Literature DB >> 35732917

The structures and functions of correlations in neural population codes.

Stefano Panzeri1,2, Monica Moroni3, Houman Safaai4, Christopher D Harvey5.   

Abstract

The collective activity of a population of neurons, beyond the properties of individual cells, is crucial for many brain functions. A fundamental question is how activity correlations between neurons affect how neural populations process information. Over the past 30 years, major progress has been made on how the levels and structures of correlations shape the encoding of information in population codes. Correlations influence population coding through the organization of pairwise-activity correlations with respect to the similarity of tuning of individual neurons, by their stimulus modulation and by the presence of higher-order correlations. Recent work has shown that correlations also profoundly shape other important functions performed by neural populations, including generating codes across multiple timescales and facilitating information transmission to, and readout by, downstream brain areas to guide behaviour. Here, we review this recent work and discuss how the structures of correlations can have opposite effects on the different functions of neural populations, thus creating trade-offs and constraints for the structure-function relationships of population codes. Further, we present ideas on how to combine large-scale simultaneous recordings of neural populations, computational models, analyses of behaviour, optogenetics and anatomy to unravel how the structures of correlations might be optimized to serve multiple functions.
© 2022. Springer Nature Limited.

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Year:  2022        PMID: 35732917     DOI: 10.1038/s41583-022-00606-4

Source DB:  PubMed          Journal:  Nat Rev Neurosci        ISSN: 1471-003X            Impact factor:   38.755


  164 in total

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Journal:  Nature       Date:  1996-06-13       Impact factor: 49.962

5.  Pairwise Synchrony and Correlations Depend on the Structure of the Population Code in Visual Cortex.

Authors:  Veronika Koren; Ariana R Andrei; Ming Hu; Valentin Dragoi; Klaus Obermayer
Journal:  Cell Rep       Date:  2020-11-10       Impact factor: 9.423

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Authors:  Wiktor F Młynarski; Ann M Hermundstad
Journal:  Nat Neurosci       Date:  2021-05-20       Impact factor: 24.884

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Authors:  Mattia Rigotti; Omri Barak; Melissa R Warden; Xiao-Jing Wang; Nathaniel D Daw; Earl K Miller; Stefano Fusi
Journal:  Nature       Date:  2013-05-19       Impact factor: 49.962

Review 8.  Computation Through Neural Population Dynamics.

Authors:  Saurabh Vyas; Matthew D Golub; David Sussillo; Krishna V Shenoy
Journal:  Annu Rev Neurosci       Date:  2020-07-08       Impact factor: 12.449

9.  The Geometry of Abstraction in the Hippocampus and Prefrontal Cortex.

Authors:  Silvia Bernardi; Marcus K Benna; Mattia Rigotti; Jérôme Munuera; Stefano Fusi; C Daniel Salzman
Journal:  Cell       Date:  2020-10-14       Impact factor: 41.582

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Authors:  M A Wilson; B L McNaughton
Journal:  Science       Date:  1993-08-20       Impact factor: 47.728

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  1 in total

1.  SmaRT2P: a software for generating and processing smart line recording trajectories for population two-photon calcium imaging.

Authors:  Monica Moroni; Marco Brondi; Tommaso Fellin; Stefano Panzeri
Journal:  Brain Inform       Date:  2022-08-04
  1 in total

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