[neuro] [Comp-neuro] Neural modeling article on encoding and retrieval of a hippocampal CA1 microcircuit
Eugen Leitl
<eugen at leitl.org> on
Mon Jul 27 16:46:45 CEST 2009
----- Forwarded message from "Cutsuridis, Vassilis" <vcu at cs.stir.ac.uk> -----
From: "Cutsuridis, Vassilis" <vcu at cs.stir.ac.uk>
Date: Mon, 27 Jul 2009 16:36:01 +0300
To: connectionists at cs.cmu.edu, comp-neuro at neuroinf.org
Cc:
Subject: [Comp-neuro] Neural modeling article on encoding and retrieval of a
hippocampal CA1 microcircuit
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The following article about memory storage and retrieval of
a hippocampal microcircuit is available
at [1]http://www.cs.stir.ac.uk/~vcu:
Cutsuridis, V., Cobb, S., Graham B.P.
Encoding and retrieval in the hippocampal CA1 microcircuit model.
Hippocampus, in press.
ABSTRACT
It has been proposed that the hippocampal theta rhythm (47 Hz) can
contribute to memory formation by separating encoding (storage) and
retrieval of memories into different functional half-cycles (Hasselmo
et al. (2002) Neural Comput 14:793817). We investigate, via computer
simulations, the biophysical mechanisms by which storage and recall of
spatio-temporal input patterns are achieved by the CA1 microcircuitry.
A model of the CA1 microcircuit is presented that uses biophysical
representations of the major cell types, including pyramidal (P) cells
and four types of inhibitory interneurons: basket (B) cells, axoaxonic
(AA) cells, bistratified (BS) cells, and oriens lacunosum-moleculare
(OLM) cells. Inputs to the network come from the entorhinal cortex
(EC), the CA3 Schaffer collaterals, and medial septum. The EC input
provides the sensory information, whereas all other inputs provide
context and timing information. Septal input provides timing
information for phasing storage and recall. Storage is accomplished
via a local STDP mediated hetero-association of the EC input pattern
and the incoming CA3 input pattern on the CA1 pyramidal cell target
synapses. The model simulates the timing of firing of different
hippocampal cell types relative to the theta rhythm in anesthetized
animals and proposes experimentally confirmed functional roles for the
different classes of inhibitory interneurons in the storage and recall
cycles (Klausberger et al. (2003)Nature 421:844848; Klausberger et al.
(2004) Nat Neurosci 7:4147). Measures of recall performance of new and
previously stored input patterns in the presence or absence of various
inhibitory interneurons are used to quantitatively test the
performance of our model. Finally, the mean recall quality of the CA1
microcircuit is tested as the number of stored patterns is increased.
Key Words: CA1 microcircuit model; storage and recall; pyramidal cell;
basket cell; bistratified cell; OLM cell; axo-axonic cell; STDP
References
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Eugen* Leitl <a href="http://leitl.org">leitl</a> http://leitl.org
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