S. Kali et P. Dayan, The involvement of recurrent connections in area CA3 in establishing the properties of place fields: a model, J NEUROSC, 20(19), 2000, pp. 7463-7477
Strong constraints on the neural mechanisms underlying the formation of pla
ce fields in the rodent hippocampus come from the systematic changes in spa
tial activity patterns that are consequent on systematic environmental mani
pulations. We describe an attractor network model of area CA3 in which loca
l, recurrent, excitatory, and inhibitory interactions generate appropriate
place cell representations from location- and direction-specific activity i
n the entorhinal cortex.
In the model, familiarity with the environment, as reflected by activity in
neuromodulatory systems, influences the efficacy and plasticity of the rec
urrent and feedforward inputs to CA3. In unfamiliar, novel, environments, m
ossy fiber inputs impose activity patterns on CA3, and the recurrent collat
erals and the perforant path inputs are subject to graded Hebbian plasticit
y. This sculpts CA3 attractors and associates them with activity patterns i
n the entorhinal cortex. In familiar environments, place fields are control
led by the way that perforant path inputs select among the attractors.
Depending on the training experience provided, the model generates place fi
elds that are either directional or nondirectional and whose changes when t
he environment undergoes simple geometric transformations are in accordance
with experimental data. Representations of multiple environments can be st
ored and recalled with little interference, and these have the appropriate
degrees of similarity in visually similar environments.