Protocol for dissecting cascade computational components in neural networks of a visual system.

Bioinformatics Computer sciences Neuroscience

Journal

STAR protocols
ISSN: 2666-1667
Titre abrégé: STAR Protoc
Pays: United States
ID NLM: 101769501

Informations de publication

Date de publication:
16 Nov 2023
Historique:
received: 21 06 2023
revised: 26 08 2023
accepted: 30 10 2023
medline: 17 11 2023
pubmed: 17 11 2023
entrez: 17 11 2023
Statut: aheadofprint

Résumé

Finding the complete functional circuits of neurons is a challenging problem in brain research. Here, we present a protocol, based on visual stimuli and spikes, for obtaining the complete circuit of recorded neurons using spike-triggered nonnegative matrix factorization. We describe steps for data preprocessing, inferring the spatial receptive field of the subunits, and analyzing the module matrix. This approach identifies computational components of the feedforward network of retinal ganglion cells and dissects the network structure based on natural image stimuli. For complete details on the use and execution of this protocol, please refer to Jia et al. (2021).

Identifiants

pubmed: 37976152
pii: S2666-1667(23)00689-5
doi: 10.1016/j.xpro.2023.102722
pmc: PMC10692719
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

102722

Informations de copyright

Copyright © 2023 The Authors. Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of interests The authors declare no competing interests.

Références

PLoS Comput Biol. 2022 Mar 8;18(3):e1009925
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pubmed: 11316338
Nat Commun. 2017 Jul 26;8(1):149
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pubmed: 11405422
PLoS Comput Biol. 2021 Nov 29;17(11):e1009640
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IEEE Trans Cybern. 2022 Jun;52(6):4772-4783
pubmed: 33400673

Auteurs

Shanshan Jia (S)

School of Computer Science, Peking University, Beijing 100871, China; Institute for Artificial Intelligence, Peking University, Beijing 100871, China; Department of Computer Science and Technology, Peking University, Beijing 100871, China.

Jian K Liu (JK)

School of Computing, University of Leeds, Leeds, UK.

Zhaofei Yu (Z)

School of Computer Science, Peking University, Beijing 100871, China; Institute for Artificial Intelligence, Peking University, Beijing 100871, China; Department of Computer Science and Technology, Peking University, Beijing 100871, China. Electronic address: yuzf12@pku.edu.cn.

Classifications MeSH