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Updated: Oct 1, 2025

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Magnetic Resonance Imaging of Multiple Sclerosis at 7.0 Tesla
Published on: February 19, 2021
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MAGNIMS recommendations for harmonization of MRI data in MS multicenter studies
Nicola De Stefano1, Marco Battaglini1, Deborah Pareto2
1Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.
Neuroimage. Clinical
|March 4, 2022
Summary
Harmonizing magnetic resonance imaging (MRI) data from multiple sclerosis (MS) studies is crucial for developing biomarkers. This review highlights advances and challenges in standardizing MRI data acquisition, analysis, and storage for MS research.
Area of Science:
- Neuroimaging
- Biomarker Discovery
- Data Science
Background:
- Sharing harmonized data from large cooperative studies is essential for biomarker development.
- Multiple sclerosis (MS) research urgently needs to translate advanced MRI findings into clinical practice.
- Inconsistent MRI acquisition, analysis, and storage across sites introduce bias, hindering multicenter studies.
Purpose of the Study:
- To review the current state, recent advances, and future directions in harmonizing large-scale, multicenter MRI data for MS cohorts.
- To provide recommendations for standardizing MRI data management in MS research.
- To address the challenges and opportunities in managing large imaging datasets for personalized MS patient care.
Main Methods:
- Literature review of harmonization techniques for MRI data in MS.
- Analysis of current technical advancements in MRI acquisition and analysis.
- Discussion of data storage strategies for multicenter imaging studies.
Main Results:
- Significant efforts are underway to create harmonized MRI datasets for MS research.
- Technical advances are improving MRI data consistency across different sites.
- Standardized data management is identified as a key opportunity and challenge for future MS research.
Conclusions:
- Achieving harmonized MRI data requires ongoing research and specialized resources.
- Collective efforts are vital for personalized MS management and resource optimization.
- Standardized multicenter MRI data will accelerate biomarker discovery and clinical translation in MS.
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