David C. Hike1,2, Lauren C. Daley1,2, Frederick A Bagdasarian1,2, Shannon Helsper1,2, and Samuel Colles Grant1,2
1National High Magnetic Field Laboratory, Florida State University, Tallahassee, FL, United States, 2Chemical & Biomedical Engineering, FAMU-FSU College of Engineering, Tallahassee, FL, United States
Synopsis
This
study utilizes resting-state (rs)-fMRI and graph theory as methods for
detecting functional recovery following ischemia. rs-fMRI was performed at 21.1
T on an ischemic rat model and naïve controls. Current data shows correlations in multiple
areas of the brain indicating differences between hemispheres for the
parameters observed.
Purpose
Stroke is the fifth
cause of death and a leading cause of disability in the United States1.
It is characterized by a sudden onset of numbness or weakness, especially on
one side of the body, confusion or trouble speaking and understanding speech,
dizziness, or sudden headache2. This study utilizes a
middle cerebral arterial occlusion (MCAO) to induce an ischemic stroke, which
has been instituted in rats as a reliable model of large artery occlusion in
humans3. To assess recovery,
this project focuses on functional Magnetic Resonance Imaging (fMRI) at 21.1 T
assessed in the resting state. Specifically, resting state fMRI (rs-fMRI) scans
were acquired at 60-70 breaths/min without stimulation to establish the default
mode network (DMN). Accurately identifying changes to the DMN over time may reflect
compensatory mechanisms at play in ischemic stroke as well as the effectiveness
of interventions intended to restore or salvage tissue, mirroring the utility
of rs-fMRI to characterize other neurological states4.Methods
Animal Model: Male Sprague Dawley rats (220-250g) were induced with 5% and maintained
at 2% isoflurane. A rubber-coated filament (Doccol Corp.) was guided 1.9 cm
through the external carotid artery until the middle cerebral artery (MCA) was
blocked and blood flow interrupted to the brain. This transient Middle Cerebral
Artery Occlusion (MCAO) was instituted for 1 h to achieve an ischemic lesion
followed by reperfusion after removal of the filament. These MCAO animals are
compared to naïve and sham cohorts.
MR Techniques: Using the 21.1-T ultra-wide bore
magnet at the US National High Magnetic Field Laboratory and linear 1H/23Na
birdcage coil, high resolution images were acquired up to 21 days post-MCAO. rs-fMRI
data was acquired with a multi-slice 2D EPI scan. Four segments were used to
reduce EPI distortions to an acceptable level. Each rat was imaged with an
in-plane resolution of 250x250 µm, matrix size of 128x96, slice thickness of 1 mm,
repetition time of 2.5 s, echo time of 12 ms and 300 repetitions resulted in an
acquisition time of 50 minutes (10 s/repetition).
Data Analysis: fMRI was processed using Advanced
Normalization Tools (ANTs), fMRI Software Library (FSL), and Analysis of
Functional Neuroimages (AFNI). A N4 bias field correction and down sampling
(via FSL FLIRT) on a single repetition to the Waxholm-Ferris (WF) rat brain
atlas was applied to the raw data to output a reference image correctly aligned
and oriented to the known animal model. The dataset then underwent slice timing
correction, motion correction, masking and linear regression before using the
reference image from a single repetition during data preparation. The final image
processing step includes applying a bandpass filter to the entire dataset before
anatomically referenced ROI placement and creating a Pearson Correlation adjacency
matrix. The adjacency matrix then was
analyzed to extract graph
properties including: Degree, Clustering Coefficient, Centrality (betweenness,
closeness, eigenvector & harmonic), Eccentricity, Global and Local Efficiency,
and Characteristic Path Length. A one-way ANOVA with a least significant
difference post-hoc test was applied to determine statistical significance
among samples (p<0.05).Results & Discussion
Currently acquired data looks at
acute functional time points (Days 1, 3, 5, 7, 9, 14, and 21 post-stroke) of
naïve rats. Current acquisition of hMSC treated rats is underway. Functional
activation can be seen in the MELODIC report. The selection of time points is
due to sample size limitations, and will be expanded for broader study of
ischemic stroke recovery out to day 21. Figure 1 shows a sample of the EPI
processing for anatomical referencing and image alignment/correction while Figure
2 shows that resting-state activation can be localized to specific regions.
Region specific correlations can be seen in Figure 3 as well as typical
hemispheric dependence.
Upcoming goals include additional
data collection to improve sample size (increasing margin of significance), and
processing data via the established pipeline. All processed data then will be
analyzed and compared across cohorts to establish any group-level patterns.
This work will provide conclusions on the efficacy of stem cell treatment in
functional recovery of MCAO rats with attention to any hemispheric differences,
which have been observed in processed data to date.Conclusion
By coupling rs-FMRI
and network theory, this method should prove reliable in detect improved
activation correlations throughout the brain in ischemic rats. Future work will
extend this study by incorporating hMSC treatment results. Additionally, this
work will help to expand the application of fMRI and network theory to
identification and treatment efficacy of other neurodegenerative diseases.Acknowledgements
This
work was supported by the US National High Magnetic Field Laboratory, which is
supported by the National Science Foundation (DMR-1644779) and the State of
Florida. Support also was provided by the US NIH (R01-NS102395).References
1. American stroke association: About stroke.
American Stroke Association Web site. https://www.stroke.org/en/about-stroke. Accessed 1/22/, 2020.
2. Stroke information page. National Institute of
Health Web site.
3.
Yang S, Shetty R, Liu R, Sumien N,
Heinrich KR, Rutledge M, Thangthaeng N, Brun-Zinkernagel
A & Forster MJ. Endovascular
middle cerebral artery occlusion in rats as a model for studying vascular
dementia. AGE. 2006;28(3):297-307. https://www.ncbi.nlm.nih.gov/pubmed/22253496.
doi: 10.1007/s11357-006-9026-4.
4.
Esménio S, Soares JM,
Oliveira-Silva P, Zeidman P, Razi A, Gonçalves Ó F, Friston K, & Coutinho,
J. Using resting-state DMN effective connectivity to characterize the
neurofunctional architecture of empathy. Sci Rep 9, 2603 (2019).
https://doi.org/10.1038/s41598-019-38801-6