Michael Albert Thomas1, Ajin Joy1, Andres Saucedo1, Uzay Emir2, and Christine Darwin3
1Radiological Sciences, UCLA Geffen School of Medicine, Los Angeles, CA, United States, 2College of Health and Human Sciences, Purdue University, West Lafayette, IN, United States, 3Medicine, UCLA Geffen School of Medicine, Los Angeles, CA, United States
Synopsis
Keywords: Muscle, Diffusion/other diffusion imaging techniques, Magnetic Resonance Spectroscopic Imaging, Radial trajectories
Motivation: To investigate the diffusion of calf muscle intra-myocellular droplets in diabetes and obesity.
Goal(s): To validate diffusion-weighted radial echo-planar spectroscopic imaging (DW-REPSI) in calf muscle.
Approach: We acquired DW-REPSI spectra using 2 different b-values in 3 young healthy subjects and one type2 diabetic patient; regional variations of intra- and extra- myocellular lipids (IMCL and EMCL), creatine and trimethylamines (TMA) and their diffusivities were quantified.
Results: Decreased TMA was recorded in the tibialis anterior muscle compared to that of soleus and gastronomic muscles. ADCs of IMCL and EMCL and metabolites were quantified. Lower ADCs of IMCL indicated restricted motion. Shifts in EMCL was observed.
Impact: A diffusion-weighted spectroscopic
imaging sequence was evaluated to investigate the diffusion characteristics and
regional variations of IMCL, EMCL and metabolites in calf muscle. The outcome may provide new biophysical insights in the investigation
of lipid metabolism in diabetes.
Introduction
In skeletal muscle tissues, two pools of lipids are found: intramyocellular lipids
(IMCL) and extramyocellular lipids (EMCL)1-3. In sedentary
and diabetic subjects, an inverse correlation was found between the IMCL and
insulin sensitivity4-6. In addition to IMCL and EMCL in leg muscles,
metabolite resonances of creatine/phosphocreatine (Cr/PCr), choline or
trimethylamines (TMA) and carnosine (Car) have also been detected in calf
muscle earlier7. Varying IMCL and EMCL levels in different muscle
regions using MR spectroscopic Imaging (MRSI) have also been reported7-10.
It has been known previously that the magnetic field deviations experienced by
EMCL compartments were between 0.6 to -0.2 ppm with respect to the resonance of
IMCL in the soleus muscle11-12. High resolution MRSI of calf muscle was
demonstrated by Weis et al. using echo-planar spectroscopic imaging12.
Radial k-space sampling techniques
have gained widespread use in MRI due to their relatively decreased sensitivity
to motion-related artifacts, inherent SNR advantage, and great potential for
high acceleration13-14. Feasibility of radial echo-planar
spectroscopic imaging (REPSI) to record metabolites in multiple-regions of
brain was demonstrated recently15. The goals of the present study were 1)
to evaluate a recently implemented single-shot trace DW-REPSI using radial
trajectories in human calf muscles and 2) to quantify apparent diffusion
coefficients of lipids and metabolites in different calf muscle regions.
Materials and Methods
A Siemens 3T Prisma-Fit MRI Scanner with a
15-channel phased-array receive/transmit knee coil was used. The study
participants consisted of three young healthy volunteers (mean age 27.7 years),
and one 69 years-old type 2 diabetes mellitus (T2DM) subject. A PRESS
localization was used for volumetric excitation with an initial 90° RF
excitation pulse along the slice (z) direction followed by two Mao 180° RF
pulses along the x and y directions to acquire an axial in-plane orientation.
Outer volume suppression bands were placed to suppress signals from
lipid-dominant outer regions and water suppression was done using a three-pulse
WET sequence16. The 20mm slab thickness of the volume-of-interest
(VOI) with the matrix size of 32×32 and FOV of 320×320 mm2 resulted
in a voxel volume of 2.0 mL. A symmetric bi-polar trapezoidal gradient echo
train was used for the spatial-spectral readout with a spectral bandwidth of 1190
Hz (100 kHz ADC bandwidth, ramp durations of 50 μs, and 32×32 k-space points (kx-ky)
sampled during the gradient plateaus. To achieve diffusion-trace weighting in
only one measurement, we used 12 pairs of bipolar diffusion-sensitizing
gradient (DSG) lobes interleaved within the PRESS localization which resulted
in: (a) cancellation of signal weighted by off-diagonal terms in the diffusion
tensor, and (b) elimination of any cross-terms originating between any static
background gradients and the diffusion-sensitizing gradients17. In
contrast to a single spin-echo slice selection, the second refocusing pulse in
the PRESS sequence is crucial for eliminating cross-term due to static
background gradients.Results
Fig.2 and Fig.3 show spectra from DW-REPSI acquired in 2 young healthy subjects. Regional variations of
IMCL, EMCL, TMA, Cr/PCr were evident in different muscle regions: soleus, tibialis anterior (TA)
and gastrocnemius (GAS) muscles. Lipid spectra from the tibial marrow and fibula
showed resonances due to polymethylene, methyl, methylene and olefinic protons.
Table 1 shows the ADC values of lipids and metabolites in the soleus, TA and
GAS calculated from the spectra acquired using low and high b-values. The decreased
ADC values of IMCL and EMCL in one diabetic calf muscle was observed in different
muscles.Two EMCL peaks due to bulk magnetic susceptibility
(BMS) shifts were detected as reported earlier12.Discussion
Compared to MRSI using phase-encoding gradients,
shorter acquisition was possible using DW-REPSI. Also, the sequence
enabled motion robustness due to multiple crossings of k-space origin.
Multi-voxel MR spectra using low and high b-values were of excellent quality as
evident in Fig.2 and Fig.3. Significant reduction of TMA in the TA muscle was
observed compared to that in the soleus and GAS muscles. In agreement with
earlier reports, the ADC values of IMCL were smaller than those of EMCL in
soleus, with TA and GAS muscles reflecting restricted diffusion of IMCLs
compared to EMCL. The high b-value of 1600 s/mm2 is a limitation of
the current study and DW acquisition using higher b-values and longer diffusion
times needs further investigation18.
Conclusions
Regional variations of IMCL and EMCL were detected in different calf muscle regions. The diffusion trace-weighted
sequence could provide the trace ADC of the lipid and metabolites
in a much shorter scan time compared to conventional diffusion-weighted
spectroscopic imaging techniques.Acknowledgements
This research was supported by grants from NIH/NIMH:
(1R21MH125349-02) and NIH/NIBIB: (1R21EB02088302).References
1. Boesch C, Slotboom J, Hoppeler H,
Kreis R. In vivo determination of
intramyocellular lipids in human
skeletal muscle by means of localized 1H MR spectroscopy. Magn Reson Med 1997;37:484-493.
2. Steidle G, Machann J, Claussen
CD, Schick F. Separation of intra- and extramyocellular lipid
signals in proton MR spectra by determination of their magnetic field
distribution. J Magn Reson 2002;154:228-235.
3.
Torriani M, Thomas BJ, Halpern EF, et al. Intramyocellular lipid
quantification: Repeatability with 1H MR Spectroscopy. Radiology
2005;236(2):609-14.
4. Shulman GI.
Unraveling the cellular mechanism of insulin resistance in humans: New insights
from magnetic resonance spectroscopy.
Physiology 2004; 19:183-190.
5. Jacob
S, Machann J, Rett K, et al. Association
of increased intramyocellular lipid content with insulin resistance in lean
nondiabetic offspring of type 2 diabetic subjects.
Diabetes.1999;48(5):1113–1119.
6. Sinha S,
Misra A, Rathi M, et al. Proton magnetic resonance spectroscopy and biochemical investigation of
type 2 diabetes mellitus in Asian Indians: observation of high muscle lipids
and C-reactive protein levels. Magn
Reson Imaging. 2009;27(1):94-100
7. Boesch C,
Machann J, Vermathen P and Schick F. Role of proton MR for the study of muscle
lipid metabolism. NMR Biomed 2006;19(7):968-88.
8. Vermathen
P, Boesch C, Kreis R. Mapping fiber orientation in human muscle by proton MR
Spectroscopic Imaging. Magn Reson Med 2003;49:424-432.
9. Hwang JH,
Pan JW, Hydari S, et al. Regional differences in intramyocellular lipids in
humans observed by in vivo 1H MR spectroscopic Imaging. J Appl Physiol
2001;90:1267-1274.
10. Shen W,
Mao X, Wolper C, et al. Reproducibility of single- and multi-voxel 1H MRS
measurements of intramyocellular lipid in overweight and lean subjects under
conditions of controlled dietary calorie and fat intake. NMR Biomed 2008; 21:
498-506.
11.
Valaparla SK, Gao F, Daniele G, et al. Fiber orientation measurements by
diffusion tensor imaging improve hydrogen-1 magnetic resonance spectroscopy of
intramyocellular lipids in human leg muscles. J Med Imaging 2015;2:026002.
12.
Weis J, Bruvold M, Ortiz-Nieto F, Ahlstrom H. High resolution echo-planar
spectroscopic imaging of Human calf. PLOS 2014;9:e87533.
13.
Feng L, Grimm R, Block KT, et al. Golden-angle radial sparse parallel MRI: Combination
of compressed sensing, parallel imaging, and golden-angle radial sampling for
fast and flexible dynamic volumetric MRI. Magn Reson Med 2014;72:707–717.
14.
Glover GH, Pauly JM. Projection Reconstruction Techniques for Reduction of
Motion Effects in MRI. Magn Reson Med 1992;28:275–289.
15. Saucedo A, Macey PM, Thomas MA. Accelerated radial
echo-planar spectroscopic imaging using golden angle view-ordering and
compressed-sensing reconstruction with total variation regularization. Magn
Reason Med 2021;86:46-61.
16. Ogg RJ, Kingsley PB,
Taylor JS. WET,
a T1- and B1-insensitive water-suppression method for in vivo localized 1H NMR
spectroscopy. J Magn Reson B1994;104(1):1-10.
17. de Graaf
RA, Braun KPJ, Nicolay K. Single-shot diffusion trace1H NMR spectroscopy. Magn
Reson Med 2001;45(5):741-748.
18. Xiao L, Wu EX. Diffusion-weighted Magnetic
Resonance Spectroscopy: A novel approach to investigate intramyocellular
lipids. Magn Reason Med 2011;66:937-944.