| Literature DB >> 34028354 |
Man Yi Yim1,2,3, Lorenzo A Sadun4, Ila R Fiete1,3, Thibaud Taillefumier1,2,4.
Abstract
What factors constrain the arrangement of the multiple fields of a place cell? By modeling place cells as perceptrons that act on multiscale periodic grid-cell inputs, we analytically enumerate a place cell's repertoire - how many field arrangements it can realize without external cues while its grid inputs are unique - and derive its capacity - the spatial range over which it can achieve any field arrangement. We show that the repertoire is very large and relatively noise-robust. However, the repertoire is a vanishing fraction of all arrangements, while capacity scales only as the sum of the grid periods so field arrangements are constrained over larger distances. Thus, grid-driven place field arrangements define a large response scaffold that is strongly constrained by its structured inputs. Finally, we show that altering grid-place weights to generate an arbitrary new place field strongly affects existing arrangements, which could explain the volatility of the place code.Entities:
Keywords: capacity; computational biology; grid cells; linear separability; neuroscience; none; perceptron; place cells; systems biology; volatility
Mesh:
Year: 2021 PMID: 34028354 PMCID: PMC8294848 DOI: 10.7554/eLife.62702
Source DB: PubMed Journal: Elife ISSN: 2050-084X Impact factor: 8.140