Mapping of morpho-electric features to molecular identity of cortical inhibitory neurons.


Journal

PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922

Informations de publication

Date de publication:
01 2023
Historique:
received: 20 01 2022
accepted: 26 03 2022
entrez: 5 1 2023
pubmed: 6 1 2023
medline: 10 1 2023
Statut: epublish

Résumé

Knowledge of the cell-type-specific composition of the brain is useful in order to understand the role of each cell type as part of the network. Here, we estimated the composition of the whole cortex in terms of well characterized morphological and electrophysiological inhibitory neuron types (me-types). We derived probabilistic me-type densities from an existing atlas of molecularly defined cell-type densities in the mouse cortex. We used a well-established me-type classification from rat somatosensory cortex to populate the cortex. These me-types were well characterized morphologically and electrophysiologically but they lacked molecular marker identity labels. To extrapolate this missing information, we employed an additional dataset from the Allen Institute for Brain Science containing molecular identity as well as morphological and electrophysiological data for mouse cortical neurons. We first built a latent space based on a number of comparable morphological and electrical features common to both data sources. We then identified 19 morpho-electrical clusters that merged neurons from both datasets while being molecularly homogeneous. The resulting clusters best mirror the molecular identity classification solely using available morpho-electrical features. Finally, we stochastically assigned a molecular identity to a me-type neuron based on the latent space cluster it was assigned to. The resulting mapping was used to derive inhibitory me-types densities in the cortex.

Identifiants

pubmed: 36602951
doi: 10.1371/journal.pcbi.1010058
pii: PCOMPBIOL-D-22-00099
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e1010058

Informations de copyright

Copyright: © 2023 Roussel et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Yann Roussel (Y)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Csaba Verasztó (C)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Dimitri Rodarie (D)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Tanguy Damart (T)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Michael Reimann (M)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Srikanth Ramaswamy (S)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Henry Markram (H)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

Daniel Keller (D)

Blue Brain Project, École polytechnique fédérale de Lausanne (EPFL), Geneva, Switzerland.

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Classifications MeSH