Modeling L-LTP based on changes in concentration of pCREB transcription factor

被引:11
作者
Benuskova, Lubica [1 ]
Kasabov, Nikola [1 ]
机构
[1] Auckland Univ Technol, Knowledge Engn & Discovery Res Inst, Auckland, New Zealand
关键词
L-LTP; STDP; BCM; pCREB;
D O I
10.1016/j.neucom.2006.10.133
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We simulate the induction and maintenance of late long-term potentiation (L-LTP) in the hippocampal dentate gyrus by means of a new synaptic plasticity rule that is the result of combination of the spike-timing-dependent plasticity (STDP) and the moving LTD/LTP threshold theta(M) from the Bienenstock, Cooper and Munro (BCM) theory of synaptic plasticity. We propose the activity-dependent functional equation for Om to be based on two processes: (1) fast process that depends on average postsynaptic spike count and (2) slow process that is a function of concentration of phosphorylated CREB (cAMP-responsive element binding) transcription factor, activation of which induces gene expression to maintain L-LTP. In the end, we propose a new, more general form of synaptic plasticity rule, which is applicable to any form of activity-dependent synaptic plasticity. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:2035 / 2040
页数:6
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