The multiphysics of prion-like diseases: progression and atrophy
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Abstract (arXiv)
Many neurodegenerative diseases are related to the propagation and accumulation of toxic proteins throughout the brain. The lesions created by aggregates of these toxic proteins further lead to cell death and accelerated tissue atrophy. A striking feature of some of these diseases is their characteristic pattern and evolution, leading to well-codified disease stages visible to neuropathology and associated with various cognitive deficits and pathologies. Here, we simulate the anisotropic propagation and accumulation of toxic proteins in full brain geometry. We show that the same model with different initial seeding zones reproduces the characteristic evolution of different prion-like diseases. We also recover the expected evolution of the total toxic protein load. Finally, we couple our transport model to a mechanical atrophy model to obtain the typical degeneration patterns found in neurodegenerative diseases.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Apr 2018.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 1; 2024: 0; 2025: 2; 2026: 2.
6 papers.
- 2021Reinforcement Learning based Disease Progression Model for Alzheimer's Diseasecited by 10
- 2025A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modellingcited by 2
- 2023Exploring hyperelastic material model discovery for human brain cortex: multivariate analysis vs. artificial neural network approachescited by 1
- 2026Tau-BNO: Brain Neural Operator for Tau Transport Modelcited by 1
- 2025Learning Mechanistic Subtypes of Neurodegeneration with a Physics-Informed Variational Autoencoder Mixture Modelcited by 0
- 2026Integrating Mechanistic and Data-Driven Models for Neurological Disorders through Differentiable Programmingcited by 0
- 2026Integrating Mechanistic and Data-Driven Models for Neurological Disorders through Differentiable Programming4 Jun 2026
- 2026Tau-BNO: Brain Neural Operator for Tau Transport Model9 Mar 2026
- 2025Learning Mechanistic Subtypes of Neurodegeneration with a Physics-Informed Variational Autoencoder Mixture Model18 Sep 2025
- 2025A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modelling9 Aug 2025
- 2023Exploring hyperelastic material model discovery for human brain cortex: multivariate analysis vs. artificial neural network approaches16 Oct 2023
- 2021Reinforcement Learning based Disease Progression Model for Alzheimer's Disease30 Jun 2021