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Modeling and Simulation of Neocortical Micro- and Mesocircuitry. Part II: Physiology and Experimentation

View ORCID ProfileJames B. Isbister, View ORCID ProfileAndrás Ecker, View ORCID ProfileChristoph Pokorny, View ORCID ProfileSirio Bolaños-Puchet, View ORCID ProfileDaniela Egas Santander, View ORCID ProfileAlexis Arnaudon, View ORCID ProfileOmar Awile, View ORCID ProfileBarros-Zulaica Natali, View ORCID ProfileJorge Blanco Alonso, View ORCID ProfileElvis Boci, View ORCID ProfileGiuseppe Chindemi, View ORCID ProfileJean-Denis Courcol, View ORCID ProfileTanguy Damart, View ORCID ProfileThomas Delemontex, View ORCID ProfileAlexander Dietz, View ORCID ProfileGianluca Ficarelli, View ORCID ProfileMike Gevaert, View ORCID ProfileJoni Herttuainen, Genrich Ivaska, View ORCID ProfileWeina Ji, View ORCID ProfileDaniel Keller, View ORCID ProfileJames King, View ORCID ProfilePramod Kumbhar, View ORCID ProfileSamuel Lapere, View ORCID ProfilePolina Litvak, View ORCID ProfileDarshan Mandge, View ORCID ProfileEilif B. Muller, View ORCID ProfileFernando Pereira, View ORCID ProfileJudit Planas, Rajnish Ranjan, View ORCID ProfileMaria Reva, View ORCID ProfileArmando Romani, View ORCID ProfileChristian Rössert, View ORCID ProfileFelix Schürmann, View ORCID ProfileVishal Sood, View ORCID ProfileAleksandra Teska, View ORCID ProfileAnil Tuncel, View ORCID ProfileWerner Van Geit, View ORCID ProfileMatthias Wolf, View ORCID ProfileHenry Markram, View ORCID ProfileSrikanth Ramaswamy, View ORCID ProfileMichael W. Reimann
doi: https://doi.org/10.1101/2023.05.17.541168
James B. Isbister
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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András Ecker
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Christoph Pokorny
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Sirio Bolaños-Puchet
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Daniela Egas Santander
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Alexis Arnaudon
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Omar Awile
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Barros-Zulaica Natali
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Jorge Blanco Alonso
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Elvis Boci
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Giuseppe Chindemi
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
2Department of Basic Neurosciences, University of Geneva, Geneva, Switzerland
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Jean-Denis Courcol
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Tanguy Damart
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Thomas Delemontex
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Alexander Dietz
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Gianluca Ficarelli
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Mike Gevaert
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Joni Herttuainen
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Genrich Ivaska
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Weina Ji
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Daniel Keller
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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James King
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Pramod Kumbhar
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Samuel Lapere
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Polina Litvak
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Darshan Mandge
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Eilif B. Muller
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
3Department of Neurosciences, Faculty of Medicine, Université de Montŕeal, Montŕeal, Canada
4CHU Sainte-Justine Research Center, Montŕeal, Canada
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Fernando Pereira
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Judit Planas
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Rajnish Ranjan
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Maria Reva
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Armando Romani
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Christian Rössert
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Felix Schürmann
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Vishal Sood
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Aleksandra Teska
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Anil Tuncel
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Werner Van Geit
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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Matthias Wolf
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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  • ORCID record for Matthias Wolf
Henry Markram
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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  • For correspondence: michael.reimann@epfl.ch
Srikanth Ramaswamy
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
5Neural Circuits Laboratory, Newcastle University, Newcastle, UK
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  • For correspondence: michael.reimann@epfl.ch
Michael W. Reimann
1Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Campus Biotech, Geneva, Switzerland
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  • For correspondence: michael.reimann@epfl.ch
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Summary

Cortical dynamics underlie many cognitive processes and emerge from complex multi-scale interactions, which can be studied in large-scale, biophysically detailed models. We present a model comprising eight somatosensory cortex subregions, 4.2 million morpho-logical and electrically-detailed neurons, and 13.2 billion local and long-range synapses. In silico tools enabled reproduction and extension of complex laboratory experiments under a single parameterization, providing strong validation. We reproduced millisecond-precise stimulus-responses, stimulus-encoding under targeted optogenetic activation, and selective propagation of stimulus-evoked activity to downstream areas. The model’s di-rect correspondence with biology generated predictions about how multiscale organisation shapes activity. We predict that structural and functional recurrency increases towards deeper layers and that stronger innervation by long-range connectivity increases local correlated activity. The model also predicts the role of inhibitory interneuron types in stimulus encoding, and of different layers in driving layer 2/3 stimulus responses. Simu-slation tools and a large subvolume of the model are made available.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵† Co-lead authors

  • ↵‡ Co-senior authors

  • Restructuring and addition of several figure panels

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 4.0 International license.
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Posted August 04, 2023.
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Modeling and Simulation of Neocortical Micro- and Mesocircuitry. Part II: Physiology and Experimentation
James B. Isbister, András Ecker, Christoph Pokorny, Sirio Bolaños-Puchet, Daniela Egas Santander, Alexis Arnaudon, Omar Awile, Barros-Zulaica Natali, Jorge Blanco Alonso, Elvis Boci, Giuseppe Chindemi, Jean-Denis Courcol, Tanguy Damart, Thomas Delemontex, Alexander Dietz, Gianluca Ficarelli, Mike Gevaert, Joni Herttuainen, Genrich Ivaska, Weina Ji, Daniel Keller, James King, Pramod Kumbhar, Samuel Lapere, Polina Litvak, Darshan Mandge, Eilif B. Muller, Fernando Pereira, Judit Planas, Rajnish Ranjan, Maria Reva, Armando Romani, Christian Rössert, Felix Schürmann, Vishal Sood, Aleksandra Teska, Anil Tuncel, Werner Van Geit, Matthias Wolf, Henry Markram, Srikanth Ramaswamy, Michael W. Reimann
bioRxiv 2023.05.17.541168; doi: https://doi.org/10.1101/2023.05.17.541168
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Modeling and Simulation of Neocortical Micro- and Mesocircuitry. Part II: Physiology and Experimentation
James B. Isbister, András Ecker, Christoph Pokorny, Sirio Bolaños-Puchet, Daniela Egas Santander, Alexis Arnaudon, Omar Awile, Barros-Zulaica Natali, Jorge Blanco Alonso, Elvis Boci, Giuseppe Chindemi, Jean-Denis Courcol, Tanguy Damart, Thomas Delemontex, Alexander Dietz, Gianluca Ficarelli, Mike Gevaert, Joni Herttuainen, Genrich Ivaska, Weina Ji, Daniel Keller, James King, Pramod Kumbhar, Samuel Lapere, Polina Litvak, Darshan Mandge, Eilif B. Muller, Fernando Pereira, Judit Planas, Rajnish Ranjan, Maria Reva, Armando Romani, Christian Rössert, Felix Schürmann, Vishal Sood, Aleksandra Teska, Anil Tuncel, Werner Van Geit, Matthias Wolf, Henry Markram, Srikanth Ramaswamy, Michael W. Reimann
bioRxiv 2023.05.17.541168; doi: https://doi.org/10.1101/2023.05.17.541168

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