Mathematical Models of Dopamine Metabolism in Parkinson’s Disease

As discussed in Chap. 1 and elsewhere in this volume, a feature of Parkinson’s disease (PD) is a reduction in dopamine concentration in the striatum, caused by progressive loss of dopamine neurons in the substantia nigra pars compacta. Dopamine is a crucial neurotransmitter that is involved in numerous physiological functions, and its role in PD has been studied extensively. However, the dynamics of dopamine in situ are not fully understood because it is affected by a large number of metabolites, other biological components, and an ill-characterized spectrum of environmental and genetic factors. This chapter describes the state of the art in mathematical models of dopamine metabolism and signal transduction. First, the topology of the dopamine pathway is reviewed. Second, the construction of two types of models is discussed. The first of these models targets dopamine metabolism in the presynaptic terminal, while the second describes dopamine-based signal transduction at the synapse and signal integration in the postsynaptic target neurons. The construction phase of symbolic models is followed by numerical configurations based on data. The resulting parameterized models are then compared with experimental and clinical observations as a means of testing their validity and predictive power. The best model is utilized to analyze ill-understood aspects of the role of dopamine in PD and to identify critical molecules and processes that might be potential therapeutical targets. Simulations of drugs targeting these sites are presented and evaluated with respect to their benefits, possible side effects, and downstream effects of perturbations in dopamine dynamics.

[1]  Sanford P. Markey,et al.  Chronic parkinsonism secondary to intravenous injection of meperidine analogues , 1979, Psychiatry Research.

[2]  D. Jacobowitz,et al.  A primate model of parkinsonism: selective destruction of dopaminergic neurons in the pars compacta of the substantia nigra by N-methyl-4-phenyl-1,2,3,6-tetrahydropyridine. , 1983, Proceedings of the National Academy of Sciences of the United States of America.

[3]  D. Graham Oxidative pathways for catecholamines in the genesis of neuromelanin and cytotoxic quinones. , 1978, Molecular pharmacology.

[4]  T. Archer,et al.  MPTP-induced hypoactivity in mice: reversal by L-dopa. , 1990, Pharmacology & toxicology.

[5]  S. Przedborski Pathogenesis of nigral cell death in Parkinson's disease. , 2005, Parkinsonism & related disorders.

[6]  Robert Roskoski Michaelis-Menten Kinetics , 2007 .

[7]  Leslie Greengard,et al.  A mathematical tool for exploring the dynamics of biological networks , 2007, Proceedings of the National Academy of Sciences.

[8]  H. Fernandez,et al.  Monamine Oxidase Inhibitors: Current and Emerging Agents for Parkinson Disease , 2007, Clinical neuropharmacology.

[9]  E O Voit,et al.  Steps of Modeling Complex Biological Systems , 2008, Pharmacopsychiatry.

[10]  M. Youdim,et al.  Monoamine oxidase: isoforms and inhibitors in Parkinson's disease and depressive illness , 2006, British journal of pharmacology.

[11]  R. Wightman,et al.  Dynamic Observation of Dopamine Autoreceptor Effects in Rat Striatal Slices , 1992, Journal of neurochemistry.

[12]  Eberhard O Voit,et al.  Computational analysis of determinants of dopamine (DA) dysfunction in DA nerve terminals , 2009, Synapse.

[13]  K. Vrana,et al.  Cytotoxic and genotoxic potential of dopamine , 1999, Journal of neuroscience research.

[14]  L. Vacca,et al.  Symptom relief in Parkinson disease by safinamide , 2006, Neurology.

[15]  M. Savageau Biochemical systems analysis. II. The steady-state solutions for an n-pool system using a power-law approximation. , 1969, Journal of theoretical biology.

[16]  Paul Greengard,et al.  A dopamine- and cyclic AMP-regulated phosphoprotein enriched in dopamine-innervated brain regions , 1983, Nature.

[17]  J. Girault,et al.  DARPP-32 is a robust integrator of dopamine and glutamate signals , 2006 .

[18]  G. Chang,et al.  The mechanism of action of MPTP and MPP+ on endogenous dopamine release from the rat corpus striatum superfused in vitro , 1986, Brain Research.

[19]  P. Greengard,et al.  Beyond the Dopamine Receptor: Review the DARPP-32/Protein Phosphatase-1 Cascade , 1999 .

[20]  T. Humby,et al.  Age‐related decline in striatal dopamine content and motor performance occurs in the absence of nigral cell loss in a genetic mouse model of Parkinson's disease , 2006, The European journal of neuroscience.

[21]  Ping Liu,et al.  Pathogenesis of Parkinson’s disease: oxidative stress, environmental impact factors and inflammatory processes , 2007, Neuroscience Bulletin.

[22]  Wesley E Bolch The Monte Carlo Method in Nuclear Medicine: Current Uses and Future Potential , 2010, Journal of Nuclear Medicine.

[23]  A Sorribas,et al.  Mathematical models of purine metabolism in man. , 1998, Mathematical biosciences.

[24]  Jeanette Kotaleski,et al.  Transient Calcium and Dopamine Increase PKA Activity and DARPP-32 Phosphorylation , 2006, PLoS Comput. Biol..

[25]  Gary W. Miller,et al.  Reduced Vesicular Storage of Dopamine Causes Progressive Nigrostriatal Neurodegeneration , 2007, The Journal of Neuroscience.

[26]  J. B. Justice,et al.  Modeling the dopaminergic nerve terminal , 1988, Journal of Neuroscience Methods.

[27]  E O Voit,et al.  Computational Modeling of Synaptic Neurotransmission as a Tool for Assessing Dopamine Hypotheses of Schizophrenia , 2010, Pharmacopsychiatry.

[28]  P. M. Chan,et al.  Mice with Very Low Expression of the Vesicular Monoamine Transporter 2 Gene Survive into Adulthood: Potential Mouse Model for Parkinsonism , 2001, Molecular and Cellular Biology.

[29]  J. Langston,et al.  Chronic Parkinsonism in humans due to a product of meperidine-analog synthesis. , 1983, Science.

[30]  Hugh J. Spencer Antagonism of cortical excitation of striatal neurons by glutamic acid diethyl ester: Evidence for glutamic acid as an excitatory transmitter in the rat striatum , 1976, Brain Research.

[31]  Eberhard O. Voit,et al.  Computational Systems Analysis of Dopamine Metabolism , 2008, PloS one.

[32]  M. Breteler,et al.  Epidemiology of Parkinson's disease , 2006, The Lancet Neurology.

[33]  Angus C Nairn,et al.  DARPP-32: an integrator of neurotransmission. , 2004, Annual review of pharmacology and toxicology.

[34]  B O Palsson,et al.  Mathematical modelling of dynamics and control in metabolic networks. I. On Michaelis-Menten kinetics. , 1984, Journal of theoretical biology.

[35]  J. Girault,et al.  In vivo release of [3H]γ-aminobutyric acid in the rat neostriatum—I. Characterization and topographical heterogeneity of the effects of dopaminergic and cholinergic agents , 1986, Neuroscience.

[36]  A. Toulouse,et al.  Progress in Parkinson's disease—Where do we stand? , 2008, Progress in Neurobiology.

[37]  T. Myöhänen,et al.  Distribution of catechol‐O‐methyltransferase (COMT) proteins and enzymatic activities in wild‐type and soluble COMT deficient mice , 2010, Journal of neurochemistry.

[38]  Nicolas Le Novère,et al.  DARPP-32 Is a Robust Integrator of Dopamine and Glutamate Signals , 2006, PLoS Comput. Biol..

[39]  M. Savageau Biochemical systems analysis. III. Dynamic solutions using a power-law approximation , 1970 .

[40]  E O Voit,et al.  Effects of Dopamine and Glutamate on Synaptic Plasticity: A Computational Modeling Approach for Drug Abuse as Comorbidity in Mood Disorders , 2011, Pharmacopsychiatry.

[41]  [A model of Parkinson's disease: effect of L-dopa therapy on movement parameters and electromyographic activity in monkeys treated with 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)]. , 1985, Comptes rendus des seances de la Societe de biologie et de ses filiales.

[42]  Beate Ritz,et al.  Gain-of-function haplotypes in the vesicular monoamine transporter promoter are protective for Parkinson disease in women. , 2006, Human molecular genetics.

[43]  Eberhard O. Voit,et al.  The internal state of medium spiny neurons varies in response to different input signals , 2010, BMC Systems Biology.

[44]  M. Savageau Biochemical systems analysis. II. The steady-state solutions for an n-pool system using a power-law approximation. , 1969, Journal of theoretical biology.

[45]  E. Pothos,et al.  D2-Like Dopamine Autoreceptor Activation Reduces Quantal Size in PC12 Cells , 1998, The Journal of Neuroscience.

[46]  C. Mytilineou,et al.  Studies on the mechanism of action of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP). , 1985, Life sciences.

[47]  J. Growdon,et al.  Effects of oral L-tyrosine administration on CSF tyrosine and homovanillic acid levels in patients with Parkinson's disease. , 1982, Life sciences.

[48]  H. Nijhout,et al.  Theoretical Biology and Medical Modelling Open Access Homeostatic Mechanisms in Dopamine Synthesis and Release: a Mathematical Model , 2022 .

[49]  H Ujike,et al.  VMAT2 knockout mice: heterozygotes display reduced amphetamine-conditioned reward, enhanced amphetamine locomotion, and enhanced MPTP toxicity. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[50]  M. Muenter,et al.  MAO and L-dopa treatment of Parkinson's disease. , 1990, Journal of neural transmission. Supplementum.