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Multiscale and multimodal reconstruction of cortical structure and function

View ORCID ProfileNicholas L. Turner, View ORCID ProfileThomas Macrina, View ORCID ProfileJ. Alexander Bae, View ORCID ProfileRunzhe Yang, Alyssa M. Wilson, View ORCID ProfileCasey Schneider-Mizell, Kisuk Lee, Ran Lu, View ORCID ProfileJingpeng Wu, Agnes L. Bodor, View ORCID ProfileAdam A. Bleckert, View ORCID ProfileDerrick Brittain, View ORCID ProfileEmmanouil Froudarakis, View ORCID ProfileSven Dorkenwald, View ORCID ProfileForrest Collman, View ORCID ProfileNico Kemnitz, Dodam Ih, View ORCID ProfileWilliam M. Silversmith, View ORCID ProfileJonathan Zung, Aleksandar Zlateski, View ORCID ProfileIgnacio Tartavull, Szi-chieh Yu, Sergiy Popovych, Shang Mu, William Wong, Chris S. Jordan, Manuel Castro, View ORCID ProfileJoAnn Buchanan, Daniel J. Bumbarger, View ORCID ProfileMarc Takeno, Russel Torres, Gayathri Mahalingam, View ORCID ProfileLeila Elabbady, Yang Li, Erick Cobos, Pengcheng Zhou, Shelby Suckow, Lynne Becker, Liam Paninski, View ORCID ProfileFranck Polleux, View ORCID ProfileJacob Reimer, View ORCID ProfileAndreas S. Tolias, View ORCID ProfileR. Clay Reid, View ORCID ProfileNuno Maçarico da Costa, View ORCID ProfileH. Sebastian Seung
doi: https://doi.org/10.1101/2020.10.14.338681
Nicholas L. Turner
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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Thomas Macrina
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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J. Alexander Bae
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
3Electrical Engineering Department, Princeton University, Princeton, NJ, USA
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Runzhe Yang
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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Alyssa M. Wilson
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Casey Schneider-Mizell
4Allen Institute for Brain Science, Seattle, WA, USA
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Kisuk Lee
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
5Brain & Cognitive Sciences Department, Massachusetts Institute of Technology, Cambridge, MA, USA
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Ran Lu
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Jingpeng Wu
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Agnes L. Bodor
4Allen Institute for Brain Science, Seattle, WA, USA
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Adam A. Bleckert
4Allen Institute for Brain Science, Seattle, WA, USA
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Derrick Brittain
4Allen Institute for Brain Science, Seattle, WA, USA
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Emmanouil Froudarakis
6Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA
7Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, TX, USA
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Sven Dorkenwald
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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Forrest Collman
4Allen Institute for Brain Science, Seattle, WA, USA
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Nico Kemnitz
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Dodam Ih
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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William M. Silversmith
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Jonathan Zung
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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Aleksandar Zlateski
8Electrical Engineering and Computer Science Department, Massachusetts Institute of Technology, Cambridge, MA
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Ignacio Tartavull
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Szi-chieh Yu
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Sergiy Popovych
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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Shang Mu
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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William Wong
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Chris S. Jordan
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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Manuel Castro
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
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JoAnn Buchanan
4Allen Institute for Brain Science, Seattle, WA, USA
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  • ORCID record for JoAnn Buchanan
Daniel J. Bumbarger
4Allen Institute for Brain Science, Seattle, WA, USA
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Marc Takeno
4Allen Institute for Brain Science, Seattle, WA, USA
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Russel Torres
4Allen Institute for Brain Science, Seattle, WA, USA
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Gayathri Mahalingam
4Allen Institute for Brain Science, Seattle, WA, USA
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Leila Elabbady
4Allen Institute for Brain Science, Seattle, WA, USA
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Yang Li
4Allen Institute for Brain Science, Seattle, WA, USA
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Erick Cobos
6Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA
7Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, TX, USA
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Pengcheng Zhou
9Department of Statistics, Columbia University, New York, NY, USA
10Center for Theoretical Neuroscience, Columbia University, New York, NY, USA
11Grossman Center for the Statistics of Mind, Columbia University, New York, NY, USA
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Shelby Suckow
4Allen Institute for Brain Science, Seattle, WA, USA
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Lynne Becker
4Allen Institute for Brain Science, Seattle, WA, USA
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Liam Paninski
9Department of Statistics, Columbia University, New York, NY, USA
10Center for Theoretical Neuroscience, Columbia University, New York, NY, USA
11Grossman Center for the Statistics of Mind, Columbia University, New York, NY, USA
12Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, USA
13Department of Neuroscience, Columbia University, New York, NY, USA
14Kavli Institute for Brain Science at Columbia University, New York, NY, USA
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Franck Polleux
12Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY, USA
13Department of Neuroscience, Columbia University, New York, NY, USA
14Kavli Institute for Brain Science at Columbia University, New York, NY, USA
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Jacob Reimer
6Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA
7Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, TX, USA
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Andreas S. Tolias
6Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA
7Center for Neuroscience and Artificial Intelligence, Baylor College of Medicine, Houston, TX, USA
15Department of Electrical and Computer Engineering, Rice University, Houston, TX, USA
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R. Clay Reid
4Allen Institute for Brain Science, Seattle, WA, USA
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Nuno Maçarico da Costa
4Allen Institute for Brain Science, Seattle, WA, USA
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H. Sebastian Seung
1Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
2Computer Science Department, Princeton University, Princeton, NJ, USA
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  • For correspondence: sseung@princeton.edu
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Summary

We present a semi-automated reconstruction of L2/3 mouse primary visual cortex from 3 million cubic microns of electron microscopic images, including pyramidal and inhibitory neurons, astrocytes, microglia, oligodendrocytes and precursors, pericytes, vasculature, mitochondria, and synapses. Visual responses of a subset of pyramidal cells are included. The data are being made publicly available, along with tools for programmatic and 3D interactive access. The density of synaptic inputs onto inhibitory neurons varies across cell classes and compartments. We uncover a compartment-specific correlation between mitochondrial coverage and synapse density. Frequencies of connectivity motifs in the graph of pyramidal cells are predicted quite accurately from node degrees using the configuration model of random graphs. Cells receiving more connections from nearby cells exhibit stronger and more reliable visual responses. These example findings illustrate the resource’s utility for relating structure and function of cortical circuits as well as for neuronal cell biology.

Competing Interest Statement

TM and HSS disclose financial interests in Zetta AI LLC. JR and AST disclose financial interests in Vathes LLC.

Footnotes

  • ↵16 Senior author

  • ↵17 Lead contact

  • Author affiliations updated

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-ND 4.0 International license.
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Posted October 24, 2020.
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Multiscale and multimodal reconstruction of cortical structure and function
Nicholas L. Turner, Thomas Macrina, J. Alexander Bae, Runzhe Yang, Alyssa M. Wilson, Casey Schneider-Mizell, Kisuk Lee, Ran Lu, Jingpeng Wu, Agnes L. Bodor, Adam A. Bleckert, Derrick Brittain, Emmanouil Froudarakis, Sven Dorkenwald, Forrest Collman, Nico Kemnitz, Dodam Ih, William M. Silversmith, Jonathan Zung, Aleksandar Zlateski, Ignacio Tartavull, Szi-chieh Yu, Sergiy Popovych, Shang Mu, William Wong, Chris S. Jordan, Manuel Castro, JoAnn Buchanan, Daniel J. Bumbarger, Marc Takeno, Russel Torres, Gayathri Mahalingam, Leila Elabbady, Yang Li, Erick Cobos, Pengcheng Zhou, Shelby Suckow, Lynne Becker, Liam Paninski, Franck Polleux, Jacob Reimer, Andreas S. Tolias, R. Clay Reid, Nuno Maçarico da Costa, H. Sebastian Seung
bioRxiv 2020.10.14.338681; doi: https://doi.org/10.1101/2020.10.14.338681
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Multiscale and multimodal reconstruction of cortical structure and function
Nicholas L. Turner, Thomas Macrina, J. Alexander Bae, Runzhe Yang, Alyssa M. Wilson, Casey Schneider-Mizell, Kisuk Lee, Ran Lu, Jingpeng Wu, Agnes L. Bodor, Adam A. Bleckert, Derrick Brittain, Emmanouil Froudarakis, Sven Dorkenwald, Forrest Collman, Nico Kemnitz, Dodam Ih, William M. Silversmith, Jonathan Zung, Aleksandar Zlateski, Ignacio Tartavull, Szi-chieh Yu, Sergiy Popovych, Shang Mu, William Wong, Chris S. Jordan, Manuel Castro, JoAnn Buchanan, Daniel J. Bumbarger, Marc Takeno, Russel Torres, Gayathri Mahalingam, Leila Elabbady, Yang Li, Erick Cobos, Pengcheng Zhou, Shelby Suckow, Lynne Becker, Liam Paninski, Franck Polleux, Jacob Reimer, Andreas S. Tolias, R. Clay Reid, Nuno Maçarico da Costa, H. Sebastian Seung
bioRxiv 2020.10.14.338681; doi: https://doi.org/10.1101/2020.10.14.338681

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