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@INPROCEEDINGS{MoralesGregorio:916173,
author = {Morales-Gregorio, Aitor},
title = {{F}eedback modulation of neural manifolds in macaque
primary visual cortex},
reportid = {FZJ-2022-05993},
year = {2022},
abstract = {High-dimensional brain activity is in many cases organized
into lower-dimensional neural manifolds [1,2]. Feedback from
V4 to V1 is known to mediate visual attention [3] and
computational work has shown that it can also rotate neural
manifolds in a context-dependent manner [4]. However,
whether feedback signals can modulate neural manifolds in
vivo remains to be ascertained. Here, we studied the neural
manifolds in macaque (Macaca mulatta) visual cortex during
resting state [5] and found two distinct high-dimensional
clusters in the activity. The clusters were primarily
correlated with behavioral state (eye closure) and had
distinct dimensionality. Granger causality analysis revealed
that feedback from V4 to V1 was significantly stronger
during the eyes-open periods. Finally, spiking neuron model
simulations confirmed that signals mimicking V4-to-V1
feedback can modulate neural manifolds. Taken together, the
data analysis and simulations suggest that feedback signals
actively modulate neural manifolds in the visual cortex of
the macaque.References:[1] Stringer et al. (2020). Nature
571, 361-365. https://doi.org/10.1038/s41586-019-1346-5[2]
Singh et al. (2008). Journal of Vision 8(8), 11.
https://doi.org/10.1167/8.8.11[3] Poort et al. (2012).
Neuron 75 (1), 143-156.
https://doi.org/10.1016/j.neuron.2012.04.032[4] Naumann et
al. (2022). eLife 11, 76096.
https://doi.org/10.7554/eLife.76096[5] Chen*,
Morales-Gregorio* et al. (2022). Scientific Data 9 (1), 77.
https://doi.org/10.1038/s41597-022-01180-1},
organization = {Redwood seminar hosted by Prof. Fritz
Sommer, UC Berkeley (USA)},
subtyp = {Invited},
cin = {INM-6 / IAS-6 / INM-10},
cid = {I:(DE-Juel1)INM-6-20090406 / I:(DE-Juel1)IAS-6-20130828 /
I:(DE-Juel1)INM-10-20170113},
pnm = {5231 - Neuroscientific Foundations (POF4-523) / HBP SGA3 -
Human Brain Project Specific Grant Agreement 3 (945539) /
SPP 2041 347572269 - Integration von
Multiskalen-Konnektivität und Gehirnarchitektur in einem
supercomputergestützten Modell der menschlichen
Großhirnrinde (347572269) / GRK 2416 - GRK 2416:
MultiSenses-MultiScales: Neue Ansätze zur Aufklärung
neuronaler multisensorischer Integration (368482240)},
pid = {G:(DE-HGF)POF4-5231 / G:(EU-Grant)945539 /
G:(GEPRIS)347572269 / G:(GEPRIS)368482240},
typ = {PUB:(DE-HGF)31},
url = {https://juser.fz-juelich.de/record/916173},
}