Neuronal Functional Diversity and Collective Behaviors

A major question in today’s neuroscience is how the brain’s complex operations and organization emerge from individual components. The robustness of neuronal properties with flexible linkages between regulatory processes conceivably accounts for the adaptive, tunable, multistable dynamics; the coding schemes; and the complexity of neuronal functional (sub)systems. Interneurons and neurotransmitter diversity, resonance phenomena due to properties of the cell, time/frequency-dependent activation of dedicated neuronal assemblies, and code- and frequency-specific oscillations interact in determining the brain functional setup and operations. Such an arrangement would also provide the functional requirements for access to neural mechanisms, dedicated neuronal circuitry and the proper timing allowing for the selective differentiation among cortical neurons due to performing in different tasks. No comprehensive theory or systematic methodological approach appears yet conceivable. The scenario, however incomplete and incompletely characterized, is nevertheless promising and warrants further investigation.

[1]  J. Bullier,et al.  Structural basis of cortical synchronization. I. Three types of interhemispheric coupling. , 1995, Journal of neurophysiology.

[2]  W. Singer,et al.  Long-range synchronization of oscillatory light responses in the cat retina and lateral geniculate nucleus , 1996, Nature.

[3]  David A. Ross,et al.  Inducing features from visual noise. , 2007, Journal of vision.

[4]  Mark A. Changizi,et al.  The Brain from 25,000 Feet: High Level Explorations Of Brain Complexity, Perception, Induction And Vagueness , 2010 .

[5]  Stephen F. Traynelis,et al.  Getting the most out of noise in the central nervous system , 1998, Trends in Neurosciences.

[6]  H. Markram,et al.  Organizing principles for a diversity of GABAergic interneurons and synapses in the neocortex. , 2000, Science.

[7]  W. Singer,et al.  Temporal coding in the visual cortex: new vistas on integration in the nervous system , 1992, Trends in Neurosciences.

[8]  R. Llinás The intrinsic electrophysiological properties of mammalian neurons: insights into central nervous system function. , 1988, Science.

[9]  M Marín-Padilla,et al.  Ontogenesis of the pyramidal cell of the mammalian neocortex and developmental cytoarchitectonics: A unifying theory , 1992, The Journal of comparative neurology.

[10]  T. Kanamaru Analysis of Synchronization Between Two Modules of Pulse Neural Networks with Excitatory and Inhibitory Connections , 2006 .

[11]  D. Ferster,et al.  The contribution of noise to contrast invariance of orientation tuning in cat visual cortex. , 2000, Science.

[12]  D. Contreras,et al.  Synchronization of fast (30-40 Hz) spontaneous cortical rhythms during brain activation , 1996, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[13]  Sergey M. Bezrukov,et al.  Noise-induced enhancement of signal transduction across voltage-dependent ion channels , 1995, Nature.

[14]  L. Maffei,et al.  Two firing patterns in the discharge of complex cells encoding different attributes of the visual stimulus , 2004, Experimental Brain Research.

[15]  M. Berger,et al.  High Gamma Power Is Phase-Locked to Theta Oscillations in Human Neocortex , 2006, Science.

[16]  W. Singer,et al.  Synchronization of Neural Activity across Cortical Areas Correlates with Conscious Perception , 2007, The Journal of Neuroscience.

[17]  W. Singer,et al.  Synchronization of Visual Responses between the Cortex, Lateral Geniculate Nucleus, and Retina in the Anesthetized Cat , 1998, The Journal of Neuroscience.

[18]  Dianqing Wu,et al.  Mouse Taste Buds Use Serotonin as a Neurotransmitter , 2005, The Journal of Neuroscience.

[19]  S. Shimojo,et al.  Parcellation and Area-Area Connectivity as a Function of Neocortex Size , 2005, Brain, Behavior and Evolution.

[20]  David T. J. Liley Fast Oscillations in Cortical Circuits, by Roger D. Traub, John G. R. Jefferys and Miles A. Whittington , 2000, Int. J. Neural Syst..

[21]  Massimo Riani,et al.  Visual Perception of Stochastic Resonance , 1997 .

[22]  W. Singer,et al.  Oscillatory Neuronal Synchronization in Primary Visual Cortex as a Correlate of Stimulus Selection , 2002, The Journal of Neuroscience.

[23]  A. Roskies The Binding Problem , 1999, Neuron.

[24]  B. Pakkenberg,et al.  Aging and the human neocortex , 2003, Experimental Gerontology.

[25]  W Singer,et al.  Visual feature integration and the temporal correlation hypothesis. , 1995, Annual review of neuroscience.

[26]  Peter König,et al.  Stimulus-Dependent Assembly Formation of Oscillatory Responses: III. Learning , 1992, Neural Computation.

[27]  W. Sannita,et al.  Abnormal waveform of the human pattern VEP: contribution from gamma oscillatory components. , 2007, Investigative ophthalmology & visual science.

[28]  W. Freeman,et al.  Fine temporal resolution of analytic phase reveals episodic synchronization by state transitions in gamma EEGs. , 2002, Journal of neurophysiology.

[29]  Keiichi Kitajo,et al.  Behavioral stochastic resonance within the human brain. , 2003, Physical review letters.

[30]  Ankoor S. Shah,et al.  An oscillatory hierarchy controlling neuronal excitability and stimulus processing in the auditory cortex. , 2005, Journal of neurophysiology.

[31]  W. Singer,et al.  Temporal Coding in the Brain , 1994, Research and Perspectives in Neurosciences.

[32]  C. Gray,et al.  Adaptive Coincidence Detection and Dynamic Gain Control in Visual Cortical Neurons In Vivo , 2003, Neuron.

[33]  M Stemmler,et al.  Lateral interactions in primary visual cortex: a model bridging physiology and psychophysics. , 1995, Science.

[34]  Kurt Wiesenfeld,et al.  Stochastic resonance and the benefits of noise: from ice ages to crayfish and SQUIDs , 1995, Nature.

[35]  J. Hounsgaard,et al.  Periodic High-Conductance States in Spinal Neurons during Scratch-Like Network Activity in Adult Turtles , 2005, The Journal of Neuroscience.

[36]  Ditto,et al.  Stochastic Resonance in a Neuronal Network from Mammalian Brain. , 1996, Physical review letters.

[37]  A. Aertsen,et al.  Spike synchronization and rate modulation differentially involved in motor cortical function. , 1997, Science.

[38]  Katsumi Aoki,et al.  Recent development of flow visualization , 2004, J. Vis..

[39]  R. Traub,et al.  Fast Oscillations in Cortical Circuits , 1999 .

[40]  K. Rapp,et al.  Membrane properties of an unusual intrinsically oscillating, wide‐field teleost retinal amacrine cell , 2002, The Journal of physiology.

[41]  L. Parkkonen,et al.  Modulation of brain and behavioural responses to cognitive visual stimuli with varying signal-to-noise ratios , 2006, Clinical Neurophysiology.

[42]  E. De Schutter,et al.  Resonant Synchronization in Heterogeneous Networks of Inhibitory Neurons , 2003, The Journal of Neuroscience.

[43]  R. Traub,et al.  Neuronal networks for induced ‘40 Hz’ rhythms , 1996, Trends in Neurosciences.

[44]  Gregoire Nicolis,et al.  Stochastic resonance , 2007, Scholarpedia.

[45]  Christof Koch,et al.  The role of single neurons in information processing , 2000, Nature Neuroscience.

[46]  Y. Yarom,et al.  Resonance, oscillation and the intrinsic frequency preferences of neurons , 2000, Trends in Neurosciences.

[47]  R. Miura,et al.  Subthreshold membrane resonance in neocortical neurons. , 1996, Journal of neurophysiology.

[48]  R. Douglas,et al.  Neuronal circuits of the neocortex. , 2004, Annual review of neuroscience.

[49]  G. Edelman,et al.  Consciousness and Complexity , 1998 .

[50]  I. Lampl,et al.  Subthreshold oscillations and resonant behavior: two manifestations of the same mechanism , 1997, Neuroscience.

[51]  V. Braitenberg Cell Assemblies in the Cerebral Cortex , 1978 .

[52]  G. Falk,et al.  Potentiation of ‘on’ bipolar cell flash responses by dim background light and cGMP in dogfish retinal slices , 2002, The Journal of physiology.

[53]  Walter G. Sannita,et al.  Individual variability, end-point effects and possible biases in electrophysiological research , 2006, Clinical Neurophysiology.

[54]  L. Optican,et al.  Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex. III. Information theoretic analysis. , 1987, Journal of neurophysiology.

[55]  C. Gray The Temporal Correlation Hypothesis of Visual Feature Integration Still Alive and Well , 1999, Neuron.

[56]  Signal-to-noise in neuromodulation , 1989, Trends in Neurosciences.

[57]  V. Bringuier,et al.  Synaptic origin and stimulus dependency of neuronal oscillatory activity in the primary visual cortex of the cat. , 1997, The Journal of physiology.

[58]  S. Kaplan The Physiology of Thought , 1950 .

[59]  D. W. Wheeler,et al.  Brightness Induction: Rate Enhancement and Neuronal Synchronization as Complementary Codes , 2006, Neuron.

[60]  G. Karmos,et al.  Entrainment of Neuronal Oscillations as a Mechanism of Attentional Selection , 2008, Science.

[61]  Karl J. Friston Another Neural Code? , 1997, NeuroImage.

[62]  F. Varela,et al.  Perception's shadow: long-distance synchronization of human brain activity , 1999, Nature.

[63]  W. Singer Synchronization of cortical activity and its putative role in information processing and learning. , 1993, Annual review of physiology.

[64]  K. Linkenkaer-Hansen,et al.  Early Neural Correlates of Conscious Somatosensory Perception , 2005, The Journal of Neuroscience.

[65]  R. Nieuwenhuys The neocortex , 1994, Anatomy and Embryology.

[66]  R. Eckhorn,et al.  Coherent oscillations: A mechanism of feature linking in the visual cortex? , 1988, Biological Cybernetics.

[67]  G. Deuschl,et al.  Recommendations for the practice of clinical neurophysiology: guidelines of the International Federation of Clinical Neurophysiology. , 1999, Electroencephalography and clinical neurophysiology. Supplement.

[68]  M. Brandt Visual and auditory evoked phase resetting of the alpha EEG. , 1997, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[69]  J. Lacaille,et al.  Interneuron Diversity series: Hippocampal interneuron classifications – making things as simple as possible, not simpler , 2003, Trends in Neurosciences.

[70]  E. Miller,et al.  Top-Down Versus Bottom-Up Control of Attention in the Prefrontal and Posterior Parietal Cortices , 2007, Science.

[71]  H. Barlow,et al.  Single Units and Sensation: A Neuron Doctrine for Perceptual Psychology? , 1972, Perception.

[72]  C. Stevens An evolutionary scaling law for the primate visual system and its basis in cortical function , 2001, Nature.

[73]  Masao Ito,et al.  Neurobiology: Internal model visualized , 2000, Nature.

[74]  R. W. Rodieck The First Steps in Seeing , 1998 .

[75]  R. Eckhorn,et al.  Contour decouples gamma activity across texture representation in monkey striate cortex. , 2000, Cerebral cortex.

[76]  R. Eckhorn,et al.  Stimulus-dependent modulations of correlated high-frequency oscillations in cat visual cortex. , 1997, Cerebral cortex.

[77]  L. M. Ward,et al.  Stochastic resonance and sensory information processing: a tutorial and review of application , 2004, Clinical Neurophysiology.

[78]  Frank C. Hoppensteadt,et al.  Bursts as a unit of neural information: selective communication via resonance , 2003, Trends in Neurosciences.

[79]  W. G. Sannita,et al.  Synchronized ∼15.0–35.0Hz oscillatory response to spatially modulated visual patterns in man , 1999, Neuroscience.

[80]  G. Buzsáki,et al.  Interneuron Diversity series: Circuit complexity and axon wiring economy of cortical interneurons , 2004, Trends in Neurosciences.

[81]  Ch. von der Malsburg,et al.  A neural cocktail-party processor , 1986, Biological Cybernetics.

[82]  Florentin Wörgötter,et al.  Stochastic resonance in visual cortical neurons: does the eye-tremor actually improve visual acuity? , 2002, Neurocomputing.

[83]  Shoichi Kai,et al.  Noise-induced entrainment and stochastic resonance in human brain waves. , 2002, Physical review letters.

[84]  C Koch,et al.  Complexity and the nervous system. , 1999, Science.

[85]  Peter König,et al.  Stimulus-Dependent Assembly Formation of Oscillatory Responses: I. Synchronization , 1991, Neural Computation.

[86]  G. Buzsáki,et al.  Neuronal Oscillations in Cortical Networks , 2004, Science.

[87]  J. Hounsgaard,et al.  Dendrite processing in more ways than one , 1989, Trends in Neurosciences.

[88]  Leila Reddy,et al.  A Single-Neuron Correlate of Change Detection and Change Blindness in the Human Medial Temporal Lobe , 2006, Current Biology.

[89]  Roland Heim,et al.  Theoretical Approaches to Complex Systems , 1978 .

[90]  R. Dürr,et al.  Inhibitory control of intrinsic hippocampal oscillations? , 2003, Brain Research.

[91]  F. E. Posthumus Meyjes,et al.  Recommendations for the practice of clinical neurophysiology Made by the international federation of societies for electroencephalography and clinical neurophysiology, xiii + 191 pages, illustrated, Elsevier Science Publishers, Amsterdam, New York, Oxford, 1983, US$ 9.95, Dfl 35.00 , 1984, Journal of the Neurological Sciences.

[92]  C. Gray,et al.  Chattering Cells: Superficial Pyramidal Neurons Contributing to the Generation of Synchronous Oscillations in the Visual Cortex , 1996, Science.

[93]  W. Singer,et al.  Precisely Synchronized Oscillatory Firing Patterns Require Electroencephalographic Activation , 1999, The Journal of Neuroscience.

[94]  John Rinzel,et al.  Influence of subthreshold nonlinearities on signal-to-noise ratio and timing precision for small signals in neurons: minimal model analysis. , 2003, Network.

[95]  120 Hz oscillations in the flash visual evoked potential are strictly phase-locked and limited to the first 100 ms , 2001, Visual Neuroscience.

[96]  W. Sannita Stimulus-specific oscillatory responses of the brain: a time/frequency-related coding process , 2000, Clinical Neurophysiology.

[97]  Nicolas Brunel,et al.  How Noise Affects the Synchronization Properties of Recurrent Networks of Inhibitory Neurons , 2006 .

[98]  C. Gross Genealogy of the “Grandmother Cell” , 2002, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[99]  Livio Narici,et al.  Time dynamics of stimulus- and event-related gamma band activity: contrast-VEPs and the visual P300 in man , 2001, Clinical Neurophysiology.

[100]  Mark A. Changizi The brain from 25,000 feet , 2003 .

[101]  B. McNaughton,et al.  Independent Codes for Spatial and Episodic Memory in Hippocampal Neuronal Ensembles , 2005, Science.

[102]  Todd W. Troyer,et al.  Factors affecting phase synchronization in integrate-and-fire oscillators , 2006, Journal of Computational Neuroscience.

[103]  P. Gruss,et al.  Generating neuronal diversity in the retina: one for nearly all , 2002, Trends in Neurosciences.

[104]  P König,et al.  Direct physiological evidence for scene segmentation by temporal coding. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[105]  A. Alonso,et al.  Noise from voltage-gated ion channels may influence neuronal dynamics in the entorhinal cortex. , 1998, Journal of neurophysiology.

[106]  S. Bressler The gamma wave: a cortical information carrier? , 1990, Trends in Neurosciences.

[107]  Riani,et al.  Stochastic resonance in the perceptual interpretation of ambiguous figures: A neural network model. , 1994, Physical review letters.

[108]  G. Laurent Dynamical representation of odors by oscillating and evolving neural assemblies , 1996, Trends in Neurosciences.

[109]  J. Lisman Bursts as a unit of neural information: making unreliable synapses reliable , 1997, Trends in Neurosciences.

[110]  J. Krüger,et al.  Recognizing the visual stimulus from neuronal discharges , 1991, Trends in Neurosciences.

[111]  Valentino Braitenberg,et al.  Brain Size and Number of Neurons: An Exercise in Synthetic Neuroanatomy , 2004, Journal of Computational Neuroscience.