A platform for brain-wide imaging and reconstruction of individual neurons

The structure of axonal arbors controls how signals from individual neurons are routed within the mammalian brain. However, the arbors of very few long-range projection neurons have been reconstructed in their entirety, as axons with diameters as small as 100 nm arborize in target regions dispersed over many millimeters of tissue. We introduce a platform for high-resolution, three-dimensional fluorescence imaging of complete tissue volumes that enables the visualization and reconstruction of long-range axonal arbors. This platform relies on a high-speed two-photon microscope integrated with a tissue vibratome and a suite of computational tools for large-scale image data. We demonstrate the power of this approach by reconstructing the axonal arbors of multiple neurons in the motor cortex across a single mouse brain. DOI: http://dx.doi.org/10.7554/eLife.10566.001

[1]  W. Webb,et al.  Nonlinear magic: multiphoton microscopy in the biosciences , 2003, Nature Biotechnology.

[2]  Stephan Saalfeld,et al.  CATMAID: collaborative annotation toolkit for massive amounts of image data , 2009, Bioinform..

[3]  Partha P. Mitra,et al.  The Circuit Architecture of Whole Brains at the Mesoscopic Scale , 2014, Neuron.

[4]  D. Pinault,et al.  A novel single-cell staining procedure performed in vivo under electrophysiological control: morpho-functional features of juxtacellularly labeled thalamic cells and other central neurons with biocytin or Neurobiotin , 1996, Journal of Neuroscience Methods.

[5]  M. Jouvet,et al.  Iontophoretic application of unconjugated cholera toxin B subunit (CTb) combined with immunohistochemistry of neurochemical substances: a method for transmitter identification of retrogradely labeled neurons , 1990, Brain Research.

[6]  Johannes E. Schindelin,et al.  TrakEM2 Software for Neural Circuit Reconstruction , 2012, PloS one.

[7]  K. Svoboda,et al.  Cell Type-Specific Structural Plasticity of Axonal Branches and Boutons in the Adult Neocortex , 2006, Neuron.

[8]  F. Del Bene,et al.  Optical Sectioning Deep Inside Live Embryos by Selective Plane Illumination Microscopy , 2004, Science.

[9]  Frank Bradke,et al.  Three-dimensional imaging of solvent-cleared organs using 3DISCO , 2012, Nature Protocols.

[10]  R. Turner,et al.  Corticostriatal Activity in Primary Motor Cortex of the Macaque , 2000, The Journal of Neuroscience.

[11]  K. Svoboda,et al.  Diverse Modes of Axon Elaboration in the Developing Neocortex , 2005, PLoS biology.

[12]  Torsten Rohlfing,et al.  Bead-based mosaicing of single plane illumination microscopy images using geometric local descriptor matching , 2009, Medical Imaging.

[13]  K. Deisseroth,et al.  CLARITY for mapping the nervous system , 2013, Nature Methods.

[14]  Srinivas C. Turaga,et al.  Machines that learn to segment images: a crucial technology for connectomics , 2010, Current Opinion in Neurobiology.

[15]  Atsushi Miyawaki,et al.  Scale: a chemical approach for fluorescence imaging and reconstruction of transparent mouse brain , 2011, Nature Neuroscience.

[16]  T. Kita,et al.  The Subthalamic Nucleus Is One of Multiple Innervation Sites for Long-Range Corticofugal Axons: A Single-Axon Tracing Study in the Rat , 2012, The Journal of Neuroscience.

[17]  C. Gerfen,et al.  An anterograde neuroanatomical tracing method that shows the detailed morphology of neurons, their axons and terminals: Immunohistochemical localization of an axonally transported plant lectin,Phaseolus vulgaris leucoagglutinin (PHA-L) , 1984, Brain Research.

[18]  J. Dowson,et al.  Quantitative studies of the autofluorescence derived from neuronal lipofuscin , 1981, Journal of microscopy.

[19]  Ian R. Wickersham,et al.  Retrograde neuronal tracing with a deletion-mutant rabies virus , 2007, Nature Methods.

[20]  J. Sanes,et al.  Improved tools for the Brainbow toolbox. , 2013, Nature methods.

[21]  C. Wilson,et al.  Spontaneous firing patterns and axonal projections of single corticostriatal neurons in the rat medial agranular cortex. , 1994, Journal of neurophysiology.

[22]  G. Shepherd,et al.  Three-Dimensional Structure and Composition of CA3→CA1 Axons in Rat Hippocampal Slices: Implications for Presynaptic Connectivity and Compartmentalization , 1998, The Journal of Neuroscience.

[23]  A. Reiner,et al.  Pathway tracing using biotinylated dextran amines , 2000, Journal of Neuroscience Methods.

[24]  Hao Wu,et al.  Complete morphologies of basal forebrain cholinergic neurons in the mouse , 2014, eLife.

[25]  N. Renier,et al.  iDISCO: A Simple, Rapid Method to Immunolabel Large Tissue Samples for Volume Imaging , 2014, Cell.

[26]  Takeshi Imai,et al.  SeeDB: a simple and morphology-preserving optical clearing agent for neuronal circuit reconstruction , 2013, Nature Neuroscience.

[27]  C. Wilson,et al.  Projection subtypes of rat neostriatal matrix cells revealed by intracellular injection of biocytin , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[28]  Tianyi Mao,et al.  A comprehensive thalamocortical projection map at the mesoscopic level , 2014, Nature Neuroscience.

[29]  Karel Svoboda,et al.  The Functional Properties of Barrel Cortex Neurons Projecting to the Primary Motor Cortex , 2010, The Journal of Neuroscience.

[30]  B. Sakmann,et al.  Three-dimensional axon morphologies of individual layer 5 neurons indicate cell type-specific intracortical pathways for whisker motion and touch , 2011, Proceedings of the National Academy of Sciences.

[31]  Karel Svoboda,et al.  ScanImage: Flexible software for operating laser scanning microscopes , 2003, Biomedical engineering online.

[32]  K. Horikawa,et al.  A versatile means of intracellular labeling: injection of biocytin and its detection with avidin conjugates , 1988, Journal of Neuroscience Methods.

[33]  Nathan C Shaner,et al.  A guide to choosing fluorescent proteins , 2005, Nature Methods.

[34]  A. Reiner,et al.  Biotinylated dextran amine as an anterograde tracer for single- and double-labeling studies , 1992, Journal of Neuroscience Methods.

[35]  Mark T. Harnett,et al.  Nonlinear dendritic integration of sensory and motor input during an active sensing task , 2012, Nature.

[36]  György Buzsáki,et al.  Three-dimensional reconstruction of the axon arbor of a CA3 pyramidal cell recorded and filled in vivo , 2007, Brain Structure and Function.

[37]  Jeremy Nathans,et al.  Genetically-Directed, Cell Type-Specific Sparse Labeling for the Analysis of Neuronal Morphology , 2008, PloS one.

[38]  Anthony J. Movshon,et al.  Visual Response Properties of Striate Cortical Neurons Projecting to Area MT in Macaque Monkeys , 1996, The Journal of Neuroscience.

[39]  E. Callaway,et al.  Parallel processing strategies of the primate visual system , 2009, Nature Reviews Neuroscience.

[40]  E. Kuramoto,et al.  A morphological analysis of thalamocortical axon fibers of rat posterior thalamic nuclei: a single neuron tracing study with viral vectors. , 2012, Cerebral cortex.

[41]  S. Mori,et al.  White matter atlases based on diffusion tensor imaging , 2009, Current opinion in neurology.

[42]  Hanchuan Peng,et al.  Virtual finger boosts three-dimensional imaging and microsurgery as well as terabyte volume image visualization and analysis , 2014, Nature Communications.

[43]  Srinivas C. Turaga,et al.  Connectomic reconstruction of the inner plexiform layer in the mouse retina , 2013, Nature.

[44]  T. Kaneko,et al.  In Vivo Transduction of Central Neurons Using Recombinant Sindbis Virus , 2001, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[45]  T. Cutforth,et al.  Sensory maps in the olfactory cortex defined by long-range viral tracing of single neurons , 2011, Nature.

[46]  Nikola T. Markov,et al.  A Weighted and Directed Interareal Connectivity Matrix for Macaque Cerebral Cortex , 2012, Cerebral cortex.

[47]  Julio Chapeton,et al.  Active learning of neuron morphology for accurate automated tracing of neurites , 2014, Front. Neuroanat..

[48]  Zengcai V. Guo,et al.  A motor cortex circuit for motor planning and movement , 2015, Nature.

[49]  Shaoqun Zeng,et al.  Continuously tracing brain-wide long-distance axonal projections in mice at a one-micron voxel resolution , 2013, NeuroImage.

[50]  G. Shepherd Corticostriatal connectivity and its role in disease , 2013, Nature Reviews Neuroscience.

[51]  Arthur W. Wetzel,et al.  Network anatomy and in vivo physiology of visual cortical neurons , 2011, Nature.

[52]  E. Kuramoto,et al.  Two types of thalamocortical projections from the motor thalamic nuclei of the rat: a single neuron-tracing study using viral vectors. , 2009, Cerebral cortex.

[53]  Allan R. Jones,et al.  A mesoscale connectome of the mouse brain , 2014, Nature.

[54]  Arthur W. Toga,et al.  Neural Networks of the Mouse Neocortex , 2014, Cell.

[55]  M. V. D. Heuvel,et al.  Exploring the brain network: A review on resting-state fMRI functional connectivity , 2010, European Neuropsychopharmacology.

[56]  Jeremy D. Schmahmann,et al.  A Proposal for a Coordinated Effort for the Determination of Brainwide Neuroanatomical Connectivity in Model Organisms at a Mesoscopic Scale , 2009, PLoS Comput. Biol..

[57]  Shaoqun Zeng,et al.  Visualization of brain circuits using two-photon fluorescence micro-optical sectioning tomography. , 2013, Optics express.

[58]  D Mayerich,et al.  Knife‐edge scanning microscopy for imaging and reconstruction of three‐dimensional anatomical structures of the mouse brain , 2008, Journal of microscopy.

[59]  A. Schierloh,et al.  Ultramicroscopy: three-dimensional visualization of neuronal networks in the whole mouse brain , 2007, Nature Methods.

[60]  Steffen Prohaska,et al.  Large-Scale Automated Histology in the Pursuit of Connectomes , 2011, The Journal of Neuroscience.

[61]  David Kleinfeld,et al.  Plasma-mediated ablation: an optical tool for submicrometer surgery on neuronal and vascular systems. , 2009, Current opinion in biotechnology.

[62]  A. Kingsman,et al.  Rabies virus glycoprotein pseudotyping of lentiviral vectors enables retrograde axonal transport and access to the nervous system after peripheral delivery. , 2001, Human molecular genetics.

[63]  JR ANDERSON,et al.  The Viking viewer for connectomics: scalable multi-user annotation and summarization of large volume data sets , 2011, Journal of microscopy.

[64]  D. Kleinfeld,et al.  All-Optical Histology Using Ultrashort Laser Pulses , 2003, Neuron.

[65]  E. Susaki,et al.  Whole-Brain Imaging with Single-Cell Resolution Using Chemical Cocktails and Computational Analysis , 2014, Cell.