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Monte Carlo simulations of receptor dynamics: Insights into cell signaling

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Abstract

Many receptor-level processes involve the diffusion and reaction of receptors with other membrane-localized molecules. Monte Carlo simulation is a powerful technique that allows us to track the motions and discrete reactions of individual receptors, thus simulating receptor dynamics and the early events of signal transduction. In this paper, we discuss simulations of two receptor processes, receptor dimerization and G-protein activation. Our first set of simulations demonstrates how receptor dimerization can create clusters of receptors via partner switching and the relevance of this clustering for receptor cross-talk and integrin signaling. Our second set of simulations investigates the activation and desensitization of G-protein coupled receptors when either a single agonist or both an agonist and an antagonist are present. For G-protein coupled receptor systems in the presence of an agonist alone, the dissociation rate constant of agonist is predicted to affect the ratio of G-protein activation to receptor phosphorylation. Similarly, this ratio is affected by the antagonist dissociation rate constant when both agonist and antagonist are present. The relationship of simulation predictions to experimental findings and potential applications of our findings are also discussed.

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References

  • Angers S, Salahpour A, Joly E, Hilairet S, Chelsky D, Dennis M, Bouvier M (2000)Detection of b adrenergic receptor dimerization in living cells using bioluminescence resonance energy transfer (BRET).Proc Natl Acad Sci USA 97 (7):3684–3689.

    Google Scholar 

  • Benovic JL, Staniszewski C, Mayor F, Jr., Caron MG, Lefkowitz RJ (1988)B-adrenergic receptor kinase.Activity of partial agonists for stimulation of adenylate cyclase correlates with ability to promote receptor phosphorylation.J Biol Chem 263 (8):3893–3897.

    Google Scholar 

  • Berridge MJ (1997)Lymphocyte activation in health and disease. Crit Rev Immunol 17 (2):155–178.

    Google Scholar 

  • Bhalla US, Iyengar R (1999)Emergent properties of networks of biological signaling pathways.Science 283 (5400):381–387.

    Google Scholar 

  • Bray D (1998)Signaling complexes:Biophysical constraints on intracellular communication.Annu Rev Biophys Biomol Struct 27 59–75.

    Google Scholar 

  • Brinkerhoff CJ, Lindermann JJ (2004)Integrin dimerization and ligand organization:key components in integrin clustering for cell adhesion, Tissue Engineering, to appear.

  • Broday DM (2000)Diffusion of clusters of transmembrane proteins as a model of focal adhesion remodeling.Bull Math Biol 62 (5): 891–924.

    Google Scholar 

  • Bunemann M, Lee KB, Pals-Rylaarsdam R, Roseberry AG, Hosey MM (1999).Desensitization of G-protein-coupled receptors in the cardiovascular system.Annu Rev Physiol 61:169–192.

    Google Scholar 

  • Cornea A, Janovick JA, Maya-Nunez G, Conn PM (2001)Gonadotropin-releasing hormone receptor microaggregation.Rate monitored by fluorescence resonance energy transfer.J Biol Chem 276 (3):2153–2158.

    Google Scholar 

  • Faeder JR, Hlavacek WS, Reischl I, Blinov ML, Metzger H, Redondo A, Wofsy C, Goldstein B (2003)Investigation of early events in fc epsilon rimediated signaling using a detailed mathematical model.J Immunol 170 (7):3769–3781.

    Google Scholar 

  • Fishman GS (1996)Monte Carlo:Concepts, algorithms, and applications.New York: Springer-Verlag.

    Google Scholar 

  • Franks KM, Bartol TM, Jr., Sejnowski TJ (2002)A Monte Carlo model reveals independent signaling at central glutamatergic synapses.Biophys J 83 (5):2333–2348.

    Google Scholar 

  • Furchgott R (1966)The use of b haloalkylamines in the differentiation of receptors and in the determination of dissociation constants of receptor agonist complexes.In:Harper N, Simmonds A, eds. Advances in drug research 3.New York: Academic Press, 21–55.

    Google Scholar 

  • Gennis RB (1989)Biomembranes:Molecular structure and function. New York: Springer-Verlag.

    Google Scholar 

  • Gomes I, Jordan BA, Gupta A, Rios C, Trapaidze N, Devi LA (2001)G-protein coupled receptor dimerization:Implications in modulating receptor function.J Mol Med-Imm 79 (5–6):226–242.

    Google Scholar 

  • Graeser D, Neubig RR (1993)Compartmentation of receptors and guanine nucleotide-binding proteins in NG108–15 cells:Lack of cross-talk in agonist binding among the a-adrenergic, muscarinic, and opiate receptors.Mol Pharmacol 43 (3):434–443.

    Google Scholar 

  • Haugh JM (2002)A unified model for signal transduction reactions in cellular membranes.Biophys J 82 (2):591–604.

    Google Scholar 

  • Haugh JM, Lauffenburger DA (1998)Analysis of receptor internalization as a mechanism for modulating signal transduction.J Theor Biol 195 (2):187–218.

    Google Scholar 

  • Hebert TE, Bouvier M (1998)Structural and functional aspects of G protein-coupled receptor oligomerization.Biochem Cell Biol 76 (1): 1–11.

    Google Scholar 

  • Hoffman JF, Linderman JJ, Omann GM (1996)Receptor up-regulation, internalization, and interconverting receptor states.Critical components of a quantitative description of N-formyl peptide-receptor dynamics in the neutrophil.J Biol Chem 271 (31):18394–18404.

    Google Scholar 

  • Irvine DJ, Hue KA, Mayes AM, Griffith LG (2002)Simulations of cell-surface integrin binding to nanoscale-clustered adhesion ligands.Biophys J 82 120–132.

    Google Scholar 

  • Jockusch BM, Bubeck P, Giehl K, Kroemker M, Moschner J, Rothkegel M, Rudiger M, Schluter K, Stanke G, Winkler J (1995)The molecular architecture of focal adhesions.Annu Rev Cell Dev Biol 11:379–416.

    Google Scholar 

  • Kapur S, Seeman P (2001)Does fast dissociation from the dopamine D2 receptor explain the action of atypical antipsychotics?A new hypothesis.Am J Psychiatry 158 (3):360–369.

    Google Scholar 

  • Kenakin T (1993)Pharmacologic analysis of drug-receptor interaction.New York: Raven Press, Ltd.

    Google Scholar 

  • Kholodenko BN, Brown GC, Hoek JB (2000)Diffusion control of protein phosphorylation in signal transduction pathways.Biochem J 350 (3):901–907.

    Google Scholar 

  • Koo LY, Irvine DJ, Mayes AM, Lauffenburger DA, Griffith LG (2002)Co-regulation of cell adhesion by nanoscale RGD organization and mechanical stimulus.J Cell Sci 115 (7):1423–1433.

    Google Scholar 

  • Krupnick JG, Benovic JL (1998)The role of receptor kinases and arrestins in G protein-coupled receptor regulation.Annu Rev Pharmacol Toxicol 38:289–319.

    Google Scholar 

  • Laplantine E, Maurer P, Vallar L, Eble J, Paulsson M, Bruckner P, Kieffer N, Aumailley M (2002)The integrin b subunit cytoplasmic tail forms oligomers:A potential role in b integrin clustering. Biol Cell 94 (6):375–387.

    Google Scholar 

  • Lauffenburger D, Linderman JJ (1993)Receptors:Models for binding, trafficking, and signaling.New York: Oxford University Press.

    Google Scholar 

  • Lee KH, Dinner AR, Tu C, Campi G, Raychaudhuri S, Varma R, Sims TN, Burack WR, Wu H, Wang J, Kanagawa O, Markiewicz M, Allen PM, Dustin ML, Chakraborty AK, Shaw AS (2003)The immunological synapse balances T cell receptor signaling and degradation.Science 302 (5648):1218–1222.

    Google Scholar 

  • Lewis MM, Watts VJ, Lawler CP, Nichols DE, Mailman RB (1998) Homologous desensitization of the d1a dopamine receptor:Efficacy in causing desensitization dissociates from both receptor occupancy and functional potency.J Pharmacol Exp Ther 286 (1): 345–353.

    Google Scholar 

  • Li RH, Babu CR, Lear JD, Wand AJ, Bennett JS, DeGrado WF (2001)Oligomerization of the integrin a b:Roles of the transmembrane and cytoplasmic domains.P Natl Acad Sci USA 98 (22):12462–12467.

    Google Scholar 

  • Li RH, Mitra N, Gratkowski H, Vilaire G, Litvinov R, Nagasami C, Weisel JW, Lear JD, DeGrado WF, Bennett JS (2003)Activation of integrin a b by modulation of transmembrane helix associations.Science 300 (5620):795–798.

    Google Scholar 

  • Liang Y, Fotiadis D, Filipek S, Saperstein DA, Palczewski K, Engel A (2003)Organization of the G protein-coupled receptors rhodopsin and opsin in native membranes.J Biol Chem 278 (24):21655–21662.

    Google Scholar 

  • Linderman JJ (2000)Kinetic modeling approaches to understanding ligand efficacy.In:Kenakin T, Angus J, eds.The pharmacology of functional, biochemical, and recombinant receptor systems 148. New York: Springer-Verlag, 119–146.

    Google Scholar 

  • Mahama PA, Linderman JJ (1994)A Monte Carlo study of the dynamics of G-protein activation.Biophys J 67 (3):1345–1357.

    Google Scholar 

  • Mahama PA, Linderman JJ (1995)Monte Carlo simulations of membrane signal transduction events:Effect of receptor blockers on G-protein activation.Ann Biomed Eng 23 (3):299–307.

    Google Scholar 

  • Miyamoto S, Akiyama SK, Yamada KM (1995).Synergistic roles for receptor occupancy and aggregation in integrin transmembrane function.Science 267 (5199):883–885.

    Google Scholar 

  • Myou S, Zhu X, Boetticher E, Qin Y, Myo S, Meliton A, Lambertino A, Munoz NM, Hamann KJ, Leff AR (2002)Regulation of adhesion of AML14.3D10 cells by surface clustering of b-integrin caused by ERK-independent activation of cPLA2.Immunology 107 (1):77–85.

    Google Scholar 

  • Resat H, Ewald JA, Dixon DA, Wiley HS (2003)An integrated model of epidermal growth factor receptor trafficking and signal transduction.Biophys J 85 (2):730–743.

    Google Scholar 

  • Riccobene TA, Omann GM, Linderman JJ (1999)Modeling activation and desensitization of G-protein coupled receptors provides insight into ligand efficacy.J Theor Biol 200:207–222.

    Google Scholar 

  • Rios CD, Jordan BA, Gomes I, Devi LA (2001)G-protein-coupled receptor dimerization:Modulation of receptor function.Pharmacol Ther 92 (2–3):71–87.

    Google Scholar 

  • Rocheville M, Lange DC, Kumar U, Patel SC, Patel RC, Patel YC (2000)Receptors for dopamine and somatostatin:Formation of hetero-oligomers with enhanced functional activity.Science 288 (5463):154–157.

    Google Scholar 

  • Rodriguez-Frade JM, Vila-Coro AJ, de Ana AM, Albar JP, Martinez AC, Mellado M (1999)The chemokine monocyte chemoattractant protein-1 induces functional responses through dimerization of its receptor ccr2.Proc Natl Acad Sci USA 96 (7):3628–3633.

    Google Scholar 

  • Rowley JA, Sun ZX, Goldman D, Mooney DJ (2002)Biomaterials to spatially regulate cell fate.Adv Mater 14 (12):886–889.

    Google Scholar 

  • Sander LM (2000)Diffusion-limited aggregation:A kinetic critical phenomenon?Contemp Phys 41 (4):203–218.

    Google Scholar 

  • Saxton MJ (2002)Chemically limited reactions on a percolation cluster.J Chem Phys 116 (1):203–208.

    Google Scholar 

  • Seeman P (2002)A typical antipsychotics:Mechanism of action. Can J Psychiatry 47 (1):27–38.

    Google Scholar 

  • Shea LD, Omann GM, Linderman JJ (1997)Calculation of diffusion-limited kinetics for the reactions in collision coupling and receptor cross-linking.Biophys J 73 (6):2949–2959.

    Google Scholar 

  • Shim J, Bersano-Begey TF, Zhu X, Tkaczyk AH, Linderman JJ, Takayama S (2003)Micrond nanotechnologies for studying cellular function.Curr Top Med Chem 3 (6):687–703.

    Google Scholar 

  • Shimizu TS, Aksenov SV, Bray D (2003)A spatially extended stochastic model of the bacterial chemotaxis signalling pathway.J Mol Biol 329 (2):291–309.

    Google Scholar 

  • Stephenson RP (1956)A modification of receptor theory.Br J Pharmacol 11 (4):379–393.

    Google Scholar 

  • Stock J, Surette M (1996)In:Neidhardt F, eds.Chemotaxis. Washington, D.C.: Am Soc Microbiol.

    Google Scholar 

  • Woolf PJ, Kenakin TP, Linderman JJ (2001)Uncovering biases in high throughput screens of G-protein coupled receptors.J Theor Biol 208 (4):403–418.

    Google Scholar 

  • Woolf PJ, Linderman JJ (2000)From the static to the dynamic: Three models of signal transduction in G-protein coupled receptors.In:Christopoulos A, eds.Biomedical applications of computer modeling, 87–108.

  • Woolf PJ, Linderman JJ (2003)Self organization of membrane proteins via dimerization.Biophys Chem 104 (1):217–227.

    Google Scholar 

  • Woolf PJ, Linderman JJ (2003a)Untangling ligand induced activation and desensitization of G-protein-coupled receptors.Biophys J 84 (1):3–13.

    Google Scholar 

  • Woolf PJ, Lindermann JJ (2004)An algebra of dimerization and its implications for G-protein coupled receptor signalling.J Theor Biol 229 (2):157–168.

    Google Scholar 

  • Yu W, Hao JX, Xu XJ, Wiesenfeld-Hallin Z (1997)The development of morphine tolerance and dependence in rats with chronic pain.Brain Res 756 (1–2):141–146.

    Google Scholar 

  • Zhang J, Ferguson SS, Barak LS, Bodduluri SR, Laporte SA, Law PY, Caron MG (1998)Role for G protein-coupled receptor kinase in agonist-specific regulation of mu-opioid receptor responsiveness. Proc Natl Acad Sci USA 95 (12):7157–7162.

    Google Scholar 

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Brinkerhoff, C.J., Woolf, P.J. & Linderman, J.J. Monte Carlo simulations of receptor dynamics: Insights into cell signaling. Histochem J 35, 667–677 (2004). https://doi.org/10.1007/s10735-004-2663-y

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