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Published on: September 7, 2021
Epidemic spreading model to characterize misfolded proteins propagation in aging and associated neurodegenerative
Yasser Iturria-Medina1, Roberto C Sotero1, Paule J Toussaint1
1Montreal Neurological Institute, Montreal, Quebec, Canada.
Abstract:
Misfolded proteins (MP) are a key component in aging and associated neurodegenerative disorders. For example, misfolded Amyloid-ß (Aß) and tau proteins are two neuropathogenic hallmarks of Alzheimer's disease. Mechanisms underlying intra-brain MP propagation/deposition remain essentially uncharacterized. Here, is introduced an epidemic spreading model (ESM) for MP dynamics that considers propagation-like interactions between MP agents and the brain's clearance response across the structural connectome. The ESM reproduces advanced Aß deposition patterns in the human brain (explaining 46∼56% of the variance in regional Aß loads, in 733 subjects from the ADNI database). Furthermore, this model strongly supports a) the leading role of Aß clearance deficiency and early Aß onset age during Alzheimer's disease progression, b) that effective anatomical distance from Aß outbreak region explains regional Aß arrival time and Aß deposition likelihood, c) the multi-factorial impact of APOE e4 genotype, gender and educational level on lifetime intra-brain Aß propagation, and d) the modulatory impact of Aß propagation history on tau proteins concentrations, supporting the hypothesis of an interrelated pathway between Aß pathophysiology and tauopathy. To our knowledge, the ESM is the first computational model highlighting the direct link between structural brain networks, production/clearance of pathogenic proteins and associated intercellular transfer mechanisms, individual genetic/demographic properties and clinical states in health and disease. In sum, the proposed ESM constitutes a promising framework to clarify intra-brain region to region transference mechanisms associated with aging and neurodegenerative disorders.
Insights
Misfolded proteins spread through the brain like an epidemic. An epidemic spreading model (ESM) explains Alzheimer's disease protein deposition and progression, linking brain networks to disease factors.
Area of Science:
- Neuroscience
- Computational Biology
- Biophysics
Background:
- Misfolded proteins (MP) are implicated in aging and neurodegenerative diseases like Alzheimer's.
- Misfolded Amyloid-ß (Aß) and tau proteins are key hallmarks of Alzheimer's disease.
- Mechanisms of intra-brain MP propagation and deposition are poorly understood.
Purpose of the Study:
- Introduce an epidemic spreading model (ESM) for MP dynamics.
- Investigate MP interactions with brain clearance mechanisms across the structural connectome.
- Clarify region-to-region transference mechanisms in aging and neurodegenerative disorders.
Main Methods:
- Developed an epidemic spreading model (ESM) for misfolded protein dynamics.
- Incorporated propagation-like interactions and brain clearance responses.
- Utilized the ADNI database of 733 subjects for model validation.
Main Results:
- ESM accurately reproduced Aß deposition patterns in the human brain (46-56% variance explained).
- Model supports the role of Aß clearance deficiency and early onset age in Alzheimer's.
- Demonstrated the impact of anatomical distance, APOE e4, gender, and education on Aß propagation.
- Showed Aß propagation influences tau protein concentrations, suggesting linked pathophysiology.
Conclusions:
- The ESM is the first computational model linking brain networks, protein dynamics, genetics, demographics, and clinical states.
- The model provides a framework for understanding intra-brain transference mechanisms in aging and neurodegeneration.
- Findings highlight the importance of Aß clearance and early disease factors in Alzheimer's progression.
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