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Saturated reconstruction of living brain tissue

View ORCID ProfilePhilipp Velicky, View ORCID ProfileEder Miguel, View ORCID ProfileJulia M. Michalska, View ORCID ProfileDonglai Wei, View ORCID ProfileZudi Lin, View ORCID ProfileJake F. Watson, Jakob Troidl, View ORCID ProfileJohanna Beyer, View ORCID ProfileYoav Ben-Simon, View ORCID ProfileChristoph Sommer, View ORCID ProfileWiebke Jahr, Alban Cenameri, View ORCID ProfileJohannes Broichhagen, View ORCID ProfileSeth G. N. Grant, View ORCID ProfilePeter Jonas, View ORCID ProfileGaia Novarino, View ORCID ProfileHanspeter Pfister, View ORCID ProfileBernd Bickel, View ORCID ProfileJohann G. Danzl
doi: https://doi.org/10.1101/2022.03.16.484431
Philipp Velicky
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Eder Miguel
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Julia M. Michalska
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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  • ORCID record for Julia M. Michalska
Donglai Wei
2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
3Department of Computer Science, Boston College, Boston, MA, USA
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Zudi Lin
2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
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Jake F. Watson
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Jakob Troidl
2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
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Johanna Beyer
2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
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Yoav Ben-Simon
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
4Dept. of Neurophysiology and Pharmacology, Vienna Medical University, Vienna, Austria
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Christoph Sommer
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Wiebke Jahr
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
5In-Vision Technologies AG, Guntramsdorf, Austria
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Alban Cenameri
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Johannes Broichhagen
6Leibniz-Forschungsinstitut für Molekulare Pharmakologie, Berlin, Germany
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Seth G. N. Grant
7Genes to Cognition Program, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
8Simons Initiative for the Developing Brain (SIDB), Centre for Discovery Brain Sciences, University of Edinburgh, Edinburgh, UK
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Peter Jonas
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Gaia Novarino
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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  • ORCID record for Gaia Novarino
Hanspeter Pfister
2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
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Bernd Bickel
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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Johann G. Danzl
1Institute of Science and Technology Austria (ISTA), Klosterneuburg, Austria
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  • ORCID record for Johann G. Danzl
  • For correspondence: johann.danzl@ist.ac.at
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Abstract

Complex wiring between neurons underlies the information-processing network enabling all brain functions, including cognition and memory. For understanding how the network is structured, processes information, and changes over time, comprehensive visualization of the architecture of living brain tissue with its cellular and molecular components would open up major opportunities. However, electron microscopy (EM) provides nanometre-scale resolution required for full in-silico reconstruction1–5, yet is limited to fixed specimens and static representations. Light microscopy allows live observation, with super-resolution approaches6–12 facilitating nanoscale visualization, but comprehensive 3D-reconstruction of living brain tissue has been hindered by tissue photo-burden, photobleaching, insufficient 3D-resolution, and inadequate signal-to-noise ratio (SNR). Here we demonstrate saturated reconstruction of living brain tissue. We developed an integrated imaging and analysis technology, adapting stimulated emission depletion (STED) microscopy6,13 in extracellularly labelled tissue14 for high SNR and near-isotropic resolution. Centrally, a two-stage deep-learning approach leveraged previously obtained information on sample structure to drastically reduce photo-burden and enable automated volumetric reconstruction down to single synapse level. Live reconstruction provides unbiased analysis of tissue architecture across time in relation to functional activity and targeted activation, and contextual understanding of molecular labelling. This adoptable technology will facilitate novel insights into the dynamic functional architecture of living brain tissue.

Competing Interest Statement

The authors have declared no competing interest.

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-NC-ND 4.0 International license.
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Posted May 09, 2022.
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Saturated reconstruction of living brain tissue
Philipp Velicky, Eder Miguel, Julia M. Michalska, Donglai Wei, Zudi Lin, Jake F. Watson, Jakob Troidl, Johanna Beyer, Yoav Ben-Simon, Christoph Sommer, Wiebke Jahr, Alban Cenameri, Johannes Broichhagen, Seth G. N. Grant, Peter Jonas, Gaia Novarino, Hanspeter Pfister, Bernd Bickel, Johann G. Danzl
bioRxiv 2022.03.16.484431; doi: https://doi.org/10.1101/2022.03.16.484431
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Saturated reconstruction of living brain tissue
Philipp Velicky, Eder Miguel, Julia M. Michalska, Donglai Wei, Zudi Lin, Jake F. Watson, Jakob Troidl, Johanna Beyer, Yoav Ben-Simon, Christoph Sommer, Wiebke Jahr, Alban Cenameri, Johannes Broichhagen, Seth G. N. Grant, Peter Jonas, Gaia Novarino, Hanspeter Pfister, Bernd Bickel, Johann G. Danzl
bioRxiv 2022.03.16.484431; doi: https://doi.org/10.1101/2022.03.16.484431

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