On Optical Detection of Densely Labeled Synapses in Neuropil and Mapping Connectivity with Combinatorially Multiplexed Fluorescent Synaptic Markers

We propose a new method for mapping neural connectivity optically, by utilizing Cre/Lox system Brainbow to tag synapses of different neurons with random mixtures of different fluorophores, such as GFP, YFP, etc., and then detecting patterns of fluorophores at different synapses using light microscopy (LM). Such patterns will immediately report the pre- and post-synaptic cells at each synaptic connection, without tracing neural projections from individual synapses to corresponding cell bodies. We simulate fluorescence from a population of densely labeled synapses in a block of hippocampal neuropil, completely reconstructed from electron microscopy data, and show that high-end LM is able to detect such patterns with over 95% accuracy. We conclude, therefore, that with the described approach neural connectivity in macroscopically large neural circuits can be mapped with great accuracy, in scalable manner, using fast optical tools, and straightforward image processing. Relying on an electron microscopy dataset, we also derive and explicitly enumerate the conditions that should be met to allow synaptic connectivity studies with high-resolution optical tools.

[1]  Ramón y Cajal,et al.  Histologie du système nerveux de l'homme & des vertébrés , 1909 .

[2]  S. Brenner,et al.  The structure of the nervous system of the nematode Caenorhabditis elegans. , 1986, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[3]  KM Harris,et al.  Dendritic spines of CA 1 pyramidal cells in the rat hippocampus: serial electron microscopy with reference to their biophysical characteristics , 1989, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[4]  S. B. Kater,et al.  Dendritic spines: cellular specializations imparting both stability and flexibility to synaptic function. , 1994, Annual review of neuroscience.

[5]  Prof. Dr. Dr. Valentino Braitenberg,et al.  Cortex: Statistics and Geometry of Neuronal Connectivity , 1998, Springer Berlin Heidelberg.

[6]  Mnh,et al.  Histologie du Système Nerveux de Lʼhomme et des Vertébrés , 1998 .

[7]  D. Kullmann,et al.  Hippocampal synapses: do they talk to their neighbours? , 1999, Trends in Neurosciences.

[8]  M. Gustafsson Surpassing the lateral resolution limit by a factor of two using structured illumination microscopy , 2000, Journal of microscopy.

[9]  T. Kues,et al.  Imaging and tracking of single GFP molecules in solution. , 2000, Biophysical journal.

[10]  K M Harris,et al.  Overview on the structure, composition, function, development, and plasticity of hippocampal dendritic spines , 2000, Hippocampus.

[11]  J. Fiala,et al.  Timing of neuronal and glial ultrastructure disruption during brain slice preparation and recovery in vitro , 2003, The Journal of comparative neurology.

[12]  John S. Conery,et al.  A Neural Network Model of Chemotaxis Predicts Functions of Synaptic Connections in the Nematode Caenorhabditis elegans , 2004, Journal of Computational Neuroscience.

[13]  Olaf Sporns,et al.  The Human Connectome: A Structural Description of the Human Brain , 2005, PLoS Comput. Biol..

[14]  Xiaobing Chen,et al.  Mass of the postsynaptic density and enumeration of three key molecules. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[15]  Cori Bargmann,et al.  A circuit for navigation in Caenorhabditis elegans , 2005 .

[16]  M. Gustafsson Nonlinear structured-illumination microscopy: wide-field fluorescence imaging with theoretically unlimited resolution. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[17]  J. Lippincott-Schwartz,et al.  Imaging Intracellular Fluorescent Proteins at Nanometer Resolution , 2006, Science.

[18]  Kevin L. Briggman,et al.  Towards neural circuit reconstruction with volume electron microscopy techniques , 2006, Current Opinion in Neurobiology.

[19]  S. Ram,et al.  Beyond Rayleigh's criterion: a resolution measure with application to single-molecule microscopy. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[20]  V. Jayaraman,et al.  Encoding and Decoding of Overlapping Odor Sequences , 2006, Neuron.

[21]  Sreekanth H. Chalasani,et al.  Dissecting a circuit for olfactory behaviour in Caenorhabditis elegans , 2007, Nature.

[22]  R. W. Draft,et al.  Transgenic strategies for combinatorial expression of fluorescent proteins in the nervous system , 2007, Nature.

[23]  Paul Miller,et al.  Natural stimuli evoke dynamic sequences of states in sensory cortical ensembles , 2007, Proceedings of the National Academy of Sciences.

[24]  Stephen J. Smith,et al.  Array Tomography: A New Tool for Imaging the Molecular Architecture and Ultrastructure of Neural Circuits , 2007, Neuron.

[25]  P. Thiran,et al.  Mapping Human Whole-Brain Structural Networks with Diffusion MRI , 2007, PloS one.

[26]  Joseph F. Murray,et al.  Supervised Learning of Image Restoration with Convolutional Networks , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[27]  Stephen J Smith,et al.  Circuit reconstruction tools today , 2007, Current Opinion in Neurobiology.

[28]  Cori Bargmann,et al.  GFP Reconstitution Across Synaptic Partners (GRASP) Defines Cell Contacts and Synapses in Living Nervous Systems , 2008, Neuron.

[29]  Alexander Borst,et al.  Contour-propagation algorithms for semi-automated reconstruction of neural processes , 2008, Journal of Neuroscience Methods.

[30]  J. Livet,et al.  A technicolour approach to the connectome , 2008, Nature Reviews Neuroscience.

[31]  Kevin L. Briggman,et al.  3D structural imaging of the brain with photons and electrons , 2008, Current Opinion in Neurobiology.

[32]  Mark Bates,et al.  Three-Dimensional Super-Resolution Imaging by Stochastic Optical Reconstruction Microscopy , 2008, Science.

[33]  O. Sporns,et al.  Mapping the Structural Core of Human Cerebral Cortex , 2008, PLoS biology.

[34]  Yuriy Mishchenko Strategies for identifying exact structure of neural circuits with broad light microscopy connectivity probes , 2008 .

[35]  Ross T. Whitaker,et al.  Axon tracking in serial block-face scanning electron microscopy , 2009, Medical Image Anal..

[36]  Ju Lu,et al.  The Interscutularis Muscle Connectome , 2009, PLoS biology.

[37]  Yuriy Mishchenko,et al.  Automation of 3D reconstruction of neural tissue from large volume of conventional serial section transmission electron micrographs , 2009, Journal of Neuroscience Methods.

[38]  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..

[39]  Ju Lu,et al.  Semi-Automated Reconstruction of Neural Processes from Large Numbers of Fluorescence Images , 2009, PloS one.