Bioelectric gene and reaction networks: computational modelling of genetic, biochemical and bioelectrical dynamics in pattern regulation

Gene regulatory networks (GRNs) describe interactions between gene products and transcription factors that control gene expression. In combination with reaction–diffusion models, GRNs have enhanced comprehension of biological pattern formation. However, although it is well known that biological systems exploit an interplay of genetic and physical mechanisms, instructive factors such as transmembrane potential (Vmem) have not been integrated into full GRN models. Here we extend regulatory networks to include bioelectric signalling, developing a novel synthesis: the bioelectricity-integrated gene and reaction (BIGR) network. Using in silico simulations, we highlight the capacity for Vmem to alter steady-state concentrations of key signalling molecules inside and out of cells. We characterize fundamental feedbacks where Vmem both controls, and is in turn regulated by, biochemical signals and thereby demonstrate Vmem homeostatic control, Vmem memory and Vmem controlled state switching. BIGR networks demonstrating hysteresis are identified as a mechanisms through which more complex patterns of stable Vmem spots and stripes, along with correlated concentration patterns, can spontaneously emerge. As further proof of principle, we present and analyse a BIGR network model that mechanistically explains key aspects of the remarkable regenerative powers of creatures such as planarian flatworms. The functional properties of BIGR networks generate the first testable, quantitative hypotheses for biophysical mechanisms underlying the stability and adaptive regulation of anatomical bioelectric pattern.

[1]  D. Kaplan,et al.  Comparison of the depolarization response of human mesenchymal stem cells from different donors , 2015, Scientific Reports.

[2]  P. Reddien,et al.  The cellular basis for animal regeneration. , 2011, Developmental cell.

[3]  Fallon Durant,et al.  Gap Junctional Blockade Stochastically Induces Different Species-Specific Head Anatomies in Genetically Wild-Type Girardia dorotocephala Flatworms , 2015, International journal of molecular sciences.

[4]  Donald Wlodkowic,et al.  Bioelectric signalling via potassium channels: a mechanism for craniofacial dysmorphogenesis in KCNJ2‐associated Andersen–Tawil Syndrome , 2016, The Journal of physiology.

[5]  L. Wolpert Positional information and the spatial pattern of cellular differentiation. , 1969, Journal of theoretical biology.

[6]  Min Zhao,et al.  Controlling cell behavior electrically: current views and future potential. , 2005, Physiological reviews.

[7]  S. Heinemann,et al.  Metabolic regulation of potassium channels. , 2004, Annual review of physiology.

[8]  M. Levin,et al.  Inverse drug screens: a rapid and inexpensive method for implicating molecular targets , 2006, Genesis.

[9]  Michael Levin,et al.  Molecular bioelectricity: how endogenous voltage potentials control cell behavior and instruct pattern regulation in vivo , 2014, Molecular biology of the cell.

[10]  V. Ganapathy,et al.  Identity of the Organic Cation Transporter OCT3 as the Extraneuronal Monoamine Transporter (uptake2) and Evidence for the Expression of the Transporter in the Brain* , 1998, The Journal of Biological Chemistry.

[11]  Borgens Rb,et al.  Voltage gradients and ionic currents in injured and regenerating axons. , 1988 .

[12]  A. Ziegelhöffer,et al.  Enzyme kinetics and the activation energy of (Na,K)-ATPase in ischaemic hearts: influence of the duration of ischaemia. , 1994, General physiology and biophysics.

[13]  D. Gospodarowicz,et al.  Structural characterization and biological functions of fibroblast growth factor. , 1987, Endocrine reviews.

[14]  R. Myers,et al.  Primary structure and functional expression of the 5HT3 receptor, a serotonin-gated ion channel. , 1991, Science.

[15]  Michael Levin,et al.  Mathematical model of morphogen electrophoresis through gap junctions , 2006, Developmental dynamics : an official publication of the American Association of Anatomists.

[16]  Michael Levin,et al.  Modeling Planarian Regeneration: A Primer for Reverse-Engineering the Worm , 2012, PLoS Comput. Biol..

[17]  Xiaoyang Long,et al.  Magnetogenetics: remote non-invasive magnetic activation of neuronal activity with a magnetoreceptor , 2015, Science bulletin.

[18]  T. Miki,et al.  The structure and function of the ATP-sensitive K+ channel in insulin-secreting pancreatic beta-cells. , 1999, Journal of molecular endocrinology.

[19]  M. Levin,et al.  Measuring resting membrane potential using the fluorescent voltage reporters DiBAC4(3) and CC2-DMPE. , 2012, Cold Spring Harbor protocols.

[20]  K. Ishihara Time-dependent Outward Currents through the Inward Rectifier Potassium Channel IRK1 , 1997, The Journal of general physiology.

[21]  A. Sater A jump-start for planarian head regeneration. , 2011, Chemistry & biology.

[22]  Michael Levin,et al.  Physiological controls of large‐scale patterning in planarian regeneration: a molecular and computational perspective on growth and form , 2016, Regeneration.

[23]  H. Holzhütter,et al.  Metabolic gradients as key regulators in zonation of tumor energy metabolism: a tissue-scale model-based study. , 2013, Biotechnology journal.

[24]  G. Spinelli,et al.  Early asymmetric cues triggering the dorsal/ventral gene regulatory network of the sea urchin embryo , 2014, eLife.

[25]  Kenneth D. Birnbaum,et al.  Slicing across Kingdoms: Regeneration in Plants and Animals , 2008, Cell.

[26]  Dany S. Adams,et al.  H+ pump-dependent changes in membrane voltage are an early mechanism necessary and sufficient to induce Xenopus tail regeneration , 2007, Development.

[27]  D. Johnston,et al.  Multiple Channel Types Contribute to the Low-Voltage-Activated Calcium Current in Hippocampal CA3 Pyramidal Neurons , 1996, The Journal of Neuroscience.

[28]  R. Nuccitelli,et al.  Endogenous electric fields in embryos during development, regeneration and wound healing. , 2003, Radiation protection dosimetry.

[29]  Teresa Adell,et al.  Planarian regeneration: achievements and future directions after 20 years of research. , 2009, The International journal of developmental biology.

[30]  R B Borgens,et al.  Voltage gradients and ionic currents in injured and regenerating axons. , 1988, Advances in neurology.

[31]  Michael Levin,et al.  Transducing Bioelectric Signals into Epigenetic Pathways During Tadpole Tail Regeneration , 2012, Anatomical record.

[32]  A. M. Turing,et al.  The chemical basis of morphogenesis , 1952, Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences.

[33]  J. Manzanares,et al.  Electrical coupling in ensembles of nonexcitable cells: modeling the spatial map of single cell potentials. , 2015, The journal of physical chemistry. B.

[34]  D C Spray,et al.  Control of intercellular communication by voltage dependence of gap junctional conductance , 1983, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[35]  Michael Levin,et al.  A chemical genetics approach reveals H,K-ATPase-mediated membrane voltage is required for planarian head regeneration. , 2011, Chemistry & biology.

[36]  F. Ashcroft ATP-sensitive potassium channelopathies: focus on insulin secretion. , 2005, The Journal of clinical investigation.

[37]  D. Steiner,et al.  Sequence and functional expression in Xenopus oocytes of a human insulinoma and islet potassium channel. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[38]  D. Bayliss,et al.  Two-Pore-Domain (Kcnk) Potassium Channels: Dynamic Roles in Neuronal Function , 2003, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[39]  M. C. Mckay,et al.  Linoleic acid both enhances activation and blocks Kv1.5 and Kv2.1 channels by two separate mechanisms. , 2001, American journal of physiology. Cell physiology.

[40]  M. Andresen,et al.  Differential Distribution and Function of Hyperpolarization-Activated Channels in Sensory Neurons and Mechanosensitive Fibers , 2004, The Journal of Neuroscience.

[41]  R. Buhl,et al.  Pharmacological inhibition of IK 1 by PA‐6 in isolated rat hearts affects ventricular repolarization and refractoriness , 2016, Physiological reports.

[42]  W. Wadman,et al.  On the voltage‐dependent Ca2+ block of serotonin 5‐HT3 receptors: a critical role of intracellular phosphates , 2008, The Journal of physiology.

[43]  M. Levin,et al.  Left-right patterning in Xenopus conjoined twin embryos requires serotonin signaling and gap junctions. , 2015, The International journal of developmental biology.

[44]  R. Blakely,et al.  Drosophila Serotonin Transporters Have Voltage-Dependent Uptake Coupled to a Serotonin-Gated Ion Channel , 1997, The Journal of Neuroscience.

[45]  J. Sharpe,et al.  Positional information and reaction-diffusion: two big ideas in developmental biology combine , 2015, Development.

[46]  Laura N. Vandenberg,et al.  Neurally Derived Tissues in Xenopus laevis Embryos Exhibit a Consistent Bioelectrical Left-Right Asymmetry , 2012, Stem cells international.

[47]  C. Lange,et al.  The mechanism of anterior-posterior polarity control in planarians. , 1978, Differentiation; research in biological diversity.

[48]  Stephen H Wright,et al.  Generation of resting membrane potential. , 2004, Advances in physiology education.

[49]  L. Marton,et al.  The Polyamine Binding Site in Inward Rectifier K+ Channels , 2006, The Journal of general physiology.

[50]  K. Clarke,et al.  The Energetics of Ion Distribution: The Origin of the Resting Electric Potential of Cells , 2002, IUBMB life.

[51]  María Almuedo-Castillo,et al.  Wnt signaling in planarians: new answers to old questions. , 2012, The International journal of developmental biology.

[52]  R. Nusse,et al.  Wnt proteins. , 2012, Cold Spring Harbor perspectives in biology.

[53]  L. Britto,et al.  Neurotransmitter regulation of neural development: acetylcholine and nicotinic receptors. , 2002, Anais da Academia Brasileira de Ciencias.

[54]  Michael Levin,et al.  Induction of Vertebrate Regeneration by a Transient Sodium Current , 2010, The Journal of Neuroscience.

[55]  Michael Levin,et al.  Bioelectric signaling regulates head and organ size during planarian regeneration , 2013, Development.

[56]  C. McCaig,et al.  Electrical dimensions in cell science , 2009, Journal of Cell Science.

[57]  Kirsten Morris,et al.  What is Hysteresis , 2011 .

[58]  K. Magleby,et al.  Single-channel kinetics of BK (Slo1) channels , 2014, Front. Physiol..

[59]  M. Levin,et al.  Transmembrane voltage potential is an essential cellular parameter for the detection and control of tumor development in a Xenopus model , 2013, Disease Models & Mechanisms.

[60]  Julio A. Hernández,et al.  A possible role for membrane depolarization in epithelial wound healing. , 2005, American journal of physiology. Cell physiology.

[61]  M. Boyett,et al.  A difference in inward rectification and polyamine block and permeation between the Kir2.1 and Kir3.1/Kir3.4 K+ channels , 2005, The Journal of physiology.

[62]  A. Noma,et al.  Voltage‐dependent magnesium block of adenosine‐triphosphate‐sensitive potassium channel in guinea‐pig ventricular cells. , 1987, The Journal of physiology.

[63]  L. Gentile,et al.  The planarian flatworm: an in vivo model for stem cell biology and nervous system regeneration , 2010, Disease Models & Mechanisms.

[64]  Michael Levin,et al.  smedinx-11 is a planarian stem cell gap junction gene required for regeneration and homeostasis , 2007, Development.

[65]  Javier Cervera,et al.  Bioelectrical Signals and Ion Channels in the Modeling of Multicellular Patterns and Cancer Biophysics , 2016, Scientific Reports.

[66]  Y Schiffmann,et al.  An hypothesis: phosphorylation fields as the source of positional information and cell differentiation--(cAMP, ATP) as the universal morphogenetic Turing couple. , 1991, Progress in biophysics and molecular biology.

[67]  T. Morgan,et al.  An examination of the problems of physiological “polarity” and of electrical polarity in the earthworm , 1904 .

[68]  Metabolic Gradients: A New System for Old Questions , 2008, Current Biology.

[69]  Erik P. Hoel,et al.  Quantifying causal emergence shows that macro can beat micro , 2013, Proceedings of the National Academy of Sciences.

[70]  Leonardo Beccari,et al.  The logic of gene regulatory networks in early vertebrate forebrain patterning , 2013, Mechanisms of Development.

[71]  Frank Jülicher,et al.  Scaling and regeneration of self-organized patterns. , 2014, Physical review letters.

[72]  Cunshuan Xu,et al.  Protein expression profiling in head fragments during planarian regeneration after amputation , 2015, Development Genes and Evolution.

[73]  Y. Schiffmann Segmentation and zooid formation in animals with a posterior growing region: the case for metabolic gradients and Turing waves. , 2004, Progress in biophysics and molecular biology.

[74]  H. W. Beams,et al.  Electrical control of morphogenesis in regenerating Dugesia tigrina. I. Relation of axial polarity to field strength. , 1952, Journal of cellular and comparative physiology.

[75]  M. Levin,et al.  Gap junctional signaling in pattern regulation: Physiological network connectivity instructs growth and form , 2017, Developmental neurobiology.

[76]  M. Levin,et al.  Regulation of cell behavior and tissue patterning by bioelectrical signals: challenges and opportunities for biomedical engineering. , 2012, Annual review of biomedical engineering.

[77]  Michael Levin,et al.  Transmembrane voltage potential controls embryonic eye patterning in Xenopus laevis , 2012, Development.

[78]  Michael Levin,et al.  Inferring Regulatory Networks from Experimental Morphological Phenotypes: A Computational Method Reverse-Engineers Planarian Regeneration , 2015, PLoS Comput. Biol..

[79]  I. So,et al.  ATP-sensitive K(+) channels composed of Kir6.1 and SUR2B subunits in guinea pig gastric myocytes. , 2002, American journal of physiology. Gastrointestinal and liver physiology.

[80]  John M. Allen,et al.  Regeneration in Invertebrates: Model Systems , 2016 .

[81]  F. Kortüm,et al.  Mutations in KCNH1 and ATP6V1B2 cause Zimmermann-Laband syndrome , 2015, Nature Genetics.

[82]  Ryan D Morrie,et al.  V‐ATPase‐dependent ectodermal voltage and ph regionalization are required for craniofacial morphogenesis , 2011, Developmental dynamics : an official publication of the American Association of Anatomists.

[83]  Jean Dimmitt,et al.  Electrical control of morphogenesis in regenerating Dugesia tigrina. II. Potential gradient vs. current density as control factors. , 1952, Journal of cellular and comparative physiology.

[84]  H. G. Ferreira,et al.  Determination of ionic permeability coefficients of the plasma membrane of Xenopus laevis oocytes under voltage clamp. , 1989, The Journal of physiology.

[85]  Michael Levin,et al.  General principles for measuring resting membrane potential and ion concentration using fluorescent bioelectricity reporters. , 2012, Cold Spring Harbor protocols.

[86]  A. Haghighi,et al.  Neuronal Nicotinic Acetylcholine Receptors Are Blocked by Intracellular Spermine in a Voltage-Dependent Manner , 1998, The Journal of Neuroscience.

[87]  M. Arnone,et al.  A dynamic regulatory network explains ParaHox gene control of gut patterning in the sea urchin , 2014, Development.

[88]  Sigrid A. Langhans,et al.  Cancer as a channelopathy: ion channels and pumps in tumor development and progression , 2015, Front. Cell. Neurosci..

[89]  David L. Kaplan,et al.  Membrane Potential Controls Adipogenic and Osteogenic Differentiation of Mesenchymal Stem Cells , 2008, PloS one.

[90]  A. Mathews ELECTRICAL POLARITY IN THE HYDROIDS , 1903 .

[91]  James Sharpe,et al.  Data-driven modelling of a gene regulatory network for cell fate decisions in the growing limb bud , 2015, Molecular systems biology.

[92]  A. Sater,et al.  Analysis of growth factor signaling in embryos , 2006 .

[93]  E. Bates,et al.  Ion channels in development and cancer. , 2015, Annual review of cell and developmental biology.

[94]  Hans Meinhardt,et al.  Models of biological pattern formation: from elementary steps to the organization of embryonic axes. , 2008, Current topics in developmental biology.

[95]  F. Ashcroft,et al.  How ATP Inhibits the Open KATP Channel , 2008, The Journal of general physiology.

[96]  Michael Levin,et al.  A linear-encoding model explains the variability of the target morphology in regeneration , 2014, Journal of The Royal Society Interface.

[97]  Takashi Gojobori,et al.  Long-range neural and gap junction protein-mediated cues control polarity during planarian regeneration. , 2010, Developmental biology.

[98]  Deepali Jhamb,et al.  Network based transcription factor analysis of regenerating axolotl limbs , 2011, BMC Bioinformatics.

[99]  J. Taylor,et al.  Epidermal growth factor. Physical and chemical properties. , 1972, The Journal of biological chemistry.

[100]  E. J. Lund Experimental control of organic polarity by the electric current. IV. The quantitative relations between current density, orientation, and inhibition of regeneration , 1924 .

[101]  A. Alcaraz,et al.  Membrane potential bistability in nonexcitable cells as described by inward and outward voltage-gated ion channels. , 2014, The journal of physical chemistry. B.

[102]  B. Jansson Potassium, sodium, and cancer: a review. , 1996, Journal of environmental pathology, toxicology and oncology : official organ of the International Society for Environmental Toxicology and Cancer.

[103]  F. Cornelius,et al.  Investigation of the enzymatic activity of the Na+,K+-ATPase via isothermal titration microcalorimetry. , 2010, Biochimica et biophysica acta.

[104]  M. Levin,et al.  Exploring Instructive Physiological Signaling with the Bioelectric Tissue Simulation Engine , 2016, Front. Bioeng. Biotechnol..

[105]  Teresa Adell,et al.  Gradients in planarian regeneration and homeostasis. , 2010, Cold Spring Harbor perspectives in biology.

[106]  A. Masotti,et al.  Keppen-Lubinsky syndrome is caused by mutations in the inwardly rectifying K+ channel encoded by KCNJ6. , 2015, American journal of human genetics.

[107]  David L. Kaplan,et al.  Genome‐wide analysis reveals conserved transcriptional responses downstream of resting potential change in Xenopus embryos, axolotl regeneration, and human mesenchymal cell differentiation , 2015, Regeneration.

[108]  David L. Kaplan,et al.  Role of Membrane Potential in the Regulation of Cell Proliferation and Differentiation , 2009, Stem Cell Reviews and Reports.

[109]  M. L. Ujwal,et al.  Divalent metal-ion transporter DMT1 mediates both H+ -coupled Fe2+ transport and uncoupled fluxes , 2005, Pflügers Archiv.

[110]  S. Angers,et al.  Glutamate Transporter Coupling to Na,K-ATPase , 2009, The Journal of Neuroscience.

[111]  T. Keku,et al.  IGF-I and TGF-beta1 have distinct effects on phenotype and proliferation of intestinal fibroblasts. , 2002, American journal of physiology. Gastrointestinal and liver physiology.

[112]  W. R. Lieb,et al.  The two-pore-domain K(+) channels TREK-1 and TASK-3 are differentially modulated by copper and zinc. , 2004, Molecular Pharmacology.

[113]  Guy Karlebach,et al.  Modelling and analysis of gene regulatory networks , 2008, Nature Reviews Molecular Cell Biology.

[114]  Swati S. More,et al.  Role of organic cation transporter 3 (SLC22A3) and its missense variants in the pharmacologic action of metformin , 2010, Pharmacogenetics and genomics.

[115]  M. Levin,et al.  Light-activation of the Archaerhodopsin H+-pump reverses age-dependent loss of vertebrate regeneration: sparking system-level controls in vivo , 2013, Biology Open.

[116]  M. Levin,et al.  Serotonin Signaling Is a Very Early Step in Patterning of the Left-Right Axis in Chick and Frog Embryos , 2005, Current Biology.

[117]  V. Ganapathy,et al.  Cloning and Functional Characterization of a Potential-sensitive, Polyspecific Organic Cation Transporter (OCT3) Most Abundantly Expressed in Placenta* , 1998, The Journal of Biological Chemistry.

[118]  Hans Meinhardt,et al.  Beta‐catenin and axis formation in planarians , 2009, BioEssays : news and reviews in molecular, cellular and developmental biology.

[119]  Stephen L. Johnson,et al.  Bioelectric Signaling Regulates Size in Zebrafish Fins , 2014, PLoS genetics.

[120]  T. Moos,et al.  Divalent metal transporter 1 (DMT1) in the brain: implications for a role in iron transport at the blood-brain barrier, and neuronal and glial pathology , 2015, Front. Mol. Neurosci..

[121]  H. Kilbinger,et al.  Release of non‐neuronal acetylcholine from the isolated human placenta is mediated by organic cation transporters , 2001, British journal of pharmacology.

[122]  Jin Han,et al.  The direct modulatory activity of zinc toward ion channels , 2015, Integrative medicine research.

[123]  J. Bayascas,et al.  Planarian Hox genes: novel patterns of expression during regeneration. , 1997, Development.

[124]  Arthur Konnerth,et al.  Early postnatal switch in magnesium sensitivity of NMDA receptors in rat CA1 pyramidal cells , 1999, The Journal of physiology.

[125]  M. A. Stolow,et al.  Xenopus sonic hedgehog as a potential morphogen during embryogenesis and thyroid hormone-dependent metamorphosis , 1995, Nucleic Acids Res..

[126]  J. Cooke,et al.  Scale of body pattern adjusts to available cell number in amphibian embryos , 1981, Nature.

[127]  T. Lau,et al.  Expression of divalent metal transporter 1 (DMT1) isoforms in first trimester human placenta and embryonic tissues. , 2005, Human reproduction.

[128]  Dany S. Adams,et al.  Use of genetically encoded, light-gated ion translocators to control tumorigenesis , 2016, Oncotarget.

[129]  J. Miller,et al.  Electrophoretic repatterning of charged cytoplasmic molecules within tissues coupled by gap junctions by externally applied electric fields. , 1989, Developmental biology.

[130]  Michael Levin,et al.  Morphogenetic fields in embryogenesis, regeneration, and cancer: Non-local control of complex patterning , 2012, Biosyst..

[131]  M. Levin,et al.  The ATP-sensitive K(+)-channel (K(ATP)) controls early left-right patterning in Xenopus and chick embryos. , 2010, Developmental biology.

[132]  A. Mathie,et al.  Recovery of Current through Mutated TASK3 Potassium Channels Underlying Birk Barel Syndrome , 2014, Molecular Pharmacology.

[133]  Konstantinos Sousounis,et al.  Organ repair and regeneration: an overview. , 2012, Birth defects research. Part C, Embryo today : reviews.

[134]  R. Kramer,et al.  Optogenetics in Developmental Biology: using light to control ion flux-dependent signals in Xenopus embryos. , 2015, The International journal of developmental biology.

[135]  Bioelectric patterning during oogenesis: stage-specific distribution of membrane potentials, intracellular pH and ion-transport mechanisms in Drosophila ovarian follicles , 2015, BMC Developmental Biology.

[136]  J. R. Sachs Kinetic evaluation of the Na‐K pump reaction mechanism. , 1977, The Journal of physiology.

[137]  K. Williams,et al.  Binding of spermine and ifenprodil to a purified, soluble regulatory domain of the N‐methyl‐d‐aspartate receptor , 2008, Journal of neurochemistry.

[138]  J. Steinbach,et al.  Voltage‐dependent block by magnesium of neuronal nicotinic acetylcholine receptor channels in rat phaeochromocytoma cells. , 1991, The Journal of physiology.

[139]  Néstor J. Oviedo,et al.  Bioelectrical regulation of cell cycle and the planarian model system. , 2015, Biochimica et biophysica acta.

[140]  Jonathan Slack,et al.  Establishment of spatial pattern , 2014, Wiley interdisciplinary reviews. Developmental biology.

[141]  A. VanDongen,et al.  Activation Mechanisms of the NMDA Receptor , 2009 .

[142]  J. Rossant,et al.  Mouse embryonic chimeras: tools for studying mammalian development , 2003, Development.

[143]  Tsung-Han Lee,et al.  Sodium or potassium ions activate different kinetics of gill Na, K-ATPase in three seawater- and freshwater-acclimated euryhaline teleosts. , 2005, Journal of experimental zoology. Part A, Comparative experimental biology.

[144]  K. Igarashi,et al.  Different intracellular polyamine concentrations underlie the difference in the inward rectifier K+ currents in atria and ventricles of the guinea‐pig heart , 2005, The Journal of physiology.

[145]  T. Narahashi,et al.  Fipronil Is a Potent Open Channel Blocker of Glutamate-Activated Chloride Channels in Cockroach Neurons , 2004, Journal of Pharmacology and Experimental Therapeutics.

[146]  M. Levin,et al.  HDAC Activity Is Required during Xenopus Tail Regeneration , 2011, PloS one.

[147]  Michael Levin,et al.  Characterization of innexin gene expression and functional roles of gap-junctional communication in planarian regeneration. , 2005, Developmental biology.

[148]  M. Levin,et al.  Transmembrane potential of GlyCl-expressing instructor cells induces a neoplastic-like conversion of melanocytes via a serotonergic pathway , 2010, Disease Models & Mechanisms.

[149]  M. Levin,et al.  Endogenous Gradients of Resting Potential Instructively Pattern Embryonic Neural Tissue via Notch Signaling and Regulation of Proliferation , 2015, The Journal of Neuroscience.