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Viability of AMURA biomarkers from single-shell diffusion MRI in clinical studies
Carmen Martín-Martín1, Álvaro Planchuelo-Gómez1,2, Ángel L Guerrero3,4
1Laboratorio de Procesado de Imagen (LPI), Universidad de Valladolid, Valladolid, Spain.
Frontiers in Neuroscience
|May 26, 2023
Summary
Apparent Measures Using Reduced Acquisitions (AMURA) offers a more reliable way to assess white matter properties in complex brain structures than Diffusion Tensor Imaging (DTI). AMURA shows greater sensitivity in detecting differences in migraine patients and is more robust with smaller sample sizes.
Area of Science:
- Neuroimaging
- Diffusion MRI
- White Matter Integrity
Background:
- Diffusion Tensor Imaging (DTI) is standard for white matter analysis but has limitations in complex structures.
- Evaluating microstructural properties in clinical studies requires robust and sensitive diffusion MRI measures.
- Novel approaches are needed to overcome DTI's limitations in assessing complex white matter.
Purpose of the Study:
- To validate Apparent Measures Using Reduced Acquisitions (AMURA) against DTI for reliability and robustness.
- To compare the efficacy of AMURA and DTI in identifying differences in white matter properties in migraine patients.
- To assess the stability and discrimination power of AMURA and DTI with reduced sample sizes.
Main Methods:
- Single-shell diffusion MRI was acquired from 50 healthy controls, 51 episodic migraine, and 56 chronic migraine patients.
- Four DTI-based and eight AMURA-based parameters were compared using tract-based spatial statistics and region-based analysis.
- Stability and discrimination power were evaluated using subsamples with reduced sizes and 5,001 random permutations.
Main Results:
- AMURA detected more significant differences between episodic migraine patients and controls compared to DTI.
- DTI identified more differences between episodic and chronic migraine groups than AMURA.
- AMURA parameters demonstrated greater stability and less dependency on sample size compared to DTI.
Conclusions:
- AMURA shows favorable characteristics for identifying microstructural differences in complex white matter regions.
- AMURA offers improved sensitivity and robustness, particularly with reduced sample sizes, compared to DTI.
- AMURA presents a promising alternative for clinical studies assessing white matter integrity in neurological conditions.
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