TY - JOUR
T1 - Diffusion-derived parameters in lesions, peri-lesion, and normal-appearing white matter in multiple sclerosis using tensor, kurtosis, and fixel-based analysis
AU - van der Weijden, Chris WJ
AU - van der Hoorn, Anouk
AU - Potze, Jan Hendrik
AU - Renken, Remco J
AU - Borra, Ronald JH
AU - Dierckx, Rudi AJO
AU - Gutmann, Ingomar W
AU - Ouaalam, Hakim
AU - Karimi, Davood
AU - Gholipour, Ali
AU - Warfield, Simon K
AU - de Vries, Erik FJ
AU - Meilof, Jan F
PY - 2022/11
Y1 - 2022/11
N2 - Neuronal damage is the primary cause of long-term disability of multiple sclerosis (MS) patients. Assessment of axonal integrity from diffusion MRI parameters might enable better disease characterisation. 16 diffusion derived measurements from diffusion tensor imaging (DTI), diffusion kurtosis imaging (DKI), and fixel-based analysis (FBA) in lesions, peri-lesion and normal appearing white matter were investigated. Diffusion MRI scans of 11 MS patients were processed to generate DTI, DKI, and FBA images. Fractional anisotropy (FA) and fibre density (FD) were used to assess axonal integrity across brain regions. Subsequently, 359 lesions were identified, and lesion and peri-lesion segmentation was performed using structural T1w, T2w, T2w-FLAIR, and T1w post-contrast MRI. The segmentations were then used to extract 16 diffusion MRI parameters from lesion, peri-lesion, and contralateral normal appearing white matter (NAWM). The measurements for axonal integrity, DTI-FA, DKI-FA, FBA-FD, produced similar results. All diffusion MRI parameters were affected in lesions as compared to NAWM (p < 0.001), confirming loss of axonal integrity in lesions. In peri-lesions, most parameters, except FBA-FD, were also significantly different from NAWM, although the effect size was smaller than in lesions. The reduction in axonal integrity in peri-lesions, despite unaffected fibre density estimates, suggests an effect of Wallerian degeneration.
AB - Neuronal damage is the primary cause of long-term disability of multiple sclerosis (MS) patients. Assessment of axonal integrity from diffusion MRI parameters might enable better disease characterisation. 16 diffusion derived measurements from diffusion tensor imaging (DTI), diffusion kurtosis imaging (DKI), and fixel-based analysis (FBA) in lesions, peri-lesion and normal appearing white matter were investigated. Diffusion MRI scans of 11 MS patients were processed to generate DTI, DKI, and FBA images. Fractional anisotropy (FA) and fibre density (FD) were used to assess axonal integrity across brain regions. Subsequently, 359 lesions were identified, and lesion and peri-lesion segmentation was performed using structural T1w, T2w, T2w-FLAIR, and T1w post-contrast MRI. The segmentations were then used to extract 16 diffusion MRI parameters from lesion, peri-lesion, and contralateral normal appearing white matter (NAWM). The measurements for axonal integrity, DTI-FA, DKI-FA, FBA-FD, produced similar results. All diffusion MRI parameters were affected in lesions as compared to NAWM (p < 0.001), confirming loss of axonal integrity in lesions. In peri-lesions, most parameters, except FBA-FD, were also significantly different from NAWM, although the effect size was smaller than in lesions. The reduction in axonal integrity in peri-lesions, despite unaffected fibre density estimates, suggests an effect of Wallerian degeneration.
KW - Axonal integrity
KW - diffusion kurtosis imaging
KW - diffusion tensor imaging
KW - fixel-based analysis
KW - multiple sclerosis
KW - GAUSSIAN WATER DIFFUSION
KW - TRAUMATIC BRAIN-INJURY
KW - DISTORTION CORRECTION
KW - FIBER DENSITY
KW - DAMAGE
KW - QUANTIFICATION
KW - FRAMEWORK
KW - MOVEMENT
KW - IMAGES
KW - TRACT
U2 - 10.1177/0271678X221107953
DO - 10.1177/0271678X221107953
M3 - Article
C2 - 35754351
SN - 0271-678X
VL - 42
SP - 2095
EP - 2106
JO - Journal of Cerebral Blood Flow and Metabolism
JF - Journal of Cerebral Blood Flow and Metabolism
IS - 11
ER -