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Transcription factor heterogeneity in pluripotent stem cells: a stochastic advantage
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When pluripotent cells are exposed to a uniform culture environment they routinely display heterogeneous gene expression. Aspects of this heterogeneity, such as Nanog expression, are linked to differences in the propensity of individual cells to either self-renew or commit towards differentiation. Recent findings have provided new insight into the underlying causes of this heterogeneity, which we summarise here using Nanog, a key regulator of pluripotency, as a model gene. We discuss the role of transcription factor heterogeneity in facilitating the intrinsically dynamic and stochastic nature of the pluripotency network, which in turn provides a potential benefit to a population of cells that needs to balance cell fate decisions.
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Stochastic Gene Expression in a Single Cell
Elowitz, M. B., Levine, A. J., Siggia, E. D., & Swain, P. S. (2002) · Science · doi:10.1126/science.1070919 · Cited by 5,441
The ground state of embryonic stem cell self-renewal
Ying, Q.-L., Wray, J., Nichols, J., Batlle-Morera, L., Doble, B., Woodgett, J., Cohen, P., & Smith, A. (2008) · Nature · doi:10.1038/nature06968 · Cited by 3,442
Stochastic mRNA Synthesis in Mammalian Cells
Raj, A., Peskin, C. S., Tranchina, D., Vargas, D. Y., & Tyagi, S. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040309 · Cited by 1,737
Single-Cell RNA-Seq Reveals Dynamic, Random Monoallelic Gene Expression in Mammalian Cells
Deng, Q., Ramsköld, D., Reinius, B., & Sandberg, R. (2014) · Science · doi:10.1126/science.1245316 · Cited by 1,345
Chazaud, C., Yamanaka, Y., Pawson, T., & Rossant, J. (2006) · Developmental Cell · doi:10.1016/j.devcel.2006.02.020 · Cited by 898
A parallel circuit of LIF signalling pathways maintains pluripotency of mouse ES cells
Niwa, H., Ogawa, K., Shimosato, D., & Adachi, K. (2009) · Nature · doi:10.1038/nature08113 · Cited by 872
Pulsatile Stimulation Determines Timing and Specificity of NF-κB-Dependent Transcription
Ashall, L., Horton, C. A., Nelson, D. E., Paszek, P., Harper, C. V., Sillitoe, K., Ryan, S., Spiller, D. G., Unitt, J. F., Broomhead, D. S., et al. (2009) · Science · doi:10.1126/science.1164860 · Cited by 543
Protein synthesis rate is the predominant regulator of protein expression during differentiation
Kristensen, A. R., Gsponer, J., & Foster, L. J. (2013) · Molecular Systems Biology · doi:10.1038/msb.2013.47 · Cited by 217
Inferring rules of lineage commitment in haematopoiesis
Pina, C., Fugazza, C., Tipping, A. J., Brown, J., Soneji, S., Teles, J., Peterson, C., & Enver, T. (2012) · Nature Cell Biology · doi:10.1038/ncb2442 · Cited by 162
Cell-cycle dependence of transcription dominates noise in gene expression
Zopf, C. J., Quinn, K., Zeidman, J., & Maheshri, N. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003161 · Cited by 4
Research works printed but not linked: 81
- Abranches, 2013, Generation and characterization of a novel mouse embryonic stem cell line with a dynamic reporter of Nanog expression, PLoS ONE, 8, e59928, 10.1371/journal.pone.0059928 · DOI
- Ambrosetti, 1997, Synergistic activation of the fibroblast growth factor 4 enhancer by sox2 and oct-3 depends on protein-protein interactions facilitated by a specific spatial arrangement of factor binding sites, Mol. Cell. Biol., 17, 6321, 10.1128/MCB.17.11.6321 · DOI · Paper page
- Beddington, 1983, Histogenetic and neoplastic potential of different regions of the mouse embryonic egg cylinder, J. Embryol. Exp. Morphol., 75, 189
- Brons, 2007, Derivation of pluripotent epiblast stem cells from mammalian embryos, Nature, 448, 191, 10.1038/nature05950 · DOI · Paper page
- Brook, 1997, The origin and efficient derivation of embryonic stem cells in the mouse, Proc. Natl. Acad. Sci. U.S.A., 94, 5709, 10.1073/pnas.94.11.5709 · DOI · Paper page
- Brookes, 2009, Modifications of RNA polymerase II are pivotal in regulating gene expression states, EMBO Rep., 10, 1213, 10.1038/embor.2009.221 · DOI
- Cahan, 2013, Origins and implications of pluripotent stem cell variability and heterogeneity, Nat. Rev. Mol. Cell Biol., 14, 357, 10.1038/nrm3584 · DOI · Paper page
- Canham, 2010, Functional heterogeneity of embryonic stem cells revealed through translational amplification of an early endodermal transcript, PLoS Biol., 8, e1000379, 10.1371/journal.pbio.1000379 · DOI · Paper page
- Chae, 2012, 5-Aminoimidazole-4-carboxyamide ribonucleoside induces G(1)/S arrest and Nanog downregulation via p53 and enhances erythroid differentiation, Stem Cells, 30, 140, 10.1002/stem.778 · DOI
- Chambers, 2003, Functional expression cloning of Nanog, a pluripotency sustaining factor in embryonic stem cells, Cell, 113, 643, 10.1016/S0092-8674(03)00392-1 · DOI · Paper page
- Chambers, 2007, Nanog safeguards pluripotency and mediates germline development, Nature, 450, 1230, 10.1038/nature06403 · DOI · Paper page
- Chan, 2013, Induction of a human pluripotent state with distinct regulatory circuitry that resembles preimplantation epiblast, Cell Stem Cell, 13, 663, 10.1016/j.stem.2013.11.015 · DOI · Paper page
- Chen, 2008, Zfp143 regulates Nanog through modulation of Oct4 binding, Stem Cells, 26, 2759, 10.1634/stemcells.2008-0398 · DOI
- Cheng, 1998, Mammalian Grb2 regulates multiple steps in embryonic development and malignant transformation, Cell, 95, 793, 10.1016/S0092-8674(00)81702-X · DOI · Paper page
- Core, 2008, Transcription regulation through promoter-proximal pausing of RNA polymerase II, Science, 319, 1791, 10.1126/science.1150843 · DOI · Paper page
- Dan, 2013, Roles for Tbx3 in regulation of two-cell state and telomere elongation in mouse ES cells, Sci. Rep., 3, 3492, 10.1038/srep03492 · DOI
- Dietrich, 2007, Stochastic patterning in the mouse pre-implantation embryo, Development, 134, 4219, 10.1242/dev.003798 · DOI · Paper page
- Evans, 1981, Establishment in culture of pluripotential cells from mouse embryos, Nature, 292, 154, 10.1038/292154a0 · DOI · Paper page
- Faddah, 2013, Single-cell analysis reveals that expression of nanog is biallelic and equally variable as that of other pluripotency factors in mouse ESCs, Cell Stem Cell, 13, 23, 10.1016/j.stem.2013.04.019 · DOI
- Festuccia, 2011, Quantification of pluripotency transcription factor levels in embryonic stem cells by flow cytometry, Curr. Protoc. Stem Cell Biol., 10.1002/9780470151808.sc01b09s19 · DOI
- Festuccia, 2012, Esrrb is a direct Nanog target gene that can substitute for Nanog function in pluripotent cells, Cell Stem Cell, 11, 477, 10.1016/j.stem.2012.08.002 · DOI · Paper page
- Festuccia, 2013, The role of pluripotency gene regulatory network components in mediating transitions between pluripotent cell states, Curr. Opin. Genet. Dev., 23, 504, 10.1016/j.gde.2013.06.003 · DOI
- Ficz, 2013, FGF signaling inhibition in ESCs drives rapid genome-wide demethylation to the epigenetic ground state of pluripotency, Cell Stem Cell, 13, 351, 10.1016/j.stem.2013.06.004 · DOI · Paper page
- Fidalgo, 2012, Zfp281 mediates Nanog autorepression through recruitment of the NuRD complex and inhibits somatic cell reprogramming, Proc. Natl. Acad. Sci. U.S.A., 109, 16202, 10.1073/pnas.1208533109 · DOI
- Filipczyk, 2013, Biallelic expression of nanog protein in mouse embryonic stem cells, Cell Stem Cell, 13, 12, 10.1016/j.stem.2013.04.025 · DOI
- Frankenberg, 2011, Primitive endoderm differentiates via a three-step mechanism involving Nanog and RTK signaling, Dev. Cell, 21, 1005, 10.1016/j.devcel.2011.10.019 · DOI · Paper page
- Gafni, 2013, Derivation of novel human ground state naive pluripotent stem cells, Nature, 504, 282, 10.1038/nature12745 · DOI · Paper page
- Garcia, 2013, Quantitative imaging of transcription in living Drosophila embryos links polymerase activity to patterning, Curr. Biol., 23, 2140, 10.1016/j.cub.2013.08.054 · DOI · Paper page
- Guo, 2010, Resolution of cell fate decisions revealed by single-cell gene expression analysis from zygote to blastocyst, Dev. Cell, 18, 675, 10.1016/j.devcel.2010.02.012 · DOI · Paper page
- Habibi, 2013, Whole-genome bisulfite sequencing of two distinct interconvertible DNA methylomes of mouse embryonic stem cells, Cell Stem Cell, 13, 360, 10.1016/j.stem.2013.06.002 · DOI · Paper page
- Hansen, 2013, Allele-specific detection of single mRNA molecules in situ, Nat. Methods, 10, 869, 10.1038/nmeth.2601 · DOI
- Harper, 2011, Dynamic analysis of stochastic transcription cycles, PLoS Biol., 9, e1000607, 10.1371/journal.pbio.1000607 · DOI · Paper page
- Hatano, 2005, Pluripotential competence of cells associated with Nanog activity, Mech. Dev., 122, 67, 10.1016/j.mod.2004.08.008 · DOI · Paper page
- Hayashi, 2008, Dynamic equilibrium and heterogeneity of mouse pluripotent stem cells with distinct functional and epigenetic states, Cell Stem Cell, 3, 391, 10.1016/j.stem.2008.07.027 · DOI · Paper page
- Jaenisch, 2008, Stem cells, the molecular circuitry of pluripotency and nuclear reprogramming, Cell, 132, 567, 10.1016/j.cell.2008.01.015 · DOI · Paper page
- Kalmar, 2009, Regulated fluctuations in nanog expression mediate cell fate decisions in embryonic stem cells, PLoS Biol., 7, e1000149, 10.1371/journal.pbio.1000149 · DOI · Paper page
- Karwacki-Neisius, 2013, Reduced Oct4 expression directs a robust pluripotent state with distinct signaling activity and increased enhancer occupancy by Oct4 and Nanog, Cell Stem Cell, 12, 531, 10.1016/j.stem.2013.04.023 · DOI · Paper page
- Kim, 2008, An extended transcriptional network for pluripotency of embryonic stem cells, Cell, 132, 1049, 10.1016/j.cell.2008.02.039 · DOI · Paper page
- Kleinsmith, 1964, Multipotentiality of single embryonal carcinoma cells, Cancer Res., 24, 1544
- Kurimoto, 2006, An improved single-cell cDNA amplification method for efficient high-density oligonucleotide microarray analysis, Nucleic Acids Res., 34, e42, 10.1093/nar/gkl050 · DOI · Paper page
- Lackner, 2012, Regulation of transcriptome, translation, and proteome in response to environmental stress in fission yeast, Genome Biol., 13, R25, 10.1186/gb-2012-13-4-r25 · DOI
- Leitch, 2013, Naive pluripotency is associated with global DNA hypomethylation, Nat. Struct. Mol. Biol., 20, 311, 10.1038/nsmb.2510 · DOI · Paper page
- Levine, 2005, Gene regulatory networks for development, Proc. Natl. Acad. Sci. U.S.A., 102, 4936, 10.1073/pnas.0408031102 · DOI · Paper page
- Li, 2011, Central dogma at the single-molecule level in living cells, Nature, 475, 308, 10.1038/nature10315 · DOI · Paper page
- Little, 2013, Precise developmental gene expression arises from globally stochastic transcriptional activity, Cell, 154, 789, 10.1016/j.cell.2013.07.025 · DOI · Paper page
- Loh, 2006, The Oct4 and Nanog transcription network regulates pluripotency in mouse embryonic stem cells, Nat. Genet., 38, 431, 10.1038/ng1760 · DOI · Paper page
- Luo, 2012, Cell signalling regulates dynamics of Nanog distribution in embryonic stem cell populations, J. R. Soc. Interface, 10, 20120525, 10.1098/rsif.2012.0525 · DOI
- MacArthur, 2013, Statistical mechanics of pluripotency, Cell, 154, 484, 10.1016/j.cell.2013.07.024 · DOI · Paper page
- MacArthur, 2012, Nanog-dependent feedback loops regulate murine embryonic stem cell heterogeneity, Nature Cell Biol., 14, 1139, 10.1038/ncb2603 · DOI
- Macfarlan, 2011, Endogenous retroviruses and neighboring genes are coordinately repressed by LSD1/KDM1A, Genes Dev., 25, 594, 10.1101/gad.2008511 · DOI · Paper page
- Macfarlan, 2012, Embryonic stem cell potency fluctuates with endogenous retrovirus activity, Nature, 487, 57, 10.1038/nature11244 · DOI · Paper page
- Marks, 2012, The transcriptional and epigenomic foundations of ground state pluripotency, Cell, 149, 590, 10.1016/j.cell.2012.03.026 · DOI · Paper page
- Martin, 1981, Isolation of a pluripotent cell line from early mouse embryos cultured in medium conditioned by teratocarcinoma stem cells, Proc. Natl. Acad. Sci. U.S.A., 78, 7634, 10.1073/pnas.78.12.7634 · DOI · Paper page
- Mitsui, 2003, The homeoprotein Nanog is required for maintenance of pluripotency in mouse epiblast and ES cells, Cell, 113, 631, 10.1016/S0092-8674(03)00393-3 · DOI · Paper page
- Miyanari, 2012, Control of ground-state pluripotency by allelic regulation of Nanog, Nature, 483, 470, 10.1038/nature10807 · DOI
- Morgani, 2013, Totipotent embryonic stem cells arise in ground-state culture conditions, Cell Rep., 3, 1945, 10.1016/j.celrep.2013.04.034 · DOI · Paper page
- Muramoto, 2012, Live imaging of nascent RNA dynamics reveals distinct types of transcriptional pulse regulation, Proc. Natl. Acad. Sci. U.S.A., 109, 7350, 10.1073/pnas.1117603109 · DOI
- Najm, 2011, Isolation of epiblast stem cells from preimplantation mouse embryos, Cell Stem Cell, 8, 318, 10.1016/j.stem.2011.01.016 · DOI
- Navarro, 2012, OCT4/SOX2-independent Nanog autorepression modulates heterogeneous Nanog gene expression in mouse ES cells, EMBO J., 31, 4547, 10.1038/emboj.2012.321 · DOI
- Nester, 1963, Biosynthetic latency in early stages of deoxyribonucleic acidtransformation in bacillus subtilis, J. Bacteriol., 86, 785, 10.1128/jb.86.4.785-796.1963 · DOI · Paper page
- Ng, 2011, The transcriptional and signalling networks of pluripotency, Nat. Cell Biol., 13, 490, 10.1038/ncb0511-490 · DOI · Paper page
- Nichols, 2009, Suppression of Erk signalling promotes ground state pluripotency in the mouse embryo, Development, 136, 3215, 10.1242/dev.038893 · DOI · Paper page
- Osorno, 2012, The developmental dismantling of pluripotency is reversed by ectopic Oct4 expression, Development, 139, 2288, 10.1242/dev.078071 · DOI · Paper page
- Paszek, 2010, Population robustness arising from cellular heterogeneity, Proc. Natl. Acad. Sci. U.S.A., 107, 11644, 10.1073/pnas.0913798107 · DOI
- Pauklin, 2013, The cell-cycle state of stem cells determines cell fate propensity, Cell, 155, 135, 10.1016/j.cell.2013.08.031 · DOI · Paper page
- Ptashne, 2001, Transcription initiation: imposing specificity by localization, Essays Biochem., 37, 1, 10.1042/bse0370001 · DOI
- Raj, 2008, Nature, nurture, or chance: stochastic gene expression and its consequences, Cell, 135, 216, 10.1016/j.cell.2008.09.050 · DOI · Paper page
- Ramakrishna, 2011, PEST motif sequence regulating human NANOG for proteasomal degradation, Stem Cells Dev., 20, 1511, 10.1089/scd.2010.0410 · doi:10.1089/scd.2010.0410
- Sanchez-Ripoll, 2013, Glycogen synthase kinase-3 inhibition enhances translation of pluripotency-associated transcription factors to contribute to maintenance of mouse embryonic stem cell self-renewal, PLoS ONE, 8, e60148, 10.1371/journal.pone.0060148 · DOI
- Sigal, 2006, Variability and memory of protein levels in human cells, Nature, 444, 643, 10.1038/nature05316 · DOI · Paper page
- Silva, 2008, Capturing pluripotency, Cell, 132, 532, 10.1016/j.cell.2008.02.006 · DOI · Paper page
- Silva, 2009, Nanog is the gateway to the pluripotent ground state, Cell, 138, 722, 10.1016/j.cell.2009.07.039 · DOI · Paper page
- Siminovitch, 1963, The distribution of colony-forming cells among spleen colonies, J. Cell. Physiol., 62, 327, 10.1002/jcp.1030620313 · DOI · Paper page
- Tesar, 2007, New cell lines from mouse epiblast share defining features with human embryonic stem cells, Nature, 448, 196, 10.1038/nature05972 · DOI · Paper page
- Toyooka, 2008, Identification and characterization of subpopulations in undifferentiated ES cell culture, Development, 135, 909, 10.1242/dev.017400 · DOI · Paper page
- van den Berg, 2008, The Estrogen Related Receptor Beta interacts with Oct4 to positively regulate Nanog gene expression, Mol. Cell. Biol., 28, 5986, 10.1128/MCB.00301-08 · DOI · Paper page
- Williams, 2004, Molecular basis for synergistic transcriptional activation by Oct1 and Sox2 revealed from the solution structure of the 42-kDa Oct1 · Sox2 · Hoxb1-DNA ternary transcription factor complex, J. Biol. Chem., 279, 1449, 10.1074/jbc.M309790200 · DOI · Paper page
- Wray, 2011, Inhibition of glycogen synthase kinase-3 alleviates Tcf3 repression of the pluripotency network and increases embryonic stem cell resistance to differentiation, Nat. Cell Biol., 13, 838, 10.1038/ncb2267 · DOI · Paper page
- Wu, 2013, Distinct allelic patterns of nanog expression impart embryonic stem cell population heterogeneity, PLoS Comput. Biol., 9, e1003140, 10.1371/journal.pcbi.1003140 · DOI
- Yamanaka, 2010, FGF signal-dependent segregation of primitive endoderm and epiblast in the mouse blastocyst, Development, 137, 715, 10.1242/dev.043471 · DOI · Paper page
- Zalzman, 2010, Zscan4 regulates telomere elongation and genomic stability in ES cells, Nature, 464, 858, 10.1038/nature08882 · DOI · Paper page
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Metadata
- Authors
- Torres-Padilla, M.-E., & Chambers, I.
- Venue
- Development
- Publisher
- The Company of Biologists
- Published
- 2014-06-01
- Volume
- 141
- Issue
- 11
- Pages
- 2173-2181
- ISSN
- 0950-1991 (ISSN-L)
- 1477-9129
- OpenAlex
- W2064805149
- Cited by
- 201
- References
- 10
- FWCI
- 10.83
- Type
- journal article
- Language
- en
- Open access
- hybrid
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