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Automated Segmentation of Cortical Grey Matter from T1-Weighted MRI Images
Published on: January 7, 2019
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Detection and quantification of regional cortical gray matter damage in multiple sclerosis utilizing gradient echo
Jie Wen1, Dmitriy A Yablonskiy1, Jie Luo2
1Department of Radiology, Washington University, St. Louis, MO 63110, USA.
Neuroimage. Clinical
|June 23, 2016
Summary
Gradient echo MRI reliably quantifies cortical gray matter damage in multiple sclerosis (MS). This new method correlates with cognitive function, offering a promising biomarker for MS brain injury assessment.
Area of Science:
- Neuroimaging
- Neurology
- Radiology
Background:
- Cortical gray matter (GM) damage is a key feature of multiple sclerosis (MS).
- Standard MRI techniques often fail to detect cortical GM lesions.
- Cortical volume loss is measurable but may not fully capture GM injury.
Purpose of the Study:
- To demonstrate the reliability and quantitative accuracy of gradient echo MRI for assessing cortical GM damage in MS.
- To establish R2(*) values as potential biomarkers for MS-related brain tissue injury.
- To correlate MRI-derived measures with neurocognitive test performance in MS patients.
Main Methods:
- High-resolution multi-gradient echo MRI was employed to map R2(*) values in cortical and white matter regions.
- Voxel spread function method corrected for background field gradient artifacts.
- Age-adjusted R2(*) values (ΔR2(*)) and cortical thickness were calculated and analyzed in MS patients and healthy controls (HCs).
Main Results:
- MS patients exhibited lower ΔR2(*) values in cortical GM and normal-appearing white matter (NAWM) compared to HCs.
- Cortical GM ΔR2(*) values correlated significantly with Symbol Digit Modalities Test (SDMT) and Paced Auditory Serial Addition Test (PASAT) scores.
- These correlations were stronger than those observed with volumetric measures, indicating greater sensitivity to MS-related changes.
Conclusions:
- Quantitative R2(*) mapping using gradient echo MRI is a robust and reproducible method for assessing cortical GM damage in MS.
- This technique provides sensitive biomarkers of tissue injury, particularly in the cerebral cortex, which is challenging for standard MRI.
- R2(*) values show promise for monitoring disease progression and evaluating treatment efficacy in MS.
Keywords:
25FTW, 25-foot timed walk9HPT, Nine-hole peg testCognitive disabilityCortical gray matterEDSS, expanded disability status scaleGEPCI, gradient echo plural contrast imagingGM, gray matterHC, healthy controlMPRAGE, magnetization prepared rapid gradient echoMS, multiple sclerosisMultiple sclerosisNAWM, normal appearing white matterNCGMV, normalized cortical gray matter volumePASAT, paced auditory serial addition testPPMS, primary-progressive multiple sclerosisQuantitativeR2*ROI, region of interestRRMS, relapsing–remitting multiple sclerosisSDMT, symbol digit modalities testSPMS, secondary-progressive multiple sclerosisWM, white matterWMLL, white matter lesion load
