Marina Khodanovich1, Irina Sorokina2, Valentina Glazacheva1, Andrey Akulov3, Alexandr Romashchenko3, Tatyana Tolstikova4, Lilia Mustafina5, and Vasily Yarnykh6
1Laboratory of Neurobiology, Tomsk State University, Tomsk, Russian Federation, 2N.N.Vorozhtsov Novosibirsk Institute of Organic Chemistry, Russian Federation, 3Institute of Cytology and Genetics, Novosibirsk, Russian Federation, 4N.N.Vorozhtsov Novosibirsk Institute of Organic Chemistry, Novosibirsk, Russian Federation, 5Siberian State Medical University, Tomsk, Russian Federation, 6Department of Radiology, University of Washington, Seattle, WA, United States
Synopsis
A recently developed
quantitative MRI method, fast macromolecular proton fraction mapping (MPF) has
shown a promise as a biomarker of myelin in human and animal studies with a
particular advantage of sensitivity to grey matter (GM) demyelination. This
study aimed to histologically validate the capability of MPF mapping using the
cuprizone demyelination model. MPF strongly correlated with quantitative
histology in all animals (r=0.95, p<0.001) as well as in treatment and
control groups taken separately (r=0.97, p=0.001 and r=0.95, p=0.003,
respectively). Close agreement between MPF and histology suggests that fast MPF
mapping enables robust and accurate quantitative non-invasive assessment of
demyelination.
Purpose
MPF is a key
parameter determining the magnetization transfer (MT) effect based on the
two-pool model1. Resent years, MPF has attracted remarkable
attention as a quantitative biomarker of myelin due to high sensitivity to
demyelination and strong correlations between MPF and myelin content in neural
tissues reported in a number of studies2-12. Cuprizone-induced model
of multiple sclerosis (MS) in mice is a widely used and reproduces certain
pathological aspects of the disease including both white (WM) and grey (GM)
demyelination. The study aimed to validate the fast synthetic-reference MPF
mapping method using quantitative histology in the murine cuprizone
demyelination model.Methods
Animal procedures and
histology. Seven mice were
treated 0.3% cuprizone solution in drinking water during 8 weeks to induce
demyelination, and seven control mice received regular vivarium chow and water.
After scanning, brain sections were stained histologically using Luxol Fast
Blue (LFB) colorant.
Image Acquisition. Mice were imaged on an
11.7 T small animal MRI scanner (BioSpec 117/16 USR). A fast high-resolution 3D
MPF mapping protocol was implemented according to the previously described single-point
method with synthetic reference image normalization13,14. MPF maps
were reconstructed using the recently proposed single-point synthetic-reference
method which requires only three source images for MPF determination.
Image
Analysis. MPF maps and microphotographs of LFB stained
histological sections were analyzed in two brain locations (-1.58 mm and +0.74
mm from bregma) defined according to a mouse brain atlas15. MPF
values and LFB optical densities were measured for a series of WM and GM
structures including corpus callosum, anterior commissure, internal capsule,
thalamus, caudoputamen, and cortex. Regions-of-interest (ROIs) of a standard
size and shape were manually placed on MPF maps and photographs of LFB stained
sections within investigated brain structures (Fig. 1) and quantified using the
procedure modified from that described by Underhill, at al.11. Mean
values of MPF and LFB optical density were calculated for each anatomical
structure. MPF values and quantitative histology data were compared between
cuprizone-treated and control animals using independent-samples t-test.
Pearson’s correlation coefficient (r) and linear regression analysis were used
to determine associations between MPF values and LFB optical densities across
anatomical structures and animals. Differences between Pearson’s correlation
coefficients between groups were tested using Fisher’s r-to-z
transformation. Slopes and intercepts of regression equations were compared
between groups using ANCOVA16.Results
Example MPF maps and
LFB stained sections of control and cuprizone-treated murine brains are
presented in Fig. 2. Cuprizone-treated mice had visually reduced tissue
contrast on MPF maps, especially in the corpus callosum and a slight overall
reduction of the image intensity that can be appreciated when compared to
control maps presented in the same absolute scale (Fig. 2). A visible reduction
in the optical density on LFB stained brain sections of mice treated with
cuprizone also can be appreciated in both WM and GM structures (Fig. 2). Quantitative comparison of MPF values and LFB
optical densities in a series of anatomical regions between cuprizone-treated
and control animals is presented in Fig 3. Both MPF and LFB staining intensity
in all WM and GM anatomical structures demonstrated a statistically significant
decrease in the cuprizone group. Results of linear regression analyses of MPF
values as a function of LFB optical density for individual and averaged across
anatomical structures data are presented in Fig. 4. In the pooled sample
including data for each anatomical structure in each animal, MPF values and LFB
optical densities were strongly correlated (r = 0.95, p < 0.001) (Fig. 4).
Regression analyses for separate groups of cuprizone-treated and control
animals demonstrated remarkably similar results in terms of correlation
strengths and coefficients of regression equations (Fig. 4). Very strong
correlations were observed in both groups (r = 0.97, p = 0.001 for
cuprizone-treated animals and r = 0.95, p = 0.003 for control animals) with no
significant differences in regression coefficients (p = 0.59 for slopes and
0.60 for intercepts) and correlation strengths (p = 0.76).Conclusion
Fast 3D MPF mapping
provides a robust clinically-targeted quantitative myelin imaging modality that
showed the capability to detect demyelination in normal-appearing brain tissues
in recent MS and mild traumatic brain injury studies. This study provides the
first quantitative histological validation of the fast MPF mapping method in
the animal demyelination model. Very strong correlations between histological
myelin staining and MPF suggest that the method enables accurate quantitative
assessment of the myelin content in both WM and GM and that demyelination is a
major or even sole pathological substrate of MPF changes in demyelinating
diseases.Acknowledgements
Russian Science
Foundation (project #14-45-00040).References
1.
Henkelman RM, et al. Quantitative
interpretation of magnetization transfer. Magn Reson Med. 1993;29:759–766.
2.
Odrobina EE, et al. MR properties of excised
neural tissue following experimentally induced demyelination. NMR Biomed. 2005;18:277–284.
3.
Schmierer K, et al. Quantitative
magnetization transfer imaging in postmortem multiple sclerosis brain. J Magn
Reson Imaging. 2007;26:41–51.
4.
Rausch M, et al. Characterization of white
matter damage in animal models of multiple sclerosis by magnetization transfer
ratio and quantitative mapping of the apparent bound proton fraction f. Mult.
Scler. 2009;15:16–27.
5.
Ou X, et al. The MT pool size ratio and the
DTI radial diffusivity may reflect the myelination in shiverer and control
mice. NMR Biomed. 2009;22:480–487.
6.
Ou X, et al.
Quantitative magnetization transfer measured pool-size ratio reflects
optic nerve myelin content in ex vivo mice. Magn Reson Med. 2009;61:364–371.
7.
Janve VA, et al. The radial diffusivity and
magnetization transfer pool size ratio are sensitive markers for demyelination
in a rat model of type III multiple sclerosis (MS) lesions. Neuroimage. 2013;74:298–305.
8.
Samsonov A, et al. Quantitative MR imaging of
two-pool magnetization transfer model parameters in myelin mutant shaking pup.
Neuroimage. 2012;62:1390–1398.
9.
Thiessen JD, et al. Quantitative MRI and
ultrastructural examination of the cuprizone mouse model of demyelination. NMR
Biomed. 2013;26:1562–1581.
10.
Turati L, et al. In vivo quantitative
magnetization transfer imaging correlates with histology during de- and remyelination in
cuprizone-treated mice. NMR Biomed. 2015;28:327–337.
11.
Underhill HR, et al. Fast bound pool fraction
imaging of the in vivo rat brain: Association with myelin content and
validation in the C6 glioma model. Neuroimage. 2011;54:2052–2065.
12.
Dula AN, et al. Multiexponential T2,
magnetization transfer, and quantitative histology in white matter tracts of
rat spinal cord. Magn Reson Med. 2010;63:902–909.
13.
Yarnykh VL. Time-efficient, high-resolution,
whole brain three-dimensional macromolecular proton fraction mapping. Magn.
Reson. Med. 2016;75:2100–2106.
14.
Naumova AV, et al. High-resolution
three-dimensional macromolecular proton fraction mapping for quantitative
neuroanatomical imaging of the rodent brain in ultra-high magnetic fields. Neuroimage.
2016; 10.1016/j.neuroimage.2016.09.036. [Epub ahead of print]
15.
Paxinos G, Franklin K. The mouse brain in
stereotactic coordinates. London: 2nd ed. Academic Press; 2001.
16. McDonald JH. Handbook of Biological Statistics. Baltimore,
Maryland: 3rd ed. Sparky House Publishing; 2014.