TY - JOUR
T1 - Adaptive erasure of spurious sequences in sensory cortical circuits
AU - Bernacchia, Alberto
AU - Fiser, József
AU - Hennequin, Guillaume
AU - Lengyel, Máté
N1 - Publisher Copyright:
© 2022 The Authors
PY - 2022/6/1
Y1 - 2022/6/1
N2 - Sequential activity reflecting previously experienced temporal sequences is considered a hallmark of learning across cortical areas. However, it is unknown how cortical circuits avoid the converse problem: producing spurious sequences that are not reflecting sequences in their inputs. We develop methods to quantify and study sequentiality in neural responses. We show that recurrent circuit responses generally include spurious sequences, which are specifically prevented in circuits that obey two widely known features of cortical microcircuit organization: Dale's law and Hebbian connectivity. In particular, spike-timing-dependent plasticity in excitation-inhibition networks leads to an adaptive erasure of spurious sequences. We tested our theory in multielectrode recordings from the visual cortex of awake ferrets. Although responses to natural stimuli were largely non-sequential, responses to artificial stimuli initially included spurious sequences, which diminished over extended exposure. These results reveal an unexpected role for Hebbian experience-dependent plasticity and Dale's law in sensory cortical circuits.
AB - Sequential activity reflecting previously experienced temporal sequences is considered a hallmark of learning across cortical areas. However, it is unknown how cortical circuits avoid the converse problem: producing spurious sequences that are not reflecting sequences in their inputs. We develop methods to quantify and study sequentiality in neural responses. We show that recurrent circuit responses generally include spurious sequences, which are specifically prevented in circuits that obey two widely known features of cortical microcircuit organization: Dale's law and Hebbian connectivity. In particular, spike-timing-dependent plasticity in excitation-inhibition networks leads to an adaptive erasure of spurious sequences. We tested our theory in multielectrode recordings from the visual cortex of awake ferrets. Although responses to natural stimuli were largely non-sequential, responses to artificial stimuli initially included spurious sequences, which diminished over extended exposure. These results reveal an unexpected role for Hebbian experience-dependent plasticity and Dale's law in sensory cortical circuits.
KW - Dale's law
KW - Hebbian plasticity
KW - cortical circuits
KW - excitation/inhibition
KW - neural dynamics
KW - sequential activity
KW - statistical adaptation
UR - http://www.scopus.com/inward/record.url?scp=85131134742&partnerID=8YFLogxK
U2 - 10.1016/j.neuron.2022.03.006
DO - 10.1016/j.neuron.2022.03.006
M3 - Article
C2 - 35358415
AN - SCOPUS:85131134742
SN - 0896-6273
VL - 110
SP - 1857-1868.e5
JO - Neuron
JF - Neuron
IS - 11
ER -