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.

Plos Computational Biology
|November 21, 2014
PubMed

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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