TY - JOUR
T1 - Evaluating fibre orientation dispersion in white matter
T2 - Comparison of diffusion MRI, histology and polarized light imaging
AU - Mollink, Jeroen
AU - Kleinnijenhuis, Michiel
AU - Cappellen van Walsum, Anne Marie van
AU - Sotiropoulos, Stamatios N.
AU - Cottaar, Michiel
AU - Mirfin, Christopher
AU - Heinrich, Mattias P.
AU - Jenkinson, Mark
AU - Pallebage-Gamarallage, Menuka
AU - Ansorge, Olaf
AU - Jbabdi, Saad
AU - Miller, Karla L.
N1 - Publisher Copyright:
© 2017 The Authors
PY - 2017/8/15
Y1 - 2017/8/15
N2 - Diffusion MRI is an exquisitely sensitive probe of tissue microstructure, and is currently the only non-invasive measure of the brain's fibre architecture. As this technique becomes more sophisticated and microstructurally informative, there is increasing value in comparing diffusion MRI with microscopic imaging in the same tissue samples. This study compared estimates of fibre orientation dispersion in white matter derived from diffusion MRI to reference measures of dispersion obtained from polarized light imaging and histology. Three post-mortem brain specimens were scanned with diffusion MRI and analyzed with a two-compartment dispersion model. The specimens were then sectioned for microscopy, including polarized light imaging estimates of fibre orientation and histological quantitative estimates of myelin and astrocytes. Dispersion estimates were correlated on region – and voxel-wise levels in the corpus callosum, the centrum semiovale and the corticospinal tract. The region-wise analysis yielded correlation coefficients of r = 0.79 for the diffusion MRI and histology comparison, while r = 0.60 was reported for the comparison with polarized light imaging. In the corpus callosum, we observed a pattern of higher dispersion at the midline compared to its lateral aspects. This pattern was present in all modalities and the dispersion profiles from microscopy and diffusion MRI were highly correlated. The astrocytes appeared to have minor contribution to dispersion observed with diffusion MRI. These results demonstrate that fibre orientation dispersion estimates from diffusion MRI represents the tissue architecture well. Dispersion models might be improved by more faithfully incorporating an informed mapping based on microscopy data.
AB - Diffusion MRI is an exquisitely sensitive probe of tissue microstructure, and is currently the only non-invasive measure of the brain's fibre architecture. As this technique becomes more sophisticated and microstructurally informative, there is increasing value in comparing diffusion MRI with microscopic imaging in the same tissue samples. This study compared estimates of fibre orientation dispersion in white matter derived from diffusion MRI to reference measures of dispersion obtained from polarized light imaging and histology. Three post-mortem brain specimens were scanned with diffusion MRI and analyzed with a two-compartment dispersion model. The specimens were then sectioned for microscopy, including polarized light imaging estimates of fibre orientation and histological quantitative estimates of myelin and astrocytes. Dispersion estimates were correlated on region – and voxel-wise levels in the corpus callosum, the centrum semiovale and the corticospinal tract. The region-wise analysis yielded correlation coefficients of r = 0.79 for the diffusion MRI and histology comparison, while r = 0.60 was reported for the comparison with polarized light imaging. In the corpus callosum, we observed a pattern of higher dispersion at the midline compared to its lateral aspects. This pattern was present in all modalities and the dispersion profiles from microscopy and diffusion MRI were highly correlated. The astrocytes appeared to have minor contribution to dispersion observed with diffusion MRI. These results demonstrate that fibre orientation dispersion estimates from diffusion MRI represents the tissue architecture well. Dispersion models might be improved by more faithfully incorporating an informed mapping based on microscopy data.
KW - Astrocytes
KW - Diffusion MRI
KW - Dispersion
KW - Myelin
KW - Polarized light imaging
KW - Post-mortem
KW - Validation
UR - http://www.scopus.com/inward/record.url?scp=85021113383&partnerID=8YFLogxK
U2 - 10.1016/j.neuroimage.2017.06.001
DO - 10.1016/j.neuroimage.2017.06.001
M3 - Article
C2 - 28602815
AN - SCOPUS:85021113383
SN - 1053-8119
VL - 157
SP - 561
EP - 574
JO - NeuroImage
JF - NeuroImage
ER -