Biologically Plausible Models of Topographic Map Formation in the Somatosensory and Auditory Cortices

Computational models of the somatosensory and auditory systems have been constructed with the neurosimulator GENESIS. The somatosensory model consists of a cortical layer with 1024 pyramidal cells and 512 basket cells connected to a hand surface with 512 tactile receptors. The auditory model consists of a cortical layer with 2256 pyramidal cells and 1128 basket cells connected to a cochlea with 47 receptors. The models reproduce processes related to the formation and maintenance of somatotopic and tonotopic maps and exhibit several features observed in experiments with animals such as variability in the shapes and sizes of areas of cortical representation and, in the case of somatotopy, cortical magnification values in agreement with experimental findings and linear decay of receptive field overlap as a function of cortical distance between recording sites in normal conditions.

[1]  Marcelo B. Mazza,et al.  Computational model of topographic reorganization in somatosensory cortex in response to digit lesions , 1999, Neurocomputing.

[2]  G. Shepherd,et al.  A model of NMDA receptor-mediated activity in dendrites of hippocampal CA1 pyramidal neurons. , 1992, Journal of neurophysiology.

[3]  M M Merzenich,et al.  Representation of cochlea within primary auditory cortex in the cat. , 1975, Journal of neurophysiology.

[4]  T. Sejnowski,et al.  Simulations of cortical pyramidal neurons synchronized by inhibitory interneurons. , 1991, Journal of neurophysiology.

[5]  B. Connors,et al.  Electrophysiological properties of neocortical neurons in vitro. , 1982, Journal of neurophysiology.

[6]  C. Malsburg,et al.  How patterned neural connections can be set up by self-organization , 1976, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[7]  R. Llinás,et al.  Hippocampal pyramidal cells: significance of dendritic ionic conductances for neuronal function and epileptogenesis. , 1979, Journal of neurophysiology.

[8]  J. Kaas,et al.  Variability in hand surface representations in areas 3b and 1 in adult owl and squirrel monkeys , 1987, The Journal of comparative neurology.

[9]  T. H. Brown,et al.  Biophysical model of a Hebbian synapse. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[10]  Y. Kawaguchi,et al.  Groupings of nonpyramidal and pyramidal cells with specific physiological and morphological characteristics in rat frontal cortex. , 1993, Journal of neurophysiology.

[11]  J. Winer,et al.  Anatomy of layer IV in cat primary auditory cortex (AI) , 1984, The Journal of comparative neurology.

[12]  J. Pearson,et al.  Plasticity in the organization of adult cerebral cortical maps: a computer simulation based on neuronal group selection , 1987, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[13]  J. Kaas,et al.  Magnification, receptive-field area, and "hypercolumn" size in areas 3b and 1 of somatosensory cortex in owl monkeys. , 1980, Journal of neurophysiology.

[14]  T. Imig,et al.  Organization of auditory cortex in the owl monkey (Aotus trivirgatus) , 1977, The Journal of comparative neurology.

[15]  Yoshio Nakajima,et al.  Response characteristics of cutaneous mechanoreceptors to vibratory stimuli in human glabrous skin , 1995, Neuroscience Letters.

[16]  Michael Merzenich,et al.  Hebb-Type Dynamics is Sufficient to Account for the Inverse Magnification Rule in Cortical Somatotopy , 1990, Neural Computation.

[17]  Marilene de Pinho,et al.  A realistic computational model of formation and variability of tonotopic maps in the auditory cortex , 1999, Neurocomputing.

[18]  Bartlett W. Mel Synaptic integration in an excitable dendritic tree. , 1993, Journal of neurophysiology.

[19]  J. Kaas The organization of neocortex in mammals: implications for theories of brain function. , 1987, Annual review of psychology.