A game-theoretic approach to deciphering the dynamics of amyloid-β aggregation along competing pathways
A game-theoretic approach to deciphering the dynamics of amyloid-β aggregation along competing pathways
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一种博弈论方法来破译淀粉样蛋白-β沿着竞争途径聚集的动态
DOI:
10.1101/581629
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发表时间:
2020
影响因子:
3.5
通讯作者:
Vaidya, A.
中科院分区:
文献类型:
--
作者:
Ghosh, P.;Rana, P.;Rangachari, V.;Saha, J.;Steen, E.;Vaidya, A.
Aggregation of amyloid-β(Aβ) peptides is a significant event that underpins Alzheimer's disease (AD). Aβaggregates, especially the low-molecular weight oligomers, are the primary toxic agents in AD pathogenesis. Therefore, there is increasing interest in understanding their formation and behaviour. In this paper, we use our previously established results on heterotypic interactions between Aβand fatty acids (FAs) to investigate off-pathway aggregation under the control of FA concentrations to develop a mathematical framework that captures the mechanism. Our framework to define and simulate the competing on- and off-pathways of Aβaggregation is based on the principles of game theory. Together with detailed simulations and biophysical experiments, our models describe the dynamics involved in the mechanisms of Aβaggregation in the presence of FAs to adopt multiple pathways. Specifically, our reduced-order computations indicate that the emergence of off- or on-pathway aggregates are tightly controlled by a narrow set of rate constants, and one could alter such parameters to populate a particular oligomeric species. These models agree with the detailed simulations and experimental data on using FA as a heterotypic partner to modulate the temporal parameters. Predicting spatio-temporal landscape along competing pathways for a given heterotypic partner such as lipids is a first step towards simulating scenarios in which the generation of specific ‘conformer strains’ of Aβcould be predicted. This approach could be significant in deciphering the mechanisms of amyloid aggregation and strain generation, which are ubiquitously observed in many neurodegenerative diseases.
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DOI:
10.1021/la101581g
发表时间:
2010
期刊:
Langmuir : the ACS journal of surfaces and colloids
影响因子:
--
作者:
Thomas L. Williams;I. J. Day;L. Serpell
通讯作者:
L. Serpell
影响因子:
5.6
作者:
P. Gorman;C. Yip;P. Fraser;A. Chakrabartty
通讯作者:
A. Chakrabartty
影响因子:
6.1
作者:
Gellermann, Gerald P.;Byrnes, Helga;Barghorn, Stefan
通讯作者:
Barghorn, Stefan
DOI:
10.1073/pnas.0911326107
发表时间:
2010-03-23
影响因子:
11.1
作者:
Dahms, Sven O.;Hoefgen, Sandra;Than, Manuel E.
通讯作者:
Than, Manuel E.
影响因子:
2.9
作者:
Dean DN;Pate KM;Moss MA;Rangachari V
通讯作者:
Rangachari V