4.3 Article

The amyloid cascade hypothesis and Alzheimer's disease: A mathematical model

Journal

EUROPEAN JOURNAL OF APPLIED MATHEMATICS
Volume 32, Issue 5, Pages 749-768

Publisher

CAMBRIDGE UNIV PRESS
DOI: 10.1017/S0956792520000339

Keywords

Smoluchowski equations; mathematical models of Alzheimer's disease; amyloid cascade hypothesis

Funding

  1. MIUR Excellence Department Project [CUP E83C18000100006]
  2. University of Bologna
  3. MAnET Marie Curie Initial Training Network
  4. GNAMPA of INdAM (Istituto Nazionale di Alta Matematica 'F. Severi'), Italy
  5. PRIN of the MIUR, Italy
  6. INCT-MACC (Instituto Nacional de Ciencia e Tecnologia -Medicina Assistida por Computacao Cientifica)
  7. foundation CAPES (Coordenacao de Aperfeicoamento de Pessoal de Nivel Superior) of the Ministry of Education of Federal Republic of Brazil [PROEX-9740044/D]
  8. University of Rome Tor Vergata 'Mission: sustainability - Formation and evolution of singularities'

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The paper presents a conceptual mathematical model for Alzheimer's disease based on the amyloid cascade hypothesis, which suggests that the progression of AD is associated with toxic oligomers of beta-amyloid. The model uses ordinary differential equations to describe the evolution from monomeric amyloid to senile plaques, considering the degradation of neurons and toxic oligomers. Numerical simulations show that the model, under some simplifying assumptions, can effectively explain the development of Alzheimer's disease.
The paper presents a conceptual mathematical model for Alzheimer's disease (AD). According to the so-called amyloid cascade hypothesis, we assume that the progression of AD is associated with the presence of soluble toxic oligomers of beta-amyloid. Monomers of this protein are produced normally throughout life, but a change in the metabolism may increase their total production and, through aggregation, ultimately results in a large quantity of highly toxic polymers. The evolution from monomeric amyloid produced by the neurons to senile plaques (long and insoluble polymeric amyloid chains) is modelled by a system of ordinary differential equations (ODEs), in the spirit of the Smoluchowski equation. The basic assumptions of the model are that, at the scale of suitably small representative elementary volumes (REVs) of the brain, the production of monomers depends on the average degradation of the neurons and in turn, at a much slower timescale, the degradation is caused by the number of toxic oligomers. To mimic prion-like diffusion of the disease in the brain, we introduce an interaction among adjacent REVs that can be assumed to be isotropic or to follow given preferential patterns. We display the results of numerical simulations which are obtained under some simplifying assumptions. For instance, the amyloid cascade is modelled by just three ordinary differential equations (ODEs), and the simulations refer to abstract 2D domains, simplifications which can be easily avoided at the price of some additional computational costs. Since the model is suitably flexible to incorporate other mechanisms and geometries, we believe that it can be generalised to describe more realistic situations.

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