Modeling basal ganglia microcircuits using spiking neurons

Basal ganglia and cerebellum have been implicated in critical roles related to control of voluntary motor movements for action selection and cognition. Basal ganglia primarily receive inputs from cortical areas as well as thalamic regions, and their functional architecture is parallel in nature which link several brain regions like cortex and thalamus. Striatum, substantia nigra, pallidum form different neuronal populations in basal ganglia circuit which were functionally distinct supporting sensorimotor, cognitive and emotional-motivational brain functions. In this paper, we have modelled and simulated basal ganglia neurons as well as basal ganglia circuit using integrate and fire neurons. Firing behaviour of subthalamic nucleus and global pallidus externa show how they modulate spike transmission in the circuit and could be used to model circuit dysfunctions in Parkinson's disease.

[1]  V. Srinivasa Chakravarthy,et al.  A spiking Basal Ganglia model of synchrony, exploration and decision making , 2015, Front. Neurosci..

[2]  Andreea C. Bostan,et al.  The basal ganglia communicate with the cerebellum , 2010, Proceedings of the National Academy of Sciences.

[3]  P. Strick,et al.  Basal ganglia and cerebellar loops: motor and cognitive circuits , 2000, Brain Research Reviews.

[4]  R. Llinás,et al.  Electrophysiology of globus pallidus neurons in vitro. , 1994, Journal of neurophysiology.

[5]  Nicholas T. Carnevale,et al.  The NEURON Simulation Environment , 1997, Neural Computation.

[6]  Firing patterns in substantia nigra compacta identified neurons in vitro. , 1995, Archives of medical research.

[7]  Wulfram Gerstner,et al.  Firing patterns in the adaptive exponential integrate-and-fire model , 2008, Biological Cybernetics.

[8]  B Bioulac,et al.  Relationship between the Appearance of Symptoms and the Level of Nigrostriatal Degeneration in a Progressive 1-Methyl-4-Phenyl-1,2,3,6-Tetrahydropyridine-Lesioned Macaque Model of Parkinson's Disease , 2001, The Journal of Neuroscience.

[9]  K. Doya Complementary roles of basal ganglia and cerebellum in learning and motor control , 2000, Current Opinion in Neurobiology.

[10]  Christian Callegari,et al.  Advances in Computing, Communications and Informatics (ICACCI) , 2015 .

[11]  G. E. Alexander,et al.  Functional architecture of basal ganglia circuits: neural substrates of parallel processing , 1990, Trends in Neurosciences.

[12]  Charles J. Wilson,et al.  Regulation of the timing and pattern of action potential generation in rat subthalamic neurons in vitro by GABA-A IPSPs. , 2002, Journal of neurophysiology.

[13]  C. Gerfen,et al.  Modulation of striatal projection systems by dopamine. , 2011, Annual review of neuroscience.

[14]  I. Stanford,et al.  Electrophysiological and morphological characteristics of three subtypes of rat globus pallidus neurone in vitro , 2000, The Journal of physiology.

[15]  Charles J. Wilson,et al.  Complex autonomous firing patterns of striatal low-threshold spike interneurons. , 2012, Journal of neurophysiology.

[16]  Cristina Tassorelli,et al.  Functional changes of the basal ganglia circuitry in Parkinson's disease , 2000, Progress in Neurobiology.

[17]  M. Hallett,et al.  The cerebellum in Parkinson’s disease , 2013, Brain : a journal of neurology.

[18]  Chaitanya Medini,et al.  Comparing Firing Properties of Two Interconnected Circuits to Understand Information Processing at Afferent Pathways , 2015 .

[19]  Shyam Diwakar,et al.  Computationally EfficientBio-realistic Reconstructions of Cerebellar Neuron Spiking Patterns , 2014, ICONIAAC '14.

[20]  Gerry Leisman,et al.  Cognitive-motor interactions of the basal ganglia in development , 2014, Front. Syst. Neurosci..

[21]  Peter L. Strick,et al.  The Cerebellum and Basal Ganglia are Interconnected , 2010, Neuropsychology Review.

[22]  Michael L. Hines,et al.  Functional Roles of Distributed Synaptic Clusters in the Mitral–Granule Cell Network of the Olfactory Bulb , 2010, Front. Integr. Neurosci..

[23]  Karl Mann,et al.  Neuroscience of Psychoactive Substance Use and Dependence , 2004 .

[24]  C. Wilson,et al.  Mechanisms Underlying Spontaneous Oscillation and Rhythmic Firing in Rat Subthalamic Neurons , 1999, The Journal of Neuroscience.