Dingyi Lin1, Yang Cao1, Yi-Cheng Hsu2, Hong Li3, Jiaqiang Zhou3, Fenping Zheng3, and Min Wang1
1College of Biomedical Engineering & Instrument Science, Zhejiang University, Hangzhou, China, 2MR Collaboration, Siemens healthineers ltd., Shanghai, China, 3Department of Endocrine, Sir Run Run Shaw Hospital, Hangzhou, China
Synopsis
Measurement of lipid
composition in liver is of high importance.
The J-difference-edited MRS allows
detection of low-level overlapped metabolites, including hepatic unsaturated
lipid. This study was to investigate the efficacy of J-editing on human hepatic unsaturated
lipid, with different experimental setup. Multiple potential influencing
factors such as breath control and voxel localization were parallelly compared.
In-vivo hepatic MRS data was acquired
in three healthy subjects. The statistical analysis of experimental variance
and test re-test reliability demonstrates that MEGA-PRESS with
respiratory-gating at lower level in liver
allows consistent and robust in-vivo measurement of different human hepatic
unsaturated lipid molecules.
Introduction
Hepatic lipid accumulation results in hepatic steatosis, fibrosis and
non-alcoholic steatohepatitis1. Compared to saturated fatty acids, mono-unsaturated fatty acids and
poly-unsaturated fatty acids are reported to be potentially protective against
oxidative stress2 but also could be the biomarkers for malignant changes3. 1H-MRS has
been extensively used in hepatic lipid measurements in vivo4, yet unsaturated lipid has been poorly understood in vivo due to its
low abundance and overlapping signals with other
metabolites5.
J-difference-edited (JDE) MRS allows detection of different
characteristic groups of unsaturated lipid protons. JDE-MRS is generally more demanding on experimental
conditions, and is particularly hard in liver owing to
serious motion in abdominal region6-8. This study
aimed to investigate and
demonstrate the influence of breath-control
and voxel localization
on hepatic unsaturated lipid measurement using JDE-MRS on 3T clinical systems. The
coefficient of variation (C.V) and the intra-class correlation coefficient (ICC)
were calculated to assess measurement stability and test-retest reliability.Methods
Instrument: Experiments were
conducted on Siemens MAGNETOM Prisma 3T MRI scanners using 18-channel body
coils.
In-vivo Experiment Setup: Three healthy subjects (2 males and 1 female; 22-24
years-old) were recruited. JDE
experiments were performed at TE of 45 ms using MEGA-PRESS sequence. The scan parameters included: TR = 2000 ms; spectral width = 2 kHz; voxel size = 25*40*40
mm3; 128 transients (respiratory-gating, RG)
/ 8 transients (breath-holding, BH) and 2048 datapoints. The edited-pulse bandwidth was 115 Hz and the edited frequency was 5.31 ppm (editing off at 7.5 ppm). The shimming and frequency
adjustment were performed during BH of 20 s. All BH operations were carried out at the end
of exhalation. All participants were examined 3 times with
reposition. Each exam included 3 edited-MRS scans with 2 different voxel localization and 2 different breath-control methods (RG vs. BH).
Data Processing: Automatic spectral registration was performed with the FID-A toolbox
using the methyl and bulk methylene signal as the landmark. The transients
corrupted by motion artifacts were discarded automatic thresholding (about
85% data was reserved for future analysis). A
L2-regularization-based approach was used to remove water residual and glycerol
groups9. AMARES
(jMRUI-v6) algorithm was used to
quantify allylic and diallylic signals. The peak amplitude
was quantified and normalized by spectral noises.
Statistical Analysis:
The C.V across
different exams and one-way random-effects multiple measurements ICC were calculated to assess the measurement stability and test-retest
reliability.Results
Figure 1 demonstrated the successful
detection of unsaturated lipid protons in liver. The J-coupling between
vinyl and allylic or diallylic protons was
edited by applying the soft pulse at 5.31 ppm. The allylic and diallylic peaks were clearly resolved in the difference
spectra at 2.03 ppm and 2.77 ppm, respectively. The comparison between two different breath-control
methods and two voxel localization was revealed by three scans shown in Figure 2. All
three scans can successfully detect both allylic and diallylic peaks while MRS voxel placed at location1 with
RG achieved the best signal-to-noise ratio.
The summary of the C.V values of all three scans across test-retest exams was
presented in Table 1.
Table 2 displays
the test re-test reliability of measurements on allylic and diallylic signals using ICC. Again,
MRS voxel placed at location1 with RG has the highest ICC for both allylic (0.967) and diallylic (0.989) measurements,
followed by MRS voxel at location2 with
RG (allylic: 0.931, diallylic: 0.952). MRS
location at lower level of liver showed better measurement reliability. BH
largely limited the duration of acquisition hence it provides lower SNR of
unsaturated lipid signals and poorer measurement reliability.Discussion
A previous study has successfully applied
JDE-MRS to quantify lipid composition in human skeletal muscle at TE of 70 ms10. To our
knowledge, none JDE-MRS experiments in human liver have been reported. During
JDE-MRS acquisition, motion in hepatic region causes frequency drift, magnetic
field inhomogeneity and location error that would result in the failure of
J-difference editing. In this work, J-difference editing in liver has been
performed and the unsaturated lipid signal of allylic and diallylic groups have
been clearly resolved and quantified. To address the influencing factors that
affect the reliability of unsaturated lipid quantification, different
breath-control methods and MRS voxel localization have been tested and
compared. The results showed lower levels in liver had higher spectral quality
and measurement outcome, which could be derived from the larger distance from
lung/heart. RG is also more preferable than BH, which allows more freedom in
data acquisition and longer scan time with higher spectral SNR. In our other
study, we also verified that the optimal TE for J-editing of unsaturated lipid
signal is 45 ms using both simulations and phantom/in-vivo experiments. In this
study, 45 ms was accepted as the optimal TE for JDE experiment. We also have
compared it to TE of 70 ms, which gave a much lower allylic peak.Conclusion
MEGA-PRESS was successfully
performed in liver to resolve the allylic and diallylic signals from
unsaturated lipid. MRS voxel localized at lower region of liver and respiratory-gating
would improve the reliability in measurement which allows the calculation of
detailed lipid composition in liver. This new approach provides opportunities to
in vivo investigations of metabolic pathways related to many important liver
diseases.Acknowledgements
No acknowledgement found.References
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