Elena Herranz1,2, Silvia De Santis 3, Constantina Andrada Treaba1,2, Tobias Granberg1,2,4,5, Russell Ouellette1, Jacob Sloane2,6, Eric Klawiter1,2,7, Nicola Toschi8, and Caterina Mainero1,2
1Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States, 2Harvard Medical School, Boston, MA, United States, 3CSIC-UMH, Instituto de Neurociencias de Alicante, Alicante, Spain, 4Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden, 5Department of Radiology, Karolinska University Hospital, Stockholm, Sweden, 6Neurology, Beth Israel Deaconess Medical Center, Boston, MA, United States, 7Neurology, Massachusetts General Hospital, Boston, MA, United States, 8Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy
Synopsis
Neuropathological studies of multiple sclerosis (MS) established that diffuse microglia activation with axonal loss in the normal appearing white matter (NAWM) is a main determinant of disease progression. The in vivo study of neuroinflammation and axonal integrity is still challenging. We combined 11C-PBR28 MR-PET with multi-shell diffusion imaging to investigate neuroinflammation and microstructural abnormalities in the NAWM of MS subjects. Results showed evidence of diffuse neuroinflammation accompanied by microstructural diffusion abnormalities with decreased axonal density. The axonal density estimate from the Composite Hindered and Restricted Model of Diffusion was more sensitive than diffusion tensor imaging measures in disclosing axonal damage.
Purpose:
Neuropathological and
positron emission tomography (PET) studies demonstrated neuroinflammation with
microglia activation in the normal appearing white matter (NAWM) in multiple
sclerosis (MS)1,2,3. Neuropathological
studies also established that diffuse microglia activation is often associated
with diffuse axonal loss, especially in progressive MS1. This pattern of pathology has, therefore,
been considered as a main determinant of long-term disability and disease
progression. Activated microglia upregulate the translocator protein 18 kDa
(TSPO) expression, which can be imaged in vivo using selective TSPO PET radiotracers4. Non-invasive in vivo detection of axonal pathology in MS, however, is
still challenging.
Diffusion tensor imaging (DTI) studies have shown
microstructural abnormalities in NAWM in MS5. DTI metrics, however, are
relatively unspecific to changes in axonal microstructure. Previous studies
have associated axial diffusivity to axonal loss, and radial diffusivity with
myelin content6. However, diffusivity indices can be affected by crossing,
branching, merging or kissing fibers among other factors. The Composite
Hindered and Restricted Model of Diffusion (CHARMED)7 is an advanced
multi-shell diffusion-weighted imaging method that, in contrast to DTI,
provides biomarkers of tissue microstructure in which the effects of
demyelination and axonal loss are disentangled by providing an estimate of the
so-called restricted fraction (FR), which is a surrogate marker for axonal
density.
Here, in a heterogenous MS cohort, we employed a multimodal imaging
approach that combined 11C-PBR28 imaging on a high resolution,
integrated human MR-PET system with multi-shell diffusion imaging to
investigate i) the presence of neuroinflammation in the NAWM of MS patients;
ii) the microstructural diffusion abnormalities that characterize MS NAWM ii) whether
the CHARMED model is a more suitable tool to detect destructive structural
pathology than conventional DTI.Methods:
Eleven MS subjects (5 secondary progressive MS, SPMS, and 6 relapsing
remitting MS, RRMS; mean±SD age=49±11 years) and 10 age- and TSPO affinity
binding (as assessed by the Ala147Thr TSPO polymorphism5) matched healthy
controls (HC) underwent 90-minutes of 11C-PBR28 MR-PET (Siemens
BrainPET). Conventional anatomical 3 T MR scans were simultaneously acquired
for: a) cortical surface reconstruction, using FreeSurfer b) MR-PET image
registration. Standardized uptake value (SUV) maps were created for
60-90-minute PET frame (1.25 mm isotropic voxels) and normalized (SUVR), to
take into account global differences across subjects, by a pseudo-reference
region with SUV levels similar in HC and MS.
On a separate session, MS subjects and 11 additional
HC (mean±SD age=41±10 years) underwent 3 T imaging (Siemens Connectom scanner, 300
mT/m maximum gradient strength). Three diffusion weightings (b-values) were
applied along non-collinear gradient directions: 1000 (64 directions), 5000
(128 directions) and 10000 s/mm2 (128 directions), isotropic voxel size 1.5 mm3.
In addition, 28 diffusion un-weighted scans (b0 images) were acquired,
interspersed throughout the diffusion-weighted scans to facilitate motion correction.
Diffusion-weighted data were pre-processed using FreeSurfer and FSL tools.
Pre-processing included gradient nonlinearity correction, motion correction,
eddy current correction including b-matrix reorientation, after which axonal
density (FR) maps were obtained through the CHARMED8 pipeline. DTI maps of mean
diffusivity (MD), fractional anisotropy (FA), axial diffusivity (AD) and radial
diffusivity (RD) were obtained using Explore DTI6 and employing b=0 and b=1000
data only.
Linear regression models were used to assess in the
NAWM: i) 11C-PBR28 changes, in MS vs HC, ii) microstructural diffusion
changes in MS vs HC and iii) the relationship between 11C-PBR28 SUVRs and diffusion parameters (DTI and CHARMED
indices) in MS. Age and TSPO affinity were included as regressors when
appropriate with a significant threshold of p<0.05.Results:
11C-PBR28
SUVR uptake was increased by ~26 % in the NAWM of MS group relative to HC
(p=0.01). FR, FA, were significantly decreased (~38%, p=1.6 10-13,
~37%, p=2 10-16, respectively) in people with MS compared to HC. MD
and RD were also significantly increased (~11%, p=0.007, ~47%, p=2 10-12)
in MS compared to HC but not significant differences were found in AD, albeit
it was found decreased in MS subjects relative to HC.
None of the diffusion
parameters correlated with the TSPO binding measure of 11C-PBR28 in the NAWM of the whole MS cohort.Discussion and Conclusion:
We
found evidence of diffuse neuroinflammation and microstructural abnormalities
with decreased axonal density in the NAWM of a small MS cohort. Charmed FR
estimation was more sensitive than AD in detecting axonal damage. The lack of a
direct correlation between 11C-PBR28 uptake and diffusion indices could
indicate a multifactorial pathogenesis for axonal degeneration not necessarily
linked to inflammatory demyelination. Future studies will investigate whether
neuroinflammation could be directly related to axonal pathology in selective
NAWM regions or in specific disease stages. Acknowledgements
This study was supported by Clafin Award; NMSS RG 4729A2/1, US Army W81XWH-13-1-0112, NIH R01NS078322-01-A1. EH is supported by an NMSS fellowship (FG-1507-05459).References
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