Brain-wide visual habituation networks in wild type and fmr1 zebrafish

Habituation is a form of learning during which animals stop responding to repetitive stimuli, and deficits in habituation are characteristics of several psychiatric disorders. Due to the technical challenges of measuring brain activity comprehensively and at cellular resolution, the brain-wide networks mediating habituation are poorly understood. Here we report brain-wide calcium imaging during visual learning in larval zebrafish as they habituate to repeated threatening loom stimuli. We show that different functional categories of loom-sensitive neurons are located in characteristic locations throughout the brain, and that both the functional properties of their networks and the resulting behavior can be modulated by stimulus saliency and timing. Using graph theory, we identify a principally visual circuit that habituates minimally, a moderately habituating midbrain population proposed to mediate the sensorimotor transformation, and downstream circuit elements responsible for higher order representations and the delivery of behavior. Zebrafish larvae carrying a mutation in the fmr1 gene have a systematic shift towards sustained premotor activity in this network, and show slower behavioral habituation. This represents the first description of a visual learning network across the brain at cellular resolution, and provides insights into the circuit-level changes that may occur in people with Fragile X syndrome and related psychiatric conditions.

[1]  G. Christoffersen,et al.  Habituation: Events in the history of its characterization and linkage to synaptic depression. A new proposed kinetic criterion for its identification , 1997, Progress in Neurobiology.

[2]  S. Schmid,et al.  BK Channels Mediate Synaptic Plasticity Underlying Habituation in Rats , 2017, The Journal of Neuroscience.

[3]  T. Abrams,et al.  Insights into a molecular switch that gates sensory neuron synapses during habituation in Aplysia , 2009, Neurobiology of Learning and Memory.

[4]  Ethan K. Scott,et al.  Integrative whole-brain neuroscience in larval zebrafish , 2018, Current Opinion in Neurobiology.

[5]  D. Glanzman,et al.  Rapid habituation of a touch-induced escape response in Zebrafish (Danio rerio) Larvae , 2019, PloS one.

[6]  S. Webb,et al.  Early enhanced processing and delayed habituation to deviance sounds in autism spectrum disorder , 2018, Brain and Cognition.

[7]  Peter Kirsch,et al.  Amygdala habituation: A reliable fMRI phenotype , 2014, NeuroImage.

[8]  H. López-Schier Neuroplasticity in the acoustic startle reflex in larval zebrafish , 2019, Current Opinion in Neurobiology.

[9]  Arno Klein,et al.  A reproducible evaluation of ANTs similarity metric performance in brain image registration , 2011, NeuroImage.

[10]  Giacomo Vivanti,et al.  Attention to novelty versus repetition: Contrasting habituation profiles in Autism and Williams syndrome , 2017, Developmental Cognitive Neuroscience.

[11]  E. Pnevmatikakis,et al.  NoRMCorre: An online algorithm for piecewise rigid motion correction of calcium imaging data , 2017, Journal of Neuroscience Methods.

[12]  E. Yaksi,et al.  Identification of a neuronal population in the telencephalon essential for fear conditioning in zebrafish , 2018, BMC Biology.

[13]  Y. Gutfreund,et al.  Saliency mapping in the optic tectum and its relationship to habituation , 2014, Front. Integr. Neurosci..

[14]  D. Glanzman,et al.  Long-term habituation of the C-start escape response in zebrafish larvae , 2016, Neurobiology of Learning and Memory.

[15]  D. McIntosh,et al.  Electrodermal responses to sensory stimuli in individuals with fragile X syndrome: a preliminary report. , 1999, American journal of medical genetics.

[16]  Habituation in goldfish (Carassius auratus) is impaired by increased interstimulus interval, interval variability, and telencephalic ablation. , 1990 .

[17]  Franziska M. Korb,et al.  Altered behavioral and amygdala habituation in high-functioning adults with autism spectrum disorder: an fMRI study , 2017, Scientific Reports.

[18]  Toshihiko Hosoya,et al.  Genetic Single-Cell Mosaic Analysis Implicates ephrinB2 Reverse Signaling in Projections from the Posterior Tectum to the Hindbrain in Zebrafish , 2007, The Journal of Neuroscience.

[19]  S. McKinney,et al.  Habituation in goldfish (Carassius auratus) is impaired by increased interstimulus interval, interval variability, and telencephalic ablation. , 1990, Behavioral neuroscience.

[20]  M. J. den Broeder,et al.  Generation and Characterization of Fmr1 Knockout Zebrafish , 2009, PloS one.

[21]  J. Hogenesch,et al.  A Genome-wide Screen Id entifies PAPP-AA-Mediated IGFR Signaling as a Novel Regulator of Habituation Learning , 2013 .

[22]  Alessandro Filosa,et al.  Feeding State Modulates Behavioral Choice and Processing of Prey Stimuli in the Zebrafish Tectum , 2016, Neuron.

[23]  G. Dawson,et al.  Altered Dynamics of the fMRI Response to Faces in Individuals with Autism , 2015, Journal of Autism and Developmental Disorders.

[24]  Pengcheng Zhou,et al.  CaImAn an open source tool for scalable calcium imaging data analysis , 2019, eLife.

[25]  M. Granato,et al.  Chemical modulation of memory formation in larval zebrafish , 2011, Proceedings of the National Academy of Sciences.

[26]  David L. Glanzman,et al.  Habituation in Aplysia: The Cheshire Cat of neurobiology , 2009, Neurobiology of Learning and Memory.

[27]  Haim Sompolinsky,et al.  Brain-wide Organization of Neuronal Activity and Convergent Sensorimotor Transformations in Larval Zebrafish , 2018, Neuron.

[28]  R. Gerlai Learning and memory in zebrafish (Danio rerio). , 2016, Methods in cell biology.

[29]  Ethan K. Scott,et al.  Diffuse light‐sheet microscopy for stripe‐free calcium imaging of neural populations , 2018, Journal of biophotonics.

[30]  Herwig Baier,et al.  Topography of a Visuomotor Transformation , 2018, Neuron.

[31]  Emmanuel Marquez-Legorreta,et al.  Visual escape in larval zebrafish: stimuli, circuits, and behavior , 2020 .

[32]  Stefan R. Pulver,et al.  Ultra-sensitive fluorescent proteins for imaging neuronal activity , 2013, Nature.

[33]  Timothy W. Dunn,et al.  Neural Circuits Underlying Visually Evoked Escapes in Larval Zebrafish , 2016, Neuron.

[34]  M. Saake,et al.  Brain correlates of short‐term habituation to repetitive electrical noxious stimulation , 2014, European journal of pain.

[35]  B. Glenthøj,et al.  Startle habituation, sensory, and sensorimotor gating in trauma-affected refugees with posttraumatic stress disorder , 2018, Psychological Medicine.

[36]  C. Rankin,et al.  Factors affecting habituation and recovery from habituation in the nematode Caenorhabditis elegans. , 1992, Behavioral neuroscience.

[37]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[38]  Catharine H. Rankin,et al.  Habituation is altered in neuropsychiatric disorders—A comprehensive review with recommendations for experimental design and analysis , 2017, Neuroscience & Biobehavioral Reviews.

[39]  Gerhard von der Emde,et al.  The “novelty response” in an electric fish response properties and habituation , 1999, Physiology & Behavior.

[40]  Ethan K. Scott,et al.  Cellular-Resolution Imaging of Vestibular Processing across the Larval Zebrafish Brain , 2018, Current Biology.

[41]  S. Zeng,et al.  Visual Cue-Discriminative Dopaminergic Control of Visuomotor Transformation and Behavior Selection , 2016, Neuron.

[42]  K. R. Ridderinkhof,et al.  Auditory change detection in fragile X syndrome males: A brain potential study , 2012, Clinical Neurophysiology.

[43]  M. Granato,et al.  In Vivo Ca(2+) Imaging Reveals that Decreased Dendritic Excitability Drives Startle Habituation. , 2015, Cell reports.

[44]  Juan Carlos Fernández,et al.  Multiobjective evolutionary algorithms to identify highly autocorrelated areas: the case of spatial distribution in financially compromised farms , 2014, Ann. Oper. Res..

[45]  Matthew W. Mosconi,et al.  Reduced habituation of auditory evoked potentials indicate cortical hyper-excitability in Fragile X Syndrome , 2016, Translational Psychiatry.

[46]  Daniel A. Jacobson,et al.  Regulation of low-threshold afferent activity may contribute to short-term habituation in Aplysia californica , 2011, Neurobiology of Learning and Memory.

[47]  Gilles Vanwalleghem,et al.  Luminance Changes Drive Directional Startle through a Thalamic Pathway , 2018, Neuron.

[48]  R. F. Thompson,et al.  Habituation: a model phenomenon for the study of neuronal substrates of behavior. , 1966, Psychological review.

[49]  D. Hessl,et al.  Electrocortical changes associated with minocycline treatment in fragile X syndrome , 2013, Journal of psychopharmacology.

[50]  Donald A. Wilson,et al.  Habituation revisited: An updated and revised description of the behavioral characteristics of habituation , 2009, Neurobiology of Learning and Memory.

[51]  D. Glanzman,et al.  Prolonged Habituation of the Gill-Withdrawal Reflex in Aplysia Depends on Protein Synthesis, Protein Phosphatase Activity, and Postsynaptic Glutamate Receptors , 2003, The Journal of Neuroscience.

[52]  A. Roach,et al.  Non-Associative Learning in Larval Zebrafish , 2008, Neuropsychopharmacology.

[53]  Gregory G. Brown,et al.  The neural correlates of habituation of response to startling tactile stimuli presented in a functional magnetic resonance imaging environment , 2006, Psychiatry Research: Neuroimaging.

[54]  K. Lu,et al.  Behavioral and Synaptic Circuit Features in a Zebrafish Model of Fragile X Syndrome , 2013, PloS one.

[55]  C. Rankin,et al.  Heat shock disrupts long-term memory consolidation in Caenorhabditis elegans. , 1995, Learning & memory.

[56]  Su Guo,et al.  The dorsal pallium in zebrafish, Danio rerio (Cyprinidae, Teleostei) , 2011, Brain Research.

[57]  Ethan K. Scott,et al.  Functional Profiles of Visual-, Auditory-, and Water Flow-Responsive Neurons in the Zebrafish Tectum , 2016, Current Biology.

[58]  S. Bookheimer,et al.  Neurobiology of Sensory Overresponsivity in Youth With Autism Spectrum Disorders. , 2015, JAMA psychiatry.

[59]  E. Isacoff,et al.  Neuromodulatory Regulation of Behavioral Individuality in Zebrafish , 2016, Neuron.

[60]  James E. Fitzgerald,et al.  Whole-brain activity mapping onto a zebrafish brain atlas , 2015, Nature Methods.

[61]  Richard F. Betzel,et al.  Organizing principles of whole-brain functional connectivity in zebrafish larvae , 2018, bioRxiv.

[62]  I. Temizer Looming-Evoked Escape Behavior and its Visual Pathway in the Larval Zebrafish , 2016 .

[63]  D. Binder,et al.  Matrix metalloproteinase-9 deletion rescues auditory evoked potential habituation deficit in a mouse model of Fragile X Syndrome , 2016, Neurobiology of Disease.

[64]  D. Glanzman,et al.  Learning and memory in zebrafish larvae , 2013, Front. Neural Circuits.

[65]  E. Kandel,et al.  A quantal analysis of the synaptic depression underlying habituation of the gill-withdrawal reflex in Aplysia. , 1974, Proceedings of the National Academy of Sciences of the United States of America.

[66]  John R Gray,et al.  Habituated visual neurons in locusts remain sensitive to novel looming objects , 2005, Journal of Experimental Biology.

[67]  J. Hemmi,et al.  Habituation under natural conditions: model predators are distinguished by approach direction , 2011, Journal of Experimental Biology.

[68]  Brian B. Avants,et al.  Symmetric diffeomorphic image registration with cross-correlation: Evaluating automated labeling of elderly and neurodegenerative brain , 2008, Medical Image Anal..

[69]  Halina Rubinsztein-Dunlop,et al.  Optical trapping of otoliths drives vestibular behaviours in larval zebrafish , 2017, Nature Communications.

[70]  Geoffrey E. Hinton,et al.  Visualizing Data using t-SNE , 2008 .

[71]  David Pfau,et al.  Simultaneous Denoising, Deconvolution, and Demixing of Calcium Imaging Data , 2016, Neuron.

[72]  F. Engert,et al.  Distributed Plasticity Drives Visual Habituation Learning in Larval Zebrafish , 2018, Current Biology.

[73]  William E. Allen,et al.  Ancestral Circuits for the Coordinated Modulation of Brain State , 2017, Cell.