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MR-AIV reveals in vivo brain-wide fluid flow with physics-informed AI
Juan Diego Toscano1, Yisen Guo2, Zhibo Wang3
1Division of Applied Mathematics, Brown University, Providence, RI 02912, USA.
Science Advances
|May 27, 2026
Summary
Magnetic Resonance Artificial Intelligence Velocimetry (MR-AIV) visualizes brain fluid flow. This new method maps brain-wide velocity, revealing transport mechanisms crucial for neurological health and disease research.
Area of Science:
- Neuroscience
- Biophysics
- Medical Imaging
Background:
- Cerebrospinal and interstitial fluid circulation is essential for brain waste clearance.
- Disrupted fluid transport is implicated in neurological disorders.
- Measuring deep brain fluid dynamics has been challenging.
Purpose of the Study:
- To introduce a novel framework, magnetic resonance artificial intelligence velocimetry (MR-AIV), for quantifying brain-wide fluid velocity.
- To enable measurement of tissue permeability and pressure fields.
- To investigate brain clearance mechanisms and fluid dynamics.
Main Methods:
- Developed MR-AIV, a physics-informed AI framework using dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI).
- Reconstructed three-dimensional fluid velocity fields.
- Estimated tissue permeability and pressure fields.
Main Results:
- MR-AIV successfully generated brain-wide velocity maps.
- Quantified distinct interstitial and perivascular flow rates, differentiating slow diffusion (∼0.1 μm/s) from rapid advection (∼3 μm/s).
- Provided pressure and permeability estimates previously inaccessible.
Conclusions:
- MR-AIV offers a powerful tool for studying brain fluid dynamics in health and disease.
- This method advances our understanding of brain waste clearance.
- The framework has potential applications beyond neuroscience, including geophysics and tissue mechanics.
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