Teddy Salan1, Sameer Vyas2, Paramjeet Singh2, Sulaiman Sheriff3, Mahendra Kumar4, and Varan Govind1
1Radiology, University of Miami, Miami, FL, United States, 2Postgraduate Institute for Medical Education & Research, Chandigarh, India, 3University of Miami, Miami, FL, United States, 4Psychiatry and Behavioral Sciences, University of Miami, Miami, FL, United States
Synopsis
The purpose of this study is to determine
whether magnetic resonance spectroscopic imaging (MRSI) can identify metabolite biomarkers of HIV infection in the
brain. Concentrations of N-acetyl aspartate (NAA), choline (CHO), creatine
(CR), myo-inositol (MI), and glutamate and glutamine (GLX) were measured at the
whole-brain level and compared between HIV+ and healthy control subjects. Significant
reductions in NAA and increases in MI are observed throughout the brain, while the concentrations of other metabolites show no
significant change.
Introduction
HIV infection is known to impact the central
nervous system and contributes to tissue structural and metabolic alterations,
which are thought to underlie neurocognitive
impairments observed in HIV+ individuals. While several
studies have focused on diffusion
tensor imaging measures as biomarkers of structural changes, few have looked at
metabolite alterations at a single or multiple regions within the brain but
none at the whole-brain level using a whole-brain magnetic resonance
spectroscopic imaging (MRSI) method.Methods
We collected MRSI data using a 3T Siemens scanner at the Post
Graduate Institute of Medical Education & Research (PGIMER) in India from 150 volunteers
with 81 HIV-treatment-naïve Clade-C HIV+ subjects (55/26 male/female; age: 32.23
± 6), and 62 HIV- individuals as a control group (41/21 male/female; age: 29.6 ±
7).
The MRSI data was processed using the Metabolite Imaging and Data
Analysis System (MIDAS) platform1,2. MIDAS’s Map-INTegrated
(MINT) module integrates spectra from voxels within a region of interest (ROI) to
create a single integrated spectrum and performs spectral fitting. This results
in higher SNR and more accurate fitting compared to individual voxel spectral
fitting. The program includes filters for rejecting poor-quality data on
a voxel-by-voxel basis. The ROIs are selected from a modified JHU-MNI-SS-type2 atlas, this
allows us to evaluate metabolite values in the entire brain. The
spectral results are corrected for cerebrospinal fluid (CSF) partial volume and
are normalized to the non-suppressed water reference data from the same ROI. Spectra
from ROIs with less than 10 voxels are not used for analysis, and this resulted
in 75 ROIs. Finally, we performed an F-test to determine statistically
significant differences in metabolite levels between the HIV+ and the control
groups, with a significance threshold set at p < 0.05 corrected for multiple
comparisons using Bonferroni (α = 0.05/75 = 6.667 × 10-4).Results
NAA and MI showed significant differences
between HIV+ and control groups throughout the brain at all 75 measured ROIs,
with one single exception at the left pontine crossing tract (PCT_L). We
observed a consistent increasing trend in MI levels across 74 ROIs (Fig 1-2),
and a uniformly decreasing trend in NAA levels (Fig 3-4) for the HIV+ subjects.
In addition, the standard deviations for the HIV+ group show relatively a
higher variability than for the control groups for most of the ROIs, which
suggests that the HIV+ individuals may have a varied degree of HIV infection. No
significant differences between the two groups are observed for the other
metabolites.Conclusion
Reduced
NAA across the entire brain suggests neuronal loss in individuals with HIV
infection. Increased MI indicates increased gliosis in
which microglia proliferate to combat HIV induced inflammation and related
infections within the brain.Acknowledgements
Funding from NIH
grant, R01 NS094043.References
1. Maudsley AA, et al. Comprehensive processing, display and analysis for in vivo MR
spectroscopic imaging. NMR in biomedicine.
2006;19(4):492-503.
2. Maudsley AA, et
al. Mapping of brain metabolite distributions by volumetric proton MR
spectroscopic imaging (MRSI). Magnetic
resonance in medicine : official journal of the Society of Magnetic Resonance
in Medicine / Society of Magnetic Resonance in Medicine. 2009;61(3):548-559.