From stimulus estimation to combination sensitivity: encoding and processing of amplitude and timing information in parallel, convergent sensory pathways

Information theoretical approaches to sensory processing in electric fish have focused on the encoding of amplitude modulations in a single sensory pathway in the South American gymnotiforms. To assess the generality of these studies, we investigated the encoding of amplitude and phase modulations in the distantly related African fish Gymnarchus. In both the amplitude- and time-coding pathways, primary afferents accurately estimated the time course of random modulations whereas hindbrain neurons extracted information about specific stimulus features. Despite exhibiting a clear preference for encoding amplitude or phase, afferents and hindbrain neurons could encode significant amounts of modulation of their nonpreferred attribute. Although no increase in feature extraction performance occurred where the two pathways converge in the midbrain, neurons there were increasingly sensitive to simultaneous modulation of both attributes. A shift from accurate stimulus estimation in the periphery to increasingly sparse representations of specific features appears to be a general strategy in electrosensory processing.

[1]  C. Koch,et al.  Methods in Neuronal Modeling: From Ions to Networks , 1998 .

[2]  Bruce A. Carlson,et al.  Behavioral responses to jamming and ‘phantom’ jamming stimuli in the weakly electric fish Eigenmannia , 2007, Journal of Comparative Physiology A.

[3]  Fabrizio Gabbiani,et al.  Coding of time-varying signals in spike trains of linear and half-wave rectifying neurons. , 1996, Network.

[4]  F Gabbiani,et al.  Feature Extraction by Burst-Like Spike Patterns in Multiple Sensory Maps , 1998, The Journal of Neuroscience.

[5]  Christof Koch,et al.  Stimulus Encoding and Feature Extraction by Multiple Sensory Neurons , 2002, The Journal of Neuroscience.

[6]  Fabrizio Gabbiani,et al.  Burst firing in sensory systems , 2004, Nature Reviews Neuroscience.

[7]  Carl D Hopkins,et al.  Convergent designs for electrogenesis and electroreception , 1995, Current Opinion in Neurobiology.

[8]  E. Batschelet Circular statistics in biology , 1981 .

[9]  Brent Doiron,et al.  Non-classical receptive field mediates switch in a sensory neuron's frequency tuning , 2003, Nature.

[10]  Walter Heiligenberg,et al.  Neural Nets in Electric Fish , 1991 .

[11]  M Konishi,et al.  Auditory Spatial Receptive Fields Created by Multiplication , 2001, Science.

[12]  R. H. Hamstra,et al.  Coding properties of two classes of afferent nerve fibers: high-frequency electroreceptors in the electric fish, Eigenmannia. , 1973, Journal of neurophysiology.

[13]  Brent Doiron,et al.  Parallel Processing of Sensory Input by Bursts and Isolated Spikes , 2004, The Journal of Neuroscience.

[14]  Alexander Borst,et al.  Information theory and neural coding , 1999, Nature Neuroscience.

[15]  J. Bastian Gain control in the electrosensory system mediated by descending inputs to the electrosensory lateral line lobe , 1986, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[16]  A. Rees,et al.  Neuronal responses to amplitude-modulated and pure-tone stimuli in the guinea pig inferior colliculus, and their modification by broadband noise. , 1989, The Journal of the Acoustical Society of America.

[17]  R Krahe,et al.  Robustness and variability of neuronal coding by amplitude-sensitive afferents in the weakly electric fish eigenmannia. , 2000, Journal of neurophysiology.

[18]  Emergence of temporal-pattern sensitive neurons in the midbrain of weakly electric fish Gymnarchus niloticus , 2002, Journal of Physiology-Paris.

[19]  John P. Miller,et al.  Assessing the Performance of Neural Encoding Models in the Presence of Noise , 2000, Journal of Computational Neuroscience.

[20]  Theofanis Sapatinas,et al.  Discriminant Analysis and Statistical Pattern Recognition , 2005 .

[21]  C. Carr,et al.  A time-comparison circuit in the electric fish midbrain. I. Behavior and physiology , 1986, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[22]  E D Young,et al.  Parallel processing in the nervous system: evidence from sensory maps. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[23]  C. Koch,et al.  Coding of time-varying electric field amplitude modulations in a wave-type electric fish. , 1996, Journal of neurophysiology.

[24]  M. Kawasaki,et al.  Neuronal circuitry for comparison of timing in the electrosensory lateral line lobe of the African wave-type electric fish Gymnarchus niloticus , 1996, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[25]  T. Bullock,et al.  Comparison of the jamming avoidance responses in Gymnotoid and Gymnarchid electric fish: A case of convergent evolution of behavior and its sensory basis , 1975, Journal of comparative physiology.

[26]  M. A. MacIver,et al.  Prey capture in the weakly electric fish Apteronotus albifrons: sensory acquisition strategies and electrosensory consequences. , 1999, The Journal of experimental biology.

[27]  Fabrizio Gabbiani,et al.  Principles of spike train analysis , 1996 .

[28]  M. Kawasaki,et al.  Stimulus selectivity is enhanced by voltage-dependent conductances in combination-sensitive neurons. , 2006, Journal of neurophysiology.

[29]  Joseph J. Pancrazio,et al.  Methods for characterizing interspike intervals and identifying bursts in neuronal activity , 2007, Journal of Neuroscience Methods.

[30]  Leonard Maler,et al.  Central Neuroanatomy of Electrosensory Systems in Fish , 2005 .

[31]  Maurice J Chacron,et al.  Receptive Field Organization Determines Pyramidal Cell Stimulus-Encoding Capability and Spatial Stimulus Selectivity , 2002, The Journal of Neuroscience.

[32]  William Bialek,et al.  Entropy and Information in Neural Spike Trains , 1996, cond-mat/9603127.

[33]  T. H. Bullock,et al.  The phylogenetic distribution of electroreception: Evidence for convergent evolution of a primitive vertebrate sense modality , 1983, Brain Research Reviews.

[34]  Walter Heiligenberg,et al.  How electroreceptors encode JAR-eliciting stimulus regimes: Reading trajectories in a phase-amplitude plane , 1981, Journal of comparative physiology.

[35]  M. Kawasaki,et al.  Ambiguous Encoding of Stimuli by Primary Sensory Afferents Causes a Lack of Independence in the Perception of Multiple Stimulus Attributes , 2006, The Journal of Neuroscience.

[36]  C E Carr,et al.  A time-comparison circuit in the electric fish midbrain. II. Functional morphology , 1986, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[37]  Masashi Kawasaki,et al.  Unitary giant synapses embracing a single neuron at the convergent site of time‐coding pathways of an electric fish, Gymnarchus niloticus , 2004, The Journal of comparative neurology.

[38]  D. M. Green,et al.  Signal detection theory and psychophysics , 1966 .

[39]  von der Emde G Active electrolocation of objects in weakly electric fish , 1999, The Journal of experimental biology.

[40]  B. Doiron,et al.  Interval coding. I. Burst interspike intervals as indicators of stimulus intensity. , 2007, Journal of neurophysiology.

[41]  M. Kawasaki,et al.  Independently evolved jamming avoidance responses employ identical computational algorithms: a behavioral study of the African electric fish, Gymnarchus niloticus , 1993, Journal of Comparative Physiology A.

[42]  William Bialek,et al.  Reading a Neural Code , 1991, NIPS.

[43]  Brent Doiron,et al.  Deterministic Multiplicative Gain Control with Active Dendrites , 2005, The Journal of Neuroscience.

[44]  Markus Forsberg,et al.  Functional morphology , 2004, ICFP '04.

[45]  Gerhard von der Emde,et al.  Discrimination of objects through electrolocation in the weakly electric fish, Gnathonemus petersii , 1990, Journal of Comparative Physiology A.

[46]  Gabbiani,et al.  Encoding and processing of sensory information in neuronal spike trains , 1999, The Journal of experimental biology.

[47]  W Heiligenberg,et al.  Ultrastructural studies of physiologically identified electrosensory afferent synapses in the gymnotiform fish, Eigenmannia , 1987, The Journal of comparative neurology.

[48]  A Moiseff,et al.  Time and intensity cues are processed independently in the auditory system of the owl , 1984, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[49]  T. Marill Detection theory and psychophysics , 1956 .

[50]  E. Fortune,et al.  New techniques for making whole-cell recordings from CNS neurons in vivo. , 1996 .

[51]  André Longtin,et al.  The cellular basis for parallel neural transmission of a high-frequency stimulus and its low-frequency envelope , 2006, Proceedings of the National Academy of Sciences.

[52]  Maurice J Chacron,et al.  Nonlinear information processing in a model sensory system. , 2006, Journal of neurophysiology.

[53]  M. Kawasaki,et al.  Nonlinear Response Properties of Combination-Sensitive Electrosensory Neurons in the Midbrain of Gymnarchus niloticus , 2004, The Journal of Neuroscience.

[54]  Joseph Bastian,et al.  Gain control in the electrosensory system: a role for the descending projections to the electrosensory lateral line lobe , 1986, Journal of Comparative Physiology A.

[55]  Masashi Kawasaki,et al.  Physiology of Tuberous Electrosensory Systems , 2005 .

[56]  John H. R. Maunsell,et al.  How parallel are the primate visual pathways? , 1993, Annual review of neuroscience.

[57]  C. Koch,et al.  From stimulus encoding to feature extraction in weakly electric fish , 1996, Nature.

[58]  Mark E. Nelson,et al.  Modeling Electrosensory and Mechanosensory Images during the Predatory Behavior of Weakly Electric Fish , 2002, Brain, Behavior and Evolution.

[59]  Brent Doiron,et al.  Inhibitory feedback required for network oscillatory responses to communication but not prey stimuli , 2003, Nature.

[60]  L. Maler,et al.  The cytology of the posterior lateral line lobe of high‐frequency weakly electric fish (gymnotidae): Dendritic differentiation and synaptic specificity in a simple cortex , 1981, The Journal of comparative neurology.

[61]  E I Knudsen,et al.  A neural map of auditory space in the owl. , 1978, Science.

[62]  Eric S Fortune,et al.  The decoding of electrosensory systems , 2006, Current Opinion in Neurobiology.

[63]  Nathaniel B Sawtell,et al.  From sparks to spikes: information processing in the electrosensory systems of fish , 2005, Current Opinion in Neurobiology.

[64]  G. von der Emde,et al.  Capacitance detection in the wave-type electric fish Eigenmannia during active electrolocation , 1998, Journal of Comparative Physiology A.

[65]  Masashi Kawasaki,et al.  Neuronal Sensitivity to Microsecond Time Disparities in the Electrosensory System of Gymnarchus niloticus , 2005, The Journal of Neuroscience.

[66]  Neil A. Macmillan,et al.  Detection Theory: A User's Guide , 1991 .

[67]  M. Kawasaki,et al.  Parallel Projection of Amplitude and Phase Information from the Hindbrain to the Midbrain of the African Electric Fish Gymnarchus niloticus , 1998, The Journal of Neuroscience.

[68]  J. Bastian,et al.  Plasticity of feedback inputs in the apteronotid electrosensory system. , 1999, The Journal of experimental biology.

[69]  L. Maler,et al.  Neural architecture of the electrosensory lateral line lobe: adaptations for coincidence detection, a sensory searchlight and frequency-dependent adaptive filtering , 1999, The Journal of experimental biology.