Ruvini Navaratna1,2, Daiki Tamada2, Diego Hernando1,2, and Scott B Reeder1,2,3,4,5
1Medical Physics, University of Wisconsin-Madison, Madison, WI, United States, 2Radiology, University of Wisconsin-Madison, Madison, WI, United States, 3Emergency Medicine, University of Wisconsin-Madison, Madison, WI, United States, 4Medicine, University of Wisconsin-Madison, Madison, WI, United States, 5Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, United States
Synopsis
There
is an unmet need for non-invasive methods that provide rapid and accurate quantification
of liver iron concentration (LIC) over a wide range of iron overload severity. Current
R2 mapping techniques suffer from long acquisition times and limited spatial
coverage. Recently, a phase-based R2 mapping technique for rapid whole-liver R2
quantification within a single breath-hold has been introduced. However, the
feasibility of this method to quantify liver iron overload has not been
demonstrated. In this work, we optimize and validate phase-based R2 mapping to quantify
R2 in phantom experiments, healthy volunteers, and demonstrate feasibility in
patients with iron overload.
Introduction
Excess
accumulation of iron in hereditary hemochromatosis and transfusional
hemosiderosis is an established risk factor for cirrhosis, hepatocellular
carcinoma, liver failure, and heart failure among other complications.1 Diagnosis and treatment of iron overload is
often evaluated through measurement of liver iron concentration (LIC). MR-based
R2 (=1/T2) mapping methods have been shown to have good correlation with LIC,2 but the current standard, the spin-echo
sequence, is prone to lengthy acquisition times, limited coverage of the liver,
and respiratory artifacts.
Preliminary
work on a novel phase-based R2 mapping method has shown promise to quantify
whole-liver R2 within a single breath-hold.3,4 It has been shown that the signal phase (θ) of
an RF phase modulated 3D gradient echo (GRE) decreases monotonically with
increasing R2 through the use of small RF phase increments. Using a Bloch
equation simulation lookup table (requiring approximate knowledge of the T1), R2
can be estimated from the signal phase.
A
modified version of the phase-based R2 method for high R2 mapping with a short
TR has been presented.3 However, clinical demonstration of this
technique in high R2 tissues seen in liver iron overload has not been shown.
Therefore, the purpose of this work is to optimize and demonstrate the feasibility
of the phase-based R2 method in liver iron overload patients.Methods
Phantom
Acquisition: Eleven vials
of varying MnCl2 concentration (0.3 – 3.7 mM) in agarose gel (2% w/v) were
constructed to achieve high R2 values, nominally 40 – 400 s-1 (Figure
1a). Vials were imaged on a 3.0T MR system (Signa Premier, GE Healthcare,
Waukesha, WI) using a standard head coil (AIR Coil, 48 channel, GE Healthcare).
Reference R2 and T1 values were found using single-echo spin-echo (SE) and inversion-recovered spin-echo (SE-IR)
acquisitions, respectively. Acquisition parameters are shown in Table 1.
Volunteer/Patient
Enrollment: A volunteer/patient
feasibility study was performed with approval from the local IRB and informed
consent was obtained from all subjects. Five healthy volunteers were enrolled
in the study. Two adults with known liver iron overload were also recruited. Inclusion
criteria included patients with an estimated LIC between 5-15 mg/g.
Volunteer/Patient
MR Acquisition: Liver
imaging was performed on a 3.0T MR system (Signa Premier, GE Healthcare,
Waukesha, WI) using a
posterior and anterior receive array coil (AIR Coil, GE Healthcare) for the
abdomen. 3D RF phase modulated GRE images of the whole-liver were acquired for phase-based
R2 mapping. IDEAL IQ (GE Healthcare, Waukesha, WI) was acquired for R2*
mapping.
Reference
R2 values were determined using a single breath-hold, single-voxel, multi-TE
STEAM-MRS5 on a 20x20x20 mm3 volume in the
right lobe of the liver, avoiding blood vessels. Acquisition parameters are shown in Table 1.
Reconstruction/Analysis:
An
“average first, fit second” method3 was applied to avoid inaccurate R2
estimates due to negative phase measurements related to image noise at high
iron concentrations. The average phase from an ROI in the liver was estimated,
and then mapped to the corresponding R2 value from a lookup table.
Since
the value of T1 (required for the lookup table) is unknown, a T1 correction3 was applied using an a priori relationship
between T1 and T2. This relationship was calculated from a linear regression of
SE T2 as a function of SE-IR T1 for the phantom and using results from a recent multi-center
liver iron study6 for in vivo imaging.
Bland-Altman
analysis was performed to compare phase-based R2 estimates with reference spin
echo R2 estimates in phantoms and reference STEAM-MRS R2 estimates in volunteers/patients.Results
Phantom
Experiments: Phantom studies
confirm that phase-based R2 quantification closely matches reference
single-echo spin echo R2 measurements at high R2 values (Figure 1). Bland-Altman
(Figure 1b) and linear regression (Figure 1c) analysis comparing
phase-based R2 and reference single-echo SE R2 (Figure 1a) estimates is shown.
Healthy
Volunteer Study: Images
from the volunteer study demonstrate good agreement between the phase-based R2 estimate
and the reference STEAM-MRS R2 for all five volunteers (Figure 2). An
example volunteer R2 map is shown in Figure 2a. Results from
Bland-Altman analysis comparing phase-based R2 and reference STEAM-MRS R2 is
shown in Figure 2b.
Iron
Overload Patient Study: ROI
histogram analysis comparing signal phase in the iron overload patient and a
healthy volunteer is shown (Figure 3). The histogram demonstrates the
need for “average first, fit second” in iron overloaded tissue. Images from the
iron overload patient study demonstrate good agreement between the phase-based R2
estimate and reference STEAM-MRS R2 for patient 1 (Figure 4). The MRS
acquisition failed for patient 2.Discussion and Conclusions
In
this work, we have investigated the application and feasibility of the phase-based
R2 mapping method for iron overload assessment in phantoms, healthy volunteers,
and patients with known iron overload. Compared with standard spin echo based R2
mapping methods, phase-based R2 mapping has potential to quantify R2 in even
severely iron overloaded patients with a significantly reduced acquisition
time. This allows for whole-liver R2 quantification over a wide range of LIC
within a single-breath hold. Limitations of this work include the limited
patient population size and use of only 3.0T. Further studies in a larger
cohort of patients with known or suspected iron overload at both 1.5T and 3.0T are
planned.Acknowledgements
The
authors wish to acknowledge support from the NIH (R01-DK100651, UL1-TR00427, R01-DK117354),
as well as GE Healthcare who provides research support to the University of
Wisconsin. Ruvini Navaratna is supported by an NIH Metabolism and
Nutrition Training Program (MANTP) T32 Fellowship (T32-DK007665). Finally, Dr.
Reeder is a Romnes Faculty Fellow, and has received an award provided by the
University of Wisconsin-Madison Office of the Vice Chancellor for Research and
Graduate Education with funding from the Wisconsin Alumni Research Foundation.References
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