1. Spiral MRSI and tissue segmentation of normal-appearing white matter and white matter lesions in relapsing remitting multiple sclerosis patients☆
- Author
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Saadallah Ramadan, Jeannette Lechner-Scott, Ovidiu C. Andronesi, Oun Al-iedani, Scott Quadrelli, Neda Gholizadeh, Karen Ribbons, and Rodney A. Lea
- Subjects
Adult ,Support Vector Machine ,Volume of interest ,Biomedical Engineering ,Biophysics ,computer.software_genre ,White matter ,Multiple Sclerosis, Relapsing-Remitting ,Voxel ,Image Processing, Computer-Assisted ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Spiral ,Tissue segmentation ,business.industry ,Multiple sclerosis ,Middle Aged ,medicine.disease ,Magnetic Resonance Imaging ,White Matter ,Hyperintensity ,medicine.anatomical_structure ,Relapsing remitting ,Female ,sense organs ,business ,Nuclear medicine ,computer - Abstract
To evaluate the performance of novel spiral MRSI and tissue segmentation pipeline of the brain, to investigate neurometabolic changes in normal-appearing white matter (NAWM) and white matter lesions (WML) of stable relapsing remitting multiple sclerosis (RRMS) compared to healthy controls (HCs).Spiral 3D MRSI using LASER-GOIA-W [16,4] was undertaken on 16 RRMS patients and 9 HCs, to acquire MRSI data from a large volume of interest (VOI) 320 cmCompared to HCs, RRMS demonstrated a statistically significant reduction in all mean brain tissues and increase in CSF volume. Within VOI, WM decreased (-10%) and CSF increased (41%) in RRMS compared to HCs (p 0.001). MRSI revealed that total creatine (tCr) ratios of N-acetylaspartate and glutamate+glutamine in WML were significantly lower than NAWM-MS (-9%, -8%) and HCs (-14%, -10%), respectively. Myo-inositol/tCr in WML was significantly higher than NAWM-MS (14%) and HCs (10%). SVM of MRSI yielded accuracy, sensitivity and specificity of 86%, 95%, and 70%, respectively for HCs vs WML, which were higher than HC vs NAWM and WML vs NAWM models.This study demonstrates the benefit of MRSI in evaluating MS neurometabolic changes in NAWM. SVM of MRSI data in the MS brain may be suited for clinical monitoring and progression of MS patients. Longitudinal MRSI studies are warranted.
- Published
- 2020
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