Solving the mysteries of bioscience
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Investigating the cellular and circuit mechanisms underlying changes in cortical physiology with behavior
Goals & Approach
The Neural Coding department uses large scale anatomical methods to measure connectivity within the brain at a very large scale with single–cell resolution. There are two major projects within the department that operate at different scales. Electron microscopy (EM) connectomics attempts to measure connectivity and morphology of cells with single synapse resolution across millimeters of brain. Axonal connectomics uses light microscopy methods to reconstruct large caliber single axons as they course the brain’s white matter, at the scale of centimeter, in primate and human brains. Both projects also characterize and classify cell types based on their morphology and work on integrating these morphological classifications with other modalities such as transcriptomics and single-cell physiology, both in vivo and in vitro.
Project leads: Nuno da Costa, Forrest Collman & Clay Reid
Team members: Agnes Bodor, Derrick Brittain, Steven Cook, Bethanny Danskin, Cameron Devine, Chris Jordan, Cheryl Lea, Melissa Lerch, Xiaoyu Lu, Erica Neace, Ben Pedigo, Jenna Schardt, Casey Schneider-Mizell, Rachael Swanstrom, Marc Takeno, Russel Torres, Keith Wiley, Wan-qing Yu, Chi Zhang, Kim Gruver
Electron Microscopy Connectomics
In order to reconstruct neural circuits at a large scale with synaptic resolution, electron microscopy offers unique advantages in capturing the detailed morphology of all individual neurons and non-neuronal cells within a volume. By applying high throughput sectioning, imaging, image processing, and automated segmentation, our team contributes to large-scale reconstructions of neural circuits. We have published work primarily on the reconstruction of visual circuits of the mouse, but have future looking projects moving toward reconstructions of motor circuits in mouse and monkey, and basal ganglia circuits of the mouse. We are also leading one of the centers of the larger NIH BRAIN CONNECTS effort to scale up pipelines to capture the synaptic connectivity of the entire whole mouse. Our team consists of an interdisciplinary group that combines expertise in electron microscopy, neuroscience, computer science, mechanical engineering and program management to execute this complex pipeline.
Axonal Connectomics
While the EM connectomics has formed the bulk of our research over the past decade, the newer Axonal Connectomics project aims to apply connectomics approaches to larger brains, with the complete human brain as the ultimate goal. While the EM approach can reasonably be applied to the entire mouse brain in the coming year, the required data sizes make it impossible to do EM imaging of entire human brain. With lower resolution, however, it is an achievable goal to map the majority of large (myelinated) axons in the coming years. Given that never has a single axon been traced from source to target through the human white matter, a new approach is clearly needed.
With a combination of antibody staining, tissue clearing, expansion, and light-sheet microscopy, we have begun mapping the courses of projection axons in large brains at high resolution. The resultant three-dimensional data sets are readily segmented both by humans and with machine-learning approaches, similar to those used with electron microscopy. We are currently working to scale-up our centimeter-scale data sets to increasingly large portions of larger brains, including the human.
Project Lead: Clay Reid
Team Members: Soumya Chatterjee, Steven Cook, Ayana Hellevik, Cheryl Lea, Kevin Takasaki, Russel Torres, Emily Turschak, Kareena Villalobos, Wan-Qing Yu
Non-departmental members: Olga Gliko, Uygar Sumbul
Nature
Apr 09, 2025
The MICrONS Consortium
Casey M. Schneider-Mizell, Agnes L. Bodor, Derrick Brittain, JoAnn Buchanan, Daniel J. Bumbarger, Leila Elabbady, Clare Gamlin, Daniel Kapner, Sam Kinn, Gayathri Mahalingam, Sharmishtaa Seshamani, Shelby Suckow, Marc Takeno, Russel Torres, Wenjing Yin, Sven Dorkenwald, J. Alexander Bae, Manuel A. Castro, Akhilesh Halageri, Zhen Jia, Chris Jordan, Nico Kemnitz, Kisuk Lee, Kai Li, Ran Lu, Thomas Macrina, Eric Mitchell, Shanka Subhra Mondal, Shang Mu, Barak Nehoran, Sergiy Popovych, William Silversmith, Nicholas L. Turner, William Wong, Jingpeng Wu, Jacob Reimer, Andreas S. Tolias, H. Sebastian Seung, R. Clay Reid, Forrest Collman & Nuno Maçarico da Costa
Cell
Mar 17, 2022
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
eLife
Nov 16, 2022
Sven Dorkenwald, Nicholas L. Turner, Thomas Macrina, Kisuk Lee, Ran Lu, Jingpeng Wu, Agnes L. Bodor, Adam A. Bleckert, Derrick Brittain, Nico Kemnitz, William M. Silversmith, Dodam Ih, Jonathan Zung, Aleksandar Zlateski, Ignacio Tartavull, Szi-Chieh Yu, Sergiy Popovych, William Wong, Manuel Castro, Chris S. Jordan, Alyssa M. Wilson, Emmanouil Froudarakis, JoAnn Buchanan, Marc M. Takeno, Russel Torres, Gayathri Mahalingam, Forrest Collman, Casey M. Schneider-Mizell, Daniel J. Bumbarger, Yang Li, Lynne Becker, Shelby Suckow, Jacob Reimer, Andreas S. Tolias, Nuno Macarico da Costa, R. Clay Reid, H. Sebastian Seung
Dec 01, 2021
Casey M. Schneider-Mizell, Agnes L. Bodor, Forrest Collman, Derrick Brittain, Adam Bleckert, Sven Dorkenwald, Nicholas L. Turner, Thomas Macrina, Kisuk Lee, Ran Lu, Jingpeng Wu, Jun Zhuang, Anirban Nandi, Brian Hu, JoAnn Buchanan, Marc M. Takeno, Russel Torres, Gayathri Mahalingam, Daniel J. Bumbarger, Yang Li, Thomas Chartrand, Nico Kemnitz, William M. Silversmith, Dodam Ih, Jonathan Zung, Aleksandar Zlateski, Ignacio Tartavull, Sergiy Popovych, William Wong, Manuel Castro, Chris S. Jordan, Emmanouil Froudarakis, Lynne Becker, Shelby Suckow, Jacob Reimer, Andreas S. Tolias, Costas A. Anastassiou, H. Sebastian Seung, R. Clay Reid, Nuno Maçarico da Costa
Proceedings of the National Academy of Sciences of the United States of America
Nov 29, 2022
JoAnn Buchanan, Leila Elabbady, Forrest Collman, Nikolas L. Jorstad, Trygve E. Bakken, Carolyn Ott, Jenna Glatzer, Adam A. Bleckert, Agnes L. Bodor, Derrick Brittain, Daniel J. Bumbarger, Gayathri Mahalingam, Sharmishtaa Seshamani, Casey Schneider-Mizell, Marc M. Takeno, Russel Torres, Wenjing Yin, Rebecca D. Hodge, Manuel Castro, Sven Dorkenwald, Dodam Ih, Chris S. Jordan, Nico Kemnitz, Kisuk Lee, Ran Lu, Thomas Macrina, Shang Mu, Sergiy Popovych, William M. Silversmith, Ignacio Tartavull, Nicholas L. Turner, Alyssa M. Wilson, William Wong, Jingpeng Wu, Aleksandar Zlateski, Jonathan Zung, Jennifer Lippincott-Schwartz, Ed S. Lein, H. Sebastian Seung, Dwight E. Bergles, R. Clay Reid, Nuno Maçarico da Costa
Jul 26, 2022
Gayathri Mahalingam, Russel Torres, Daniel Kapner, Eric T. Trautman, Tim Fliss, Shamishtaa Seshamani, Eric Perlman, Rob Young, Samuel Kinn, JoAnn Buchanan, Marc M. Takeno, Wenjing Yin, Daniel J. Bumbarger, Ryder P. Gwinn, Julie Nyhus, Ed Lein, Steven J. Smith, R. Clay Reid, Khaled A. Khairy, Stephan Saalfeld, Forrest Collman, Nuno Macarico da Costa
Leila Elabbady, Sharmishtaa Seshamani, Shang Mu, Gayathri Mahalingam, Casey M. Schneider-Mizell, Agnes L. Bodor, J. Alexander Bae, Derrick Brittain, JoAnn Buchanan, Daniel J. Bumbarger, Manuel A. Castro, Sven Dorkenwald, Akhilesh Halageri, Zhen Jia, Chris Jordan, Dan Kapner, Nico Kemnitz, Sam Kinn, Kisuk Lee, Kai Li, Ran Lu, Thomas Macrina, Eric Mitchell, Shanka Subhra Mondal, Barak Nehoran, Sergiy Popovych, William Silversmith, Marc Takeno, Russel Torres, Nicholas L. Turner, William Wong, Jingpeng Wu, Wenjing Yin, Szi-chieh Yu, H. Sebastian Seung, R. Clay Reid, Nuno Maçarico da Costa & Forrest Collman
Nature Methods
Sven Dorkenwald, Casey M. Schneider-Mizell, Derrick Brittain, Akhilesh Halageri, Chris Jordan, Nico Kemnitz, Manual A. Castro, William Silversmith, Jeremy Maitin-Shephard, Jakob Troidl, Hanspeter Pfister, Valentin Gillet, Daniel Xenes, J. Alexander Bae, Agnes L. Bodor, JoAnn Buchanan, Daniel J. Bumbarger, Leila Elabbady, Zhen Jia, Daniel Kapner, Sam Kinn, Kisuk Lee, Kai Li, Ran Lu, …Forrest Collman
Clare R. Gamlin, Casey M. Schneider-Mizell, Matthew Mallory, Leila Elabbady, Nathan Gouwens, Grace Williams, Alice Mukora, Rachel Dalley, Agnes L. Bodor, Derrick Brittain, JoAnn Buchanan, Daniel J. Bumbarger, Emily Joyce, Daniel Kapner, Sam Kinn, Gayathri Mahalingam, Sharmishtaa Seshamani, Marc Takeno, Russel Torres, Wenjing Yin, Philip R. Nicovich, J. Alexander Bae, Manuel A. Castro, Sven Dorkenwald, Akhilesh Halageri, Zhen Jia, Chris Jordan, Nico Kemnitz, Kisuk Lee, Kai Li, Ran Lu, Thomas Macrina, Eric Mitchell, Shanka Subhra Mondal, Shang Mu, Barak Nehoran, Sergiy Popovych, William Silversmith, Nicholas L. Turner, William Wong, Jingpeng Wu, Szi-chieh Yu, Jim Berg, Tim Jarsky, Brian Lee, H. Sebastian Seung, Hongkui Zeng, R. Clay Reid, Forrest Collman, Nuno Maçarico da Costa & Staci A. Sorensen
bioRxiv
Oct 20, 2023
Agnes L. Bodor, Casey M Schneider-Mizell, Chi Zhang, Leila Elabbady, Alex Mallen, Andi Bergeson, Derrick Brittain, JoAnn Buchanan, Daniel J. Bumbarger, Rachel Dalley, Clare Gamlin, Emily Joyce, Daniel Kapner, Sam Kinn, Gayathri Mahalingam, Sharmishtaa Seshamani, Shelby Suckow, Marc Takeno, Russel Torres, Wenjing Yin, J. Alexander Bae, Manuel A. Castro, Sven Dorkenwald, Akhilesh Halageri, Zhen Jia, Chris Jordan, Nico Kemnitz, Kisuk Lee, Kai Li, Ran Lu, Thomas Macrina, Eric Mitchell, Shanka Subhra Mondal, Shang Mu, Barak Nehoran, Sergiy Popovych, William Silversmith, Nicholas L. Turner, Szi-chieh Yu, William Wong, Jingpeng Wu, Brendan Celii, Luke Campagnola, Stephanie C Seeman, Tim Jarsky, Naixin Ren, Anton Arkhipov, The MICrONS Consortium, Jacob Reimer, H Sebastian Seung, R. Clay Reid, Forrest Collman, Nuno Maçarico da Costa
Dec 01, 2023
Sven Dorkenwald, Peter H. Li, Michał Januszewski, Daniel R. Berger, Jeremy Maitin-Shepard, Agnes L. Bodor, Forrest Collman, Casey M. Schneider-Mizell, Nuno Maçarico da Costa, Jeff W. Lichtman, Viren Jain