Title
Multi-scale modeling of altered synaptic plasticity related to Amyloid β effects.
Abstract
As suggested by Palop and Mucke (2010) pathologically elevated β-amyloid (Aβ) impairs long term potentiation (LTP) and enhances long term depression (LTD) possible underlying mechanisms in Alzheimer’s Disease (AD). In the present paper we adopt and further elaborate a phenomenological computational model of bidirectional plasticity based on the calcium control hypothesis of Shouval et al. (2002). First, to account for Aβ effects the activation function Ω was modified assuming competition between LTP and LTD, and parameter sets were identified that well describe both normal and pathological synaptic plasticity processes. Second, a biophysically plausible kinetic model of bidirectional synaptic plasticity by D’Alcantara et al. (2003) was used to support findings of the phenomenological model and to further explain underlying kinetic processes. Model fitting pointed out molecular contributors, particularly calcineurin and type 1 protein phosphatase that might contribute to observed physiological disturbances in AD.
Year
DOI
Venue
2017
10.1016/j.neunet.2017.06.002
Neural Networks
Keywords
Field
DocType
Phenomenological model,Kinetic model,Calcium control hypothesis,AMPA receptor,NMDA receptor,Computer simulation
Long-term potentiation,Mathematical optimization,Neuroscience,Amyloid,NMDA receptor,Long-term depression,Synaptic plasticity,AMPA receptor,Metaplasticity,Mathematics,Plasticity
Journal
Volume
Issue
ISSN
93
1
0893-6080
Citations 
PageRank 
References 
0
0.34
5
Authors
4
Name
Order
Citations
PageRank
Takumi Matsuzawa100.34
László Zalányi2493.93
Tamás Kiss318328.49
peter erdi492.17