relative concentrations of preferentially activating and repressing Antennapedia isoforms, which bind chromatin with different affinities. Mathematical modeling demonstrated that the experimentally supported auto-regulatory circuit can explain the increase of Antennapedia concentration and suppression of variability over time.
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.
Integrity signals
Registry
Cites
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.
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
Global quantification of mammalian gene expression control
Schwanhäusser, B., Busse, D., Li, N., Dittmar, G., Schuchhardt, J., Wolf, J., Chen, W., & Selbach, M. (2011) · Nature · doi:10.1038/nature10098 · Cited by 6,566 · cited 1×
“It has been proposed that Fano factor values that increase with average concentrations indicate that the underlying transcriptional processes cannot be sufficiently explained by a simple one-step promoter configuration with purely intrinsic Poissonian noise and that extrinsic noise is likely to contribute significantl…”
BackgroundQuantifying E. coli Proteome and Transcriptome with Single-Molecule Sensitivity in Single Cells
Taniguchi, Y., Choi, P. J., Li, G.-W., Chen, H., Babu, M., Hearn, J., Emili, A., & Xie, X. S. (2010) · Science · doi:10.1126/science.1188308 · Cited by 1,982
A census of human transcription factors: function, expression and evolution
Vaquerizas, J. M., Kummerfeld, S. K., Teichmann, S. A., & Luscombe, N. M. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2538 · Cited by 1,573
Single-cell proteomic analysis of S. cerevisiae reveals the architecture of biological noise
Newman, J. R. S., Ghaemmaghami, S., Ihmels, J., Breslow, D. K., Noble, M., DeRisi, J. L., & Weissman, J. S. (2006) · Nature · doi:10.1038/nature04785 · Cited by 1,483
Intrinsic noise in gene regulatory networks
Thattai, M., & van Oudenaarden, A. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.151588598 · Cited by 1,428
Flagged first, then by citations
Research works printed but not linked: 69
- Abbott, 1986, The relationship between the functional complexity and the molecular organization of the Antennapedia locus of Drosophila melanogaster, Genetics, 114, 919, 10.1093/genetics/114.3.919 · DOI
- Baumgartner, 1996, A Drosophila neurexin is required for septate junction and blood-nerve barrier formation and function, Cell, 87, 1059, 10.1016/S0092-8674(00)81800-0 · DOI
- Becskei, 2000, Engineering stability in gene networks by autoregulation, Nature, 405, 590, 10.1038/35014651 · DOI
- Blake, 2003, Noise in eukaryotic gene expression, Nature, 422, 633, 10.1038/nature01546 · DOI
- Boettiger, 2013, Rapid transcription fosters coordinate snail expression in the Drosophila embryo, Cell Reports, 3, 8, 10.1016/j.celrep.2012.12.015 · DOI
- Buszczak, 2007, The carnegie protein trap library: a versatile tool for Drosophila developmental studies, Genetics, 175, 1505, 10.1534/genetics.106.065961 · DOI
- Calleja, 1996, Visualization of gene expression in living adult Drosophila, Science, 274, 252, 10.1126/science.274.5285.252 · DOI
- Clark, 2016, Tracking transcription factor mobility and interaction in Arabidopsis roots with fluorescence correlation spectroscopy, eLife, 5, e14770, 10.7554/eLife.14770 · DOI
- Crickmore, 2009, Regulation of Ubx expression by epigenetic enhancer silencing in response to Ubx levels and genetic variation, PLoS Genet., 5, e1000633, 10.1371/journal.pgen.1000633 · DOI
- Dublanche, 2006, Noise in transcription negative feedback loops: simulation and experimental analysis, Mol. Syst. Biol., 2, 41, 10.1038/msb4100081 · DOI
- Dworkin, 2007, Complex genetic interactions govern the temporal effects of Antennapedia on antenna-to-leg transformations in Drosophila melanogaster, J. Genet., 86, 111, 10.1007/s12041-007-0016-9 · DOI
- Elowitz, 2002, Stochastic gene expression in a single cell, Science, 297, 1183, 10.1126/science.1070919 · DOI · Paper page
- Emerald, 2004, Spatial and temporal regulation of the homeotic selector gene Antennapedia is required for the establishment of leg identity in Drosophila, Dev. Biol., 267, 462, 10.1016/j.ydbio.2003.12.006 · DOI
- Engstrom, 1992, Spatial and temporal expression of an antennapedia lac Z gene construct integrated into the endogenous antennapedia gene of drosophila-melanogaster, Dev. Genes Evol., 201, 65
- Franz, 2011, Lentiviral vectors to study stochastic noise in gene expression, Methods Enzymol., 497, 603, 10.1016/B978-0-12-385075-1.00026-3 · DOI
- Garaulet, 2008, Polycomb-dependent Ultrabithorax Hox gene silencing induced by high Ultrabithorax levels in Drosophila, Development, 135, 3219, 10.1242/dev.025809 · DOI
- Gillespie, 2007, Stochastic simulation of chemical kinetics, Annu. Rev. Phys. Chem., 58, 35, 10.1146/annurev.physchem.58.032806.104637 · DOI
- Gregor, 2007, Probing the limits to positional information, Cell, 130, 153, 10.1016/j.cell.2007.05.025 · DOI
- Gregor, 2007, Stability and nuclear dynamics of the bicoid morphogen gradient, Cell, 130, 141, 10.1016/j.cell.2007.05.026 · DOI
- Gronlund, 2013, Transcription factor binding kinetics constrain noise suppression via negative feedback, Nat. Commun., 4, 1864, 10.1038/ncomms2867 · DOI
- Halford, 2004, How do site-specific DNA-binding proteins find their targets?, Nucleic Acids Res., 32, 3040, 10.1093/nar/gkh624 · DOI
- Holloway, 2015, Mid-embryo patterning and precision in Drosophila segmentation: Kruppel dual regulation of hunchback, PLoS ONE, 10, e0118450, 10.1371/journal.pone.0118450 · DOI
- Holloway, 2011, Gene expression noise in spatial patterning: hunchback promoter structure affects noise amplitude and distribution in Drosophila segmentation, PLoS Comput. Biol., 7, e1001069, 10.1371/journal.pcbi.1001069 · DOI
- Ito, 1997, The Drosophila mushroom body is a quadruple structure of clonal units each of which contains a virtually identical set of neurones and glial cells, Development, 124, 761, 10.1242/dev.124.4.761 · DOI
- Jorgensen, 1987, Function and misfunction of the two promoters of the Drosophila Antennapedia gene, Genes Dev., 1, 544, 10.1101/gad.1.6.544 · DOI
- Kang, 2013, FGF4 is required for lineage restriction and salt-and-pepper distribution of primitive endoderm factors but not their initial expression in the mouse, Development, 140, 267, 10.1242/dev.084996 · DOI · Paper page
- Kaur, 2013, Probing transcription factor diffusion dynamics in the living mammalian embryo with photoactivatable fluorescence correlation spectroscopy, Nat. Commun., 4, 1637, 10.1038/ncomms2657 · DOI
- Kelso, 2004, Flytrap, a database documenting a GFP protein-trap insertion screen in Drosophila melanogaster, Nucleic Acids Res., 32, D418, 10.1093/nar/gkh014 · DOI
- Krasnow, 1989, Transcriptional activation and repression by Ultrabithorax proteins in cultured Drosophila cells, Cell, 57, 1031, 10.1016/0092-8674(89)90341-3 · DOI
- Kuziora, 1988, Autoregulation of a Drosophila homeotic selector gene, Cell, 55, 477, 10.1016/0092-8674(88)90034-7 · DOI
- Lam, 2012, DNA-dependent Oct4-Sox2 interaction and diffusion properties characteristic of the pluripotent cell state revealed by fluorescence spectroscopy, Biochem. J., 448, 21, 10.1042/BJ20120725 · DOI
- Le, 2006, A new family of Drosophila balancer chromosomes with a w- dfd-GMR yellow fluorescent protein marker, Genetics, 174, 2255, 10.1534/genetics.106.063461 · DOI
- LeMotte, 1989, The homeotic gene Sex Combs Reduced of Drosophila: gene structure and embryonic expression, EMBO J., 8, 219, 10.1002/j.1460-2075.1989.tb03367.x · DOI
- Little, 2013, Precise developmental gene expression arises from globally stochastic transcriptional activity, Cell, 154, 789, 10.1016/j.cell.2013.07.025 · DOI
- Lo, 2015, Quantification of protein levels in single living cells, Cell Reports, 13, 2634, 10.1016/j.celrep.2015.11.048 · DOI
- Lucas, 2013, Live imaging of bicoid-dependent transcription in Drosophila embryos, Curr. Biol., 23, 2135, 10.1016/j.cub.2013.08.053 · DOI
- Mistri, 2015, Selective influence of Sox2 on POU transcription factor binding in embryonic and neural stem cells, EMBO Rep., 16, 1177, 10.15252/embr.201540467 · DOI
- Morin, 2001, A protein trap strategy to detect GFP-tagged proteins expressed from their endogenous loci in Drosophila, Proc. Natl. Acad. Sci. USA, 98, 15050, 10.1073/pnas.261408198 · DOI
- Muller, 2008, Precise measurement of diffusion by multi-color dual-focus fluorescence correlation spectroscopy, Epl-Europhys Lett., 83, 10.1209/0295-5075/83/46001 · DOI
- Nagarkar-Jaiswal, 2015, A library of MiMICs allows tagging of genes and reversible, spatial and temporal knockdown of proteins in Drosophila, eLife, 4, e05338, 10.7554/eLife.05338 · DOI
- Nevozhay, 2009, Negative autoregulation linearizes the dose-response and suppresses the heterogeneity of gene expression, Proc. Natl. Acad. Sci. USA, 106, 5123, 10.1073/pnas.0809901106 · DOI
- Papadopoulos, 2010, Function and specificity of synthetic Hox transcription factors in vivo, Proc. Natl. Acad. Sci. USA, 107, 4087, 10.1073/pnas.0914595107 · DOI
- Papadopoulos, 2011, Functional synthetic Antennapedia genes and the dual roles of YPWM motif and linker size in transcriptional activation and repression, Proc. Natl. Acad. Sci. USA, 108, 11959, 10.1073/pnas.1108686108 · DOI
- Papadopoulos, 2015, Probing the kinetic landscape of Hox transcription factor-DNA binding in live cells by massively parallel Fluorescence Correlation Spectroscopy, Mech. Dev., 138, 218, 10.1016/j.mod.2015.09.004 · DOI
- Paré, 2009, Visualization of individual Scr mRNAs during Drosophila embryogenesis yields evidence for transcriptional bursting, Curr. Biol., 19, 2037, 10.1016/j.cub.2009.10.028 · DOI
- Perez-Camps, 2016, Quantitative imaging reveals real-time Pou5f3-Nanog complexes driving dorsoventral mesendoderm patterning in zebrafish, eLife, 5, e11475, 10.7554/eLife.11475 · DOI
- Plachta, 2011, Oct4 kinetics predict cell lineage patterning in the early mammalian embryo, Nat. Cell Biol., 13, 117, 10.1038/ncb2154 · DOI
- Quinones-Coello, 2007, Exploring strategies for protein trapping in Drosophila, Genetics, 175, 1089, 10.1534/genetics.106.065995 · DOI
- Rao, 2003, Stochastic chemical kinetics and the quasi-steady-state assumption: application to the Gillespie algorithm, J. Chem. Phys., 118, 4999, 10.1063/1.1545446 · DOI
- Reed, 2010, Alternative splicing modulates Ubx protein function in Drosophila melanogaster, Genetics, 184, 745, 10.1534/genetics.109.112086 · DOI
- Saadaoui, 2011, Selection of distinct Hox-Extradenticle interaction modes fine-tunes Hox protein activity, Proc. Natl. Acad. Sci. USA, 108, 2276, 10.1073/pnas.1006964108 · DOI
- Sanchez, 2011, Effect of promoter architecture on the cell-to-cell variability in gene expression, PLoS Comput. Biol., 7, e1001100, 10.1371/journal.pcbi.1001100 · DOI
- Sarov, 2016, A genome-wide resource for the analysis of protein localisation in Drosophila, eLife, 5, e12068, 10.7554/eLife.12068 · DOI
- Schindelin, 2012, Fiji: an open-source platform for biological-image analysis, Nat. Methods, 9, 676, 10.1038/nmeth.2019 · DOI · Paper page
- Sela, 2011, DNA sequence correlations shape nonspecific transcription factor-DNA binding affinity, Biophys. J., 101, 160, 10.1016/j.bpj.2011.04.037 · DOI
- Shimoga, 2013, Synthetic mammalian transgene negative autoregulation, Mol. Syst. Biol., 9, 670, 10.1038/msb.2013.27 · DOI
- Slattery, 2013, Divergent transcriptional regulatory logic at the intersection of tissue growth and developmental patterning, PLoS Genet., 9, e1003753, 10.1371/journal.pgen.1003753 · DOI
- Smolander, 2011, Cell-to-cell diversity in protein levels of a gene driven by a tetracycline inducible promoter, BMC Mol. Biol., 12, 21, 10.1186/1471-2199-12-21 · DOI
- Soltani, 2015, Nonspecific transcription factor binding can reduce noise in the expression of downstream proteins, Phys. Biol., 12, 055002, 10.1088/1478-3975/12/5/055002 · DOI
- Stroeher, 1988, Alternative RNA splicing that is spatially regulated: generation of transcripts from the Antennapedia gene of Drosophila melanogaster with different protein-coding regions, Mol. Cell. Biol., 8, 4143, 10.1128/MCB.8.10.4143 · DOI
- Swain, 2002, Intrinsic and extrinsic contributions to stochasticity in gene expression, Proc. Natl. Acad. Sci. USA, 99, 12795, 10.1073/pnas.162041399 · DOI · Paper page
- Szaloki, 2015, Evidence for homodimerization of the c-Fos transcription factor in live cells revealed by fluorescence microscopy and computer modeling, Mol. Cell. Biol., 35, 3785, 10.1128/MCB.00346-15 · DOI
- Tiwari, 2013, Determination of dissociation constant of the NFkappaB p50/p65 heterodimer using fluorescence cross-correlation spectroscopy in the living cell, Biochem. Biophys. Res. Commun., 436, 430, 10.1016/j.bbrc.2013.05.121 · DOI
- Tsutsumi, 2016, In vivo fluorescence correlation spectroscopy analyses of FMBP-1, a silkworm transcription factor, FEBS Open Biol., 6, 106, 10.1002/2211-5463.12026 · DOI
- Venken, 2011, MiMIC: a highly versatile transposon insertion resource for engineering Drosophila melanogaster genes, Nat. Methods, 8, 737, 10.1038/nmeth.1662 · DOI
- Vukojevic, 2008, Quantitative single-molecule imaging by confocal laser scanning microscopy, Proc. Natl. Acad. Sci. USA, 105, 18176, 10.1073/pnas.0809250105 · DOI
- Vukojevic, 2010, Quantitative study of synthetic Hox transcription factor-DNA interactions in live cells, Proc. Natl. Acad. Sci. USA, 107, 4093, 10.1073/pnas.0914612107 · DOI
- Zechner, 2012, Moment-based inference predicts bimodality in transient gene expression, Proc. Natl. Acad. Sci. USA, 109, 8340, 10.1073/pnas.1200161109 · DOI
- Zink, 1991, Direct interaction of the Polycomb protein with Antennapedia regulatory sequences in polytene chromosomes of Drosophila melanogaster, EMBO J., 10, 153, 10.1002/j.1460-2075.1991.tb07931.x · DOI
Metadata
- Authors
- Papadopoulos, D. K., Skouloudaki, K., Engström, Y., Terenius, L., Rigler, R., Zechner, C., Vukojević, V., & Tomancak, P.
- Affiliations
- Institute of Genetics and Cancer (GB)
- Max Planck Institute of Molecular Cell Biology and Genetics (DE)
- Stockholm University (SE)
- Karolinska Institutet (SE)
- Center for Systems Biology Dresden (DE)
- Max-Planck Institute of Molecular Cell Biology and Genetics 1 , 01307 Dresden , Germany
- Corresponding author
- Papadopoulos, Dimitrios K.
- ORCID
- Venue
- Development
- Publisher
- The Company of Biologists
- Published
- 2019-01-25
- Volume
- 146
- Issue
- 12
- ISSN
- 0950-1991 (ISSN-L)
- 1477-9129
- PMC
- PMC6602345
- OpenAlex
- W2950674378
- Cited by
- 41
- References
- 5
- Citations by year
- 2026: 16 · 2024: 1 · 2023: 2 · 2022: 3 · 2021: 2 · 2020: 11 · 2019: 6
- FWCI
- 1.81
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Development (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- SDL (submittedVersion, cc-by)
- Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
- Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
- HighWire Press Open Archive (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (PBBSP-138700)
- Federation of European Biochemical Societies
- Max-Planck-Gesellschaft
- University of Edinburgh
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Developmental Biology and Gene Regulation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
- Keywords
- Hox transcription factors, Antennapedia, transcription factor concentration, cell-to-cell variability, auto-activation, developmental gene regulation, Drosophila imaginal discs, transcriptional noise, mathematical modeling of gene regulation
- MeSH terms
- Alleles, Animals, Binding Sites, Chromatin, Drosophila melanogaster, Enhancer Elements, Genetic, Female, Genes, Homeobox, Genotype, Homozygote, Male, Models, Biological, Models, Theoretical, Phenotype, Protein Binding, RNA, Messenger, Spectrometry, Fluorescence, Stochastic Processes, Transcription Factors, Homeodomain Proteins, Gene Expression Regulation, Developmental, Transgenes, Protein Isoforms, Drosophila Proteins, Antennapedia Homeodomain Protein, Imaginal Discs
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