Literature DB >> 22734492

The rise and fall of memory in a model of synaptic integration.

Terry Elliott1, Konstantinos Lagogiannis.   

Abstract

Plasticity-inducing stimuli must typically be presented many times before synaptic plasticity is expressed, perhaps because induction signals gradually accumulate before overt strength changes occur. We consider memory dynamics in a mathematical model with synapses that integrate plasticity induction signals before expressing plasticity. We find that the memory trace initially rises before reaching a maximum and then falling. The memory signal dissociates into separate oblivescence and reminiscence components, with reminiscence initially dominating recall. In radical contrast, related but nonintegrative models exhibit only a highly problematic oblivescence. Synaptic integration mechanisms possess natural timescales, depending on the statistics of the induction signals. Together with neuromodulation, these timescales may therefore also begin to provide a natural account of the well-known spacing effect in the transition to late-phase plasticity. Finally, we propose experiments that could distinguish between integrative and nonintegrative synapses. Such experiments should further elucidate the synaptic signal processing mechanisms postulated by our model.

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Year:  2012        PMID: 22734492     DOI: 10.1162/NECO_a_00335

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  3 in total

1.  A Model of Fast Hebbian Spike Latency Normalization.

Authors:  Hafsteinn Einarsson; Marcelo M Gauy; Johannes Lengler; Angelika Steger
Journal:  Front Comput Neurosci       Date:  2017-05-15       Impact factor: 2.380

2.  Memory consolidation and improvement by synaptic tagging and capture in recurrent neural networks.

Authors:  Jannik Luboeinski; Christian Tetzlaff
Journal:  Commun Biol       Date:  2021-03-03

3.  The Impact of Sparse Coding on Memory Lifetimes in Simple and Complex Models of Synaptic Plasticity.

Authors:  Terry Elliott
Journal:  Biol Cybern       Date:  2022-03-14       Impact factor: 3.072

  3 in total

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