Scaling of sensory information in large neural populations shows signatures of information-limiting correlations.
Journal
Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555
Informations de publication
Date de publication:
20 01 2021
20 01 2021
Historique:
received:
10
02
2020
accepted:
16
12
2020
entrez:
21
1
2021
pubmed:
22
1
2021
medline:
2
2
2021
Statut:
epublish
Résumé
How is information distributed across large neuronal populations within a given brain area? Information may be distributed roughly evenly across neuronal populations, so that total information scales linearly with the number of recorded neurons. Alternatively, the neural code might be highly redundant, meaning that total information saturates. Here we investigate how sensory information about the direction of a moving visual stimulus is distributed across hundreds of simultaneously recorded neurons in mouse primary visual cortex. We show that information scales sublinearly due to correlated noise in these populations. We compartmentalized noise correlations into information-limiting and nonlimiting components, then extrapolate to predict how information grows with even larger neural populations. We predict that tens of thousands of neurons encode 95% of the information about visual stimulus direction, much less than the number of neurons in primary visual cortex. These findings suggest that the brain uses a widely distributed, but nonetheless redundant code that supports recovering most sensory information from smaller subpopulations.
Identifiants
pubmed: 33473113
doi: 10.1038/s41467-020-20722-y
pii: 10.1038/s41467-020-20722-y
pmc: PMC7817840
doi:
Banques de données
figshare
['10.6084/m9.figshare.13274951']
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Research Support, U.S. Gov't, Non-P.H.S.
Langues
eng
Sous-ensembles de citation
IM
Pagination
473Subventions
Organisme : NINDS NIH HHS
ID : R01 NS108410
Pays : United States
Organisme : Howard Hughes Medical Institute
ID : 55008742
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH115554
Pays : United States
Organisme : NEI NIH HHS
ID : F31 EY031562
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH107620
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS089521
Pays : United States
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