Parametric Imaging and Fingerprinting
Jesse I. Hamilton, PhD
Assistant Professor
University of Michigan
Ann Arbor, Michigan, United States
Tyler Vallier
Undergraduate Research Assistant
University of Michigan, United States
Nicole Seiberlich, PhD
Associate Professor
University of Michigan
Ann Arbor, Michigan, United States
Jesse I. Hamilton, PhD
Assistant Professor
University of Michigan
Ann Arbor, Michigan, United States
In Magnetic Resonance Fingerprinting (MRF) (1), Bloch equation simulations are used to mitigate the effects of confounding factors on T1 and T2 measurements (2), which may lead to improved accuracy and repeatability. While studies have assessed the repeatability of brain MRF techniques (3,4), similar validation has not been performed for cardiac MRF. This work characterizes the repeatability of cardiac MRF over multiple days in a standardized phantom and healthy subjects.
Methods:
Phantom Study: Experiments were performed using the ISMRM/NIST MRI system phantom (5) at 1.5T (Sola, MAGNETOM Siemens). To evaluate repeatability across heart rates, scans were performed in one session using heart rates ranging from 40 to 120bpm (step size 20bpm). To evaluate intersession repeatability, data were collected during 9 sessions over 8 months (all with 60bpm). MRF maps were collected using a 15-heartbeat sequence with ECG triggering (192x192 matrix, 300x300mm2 FOV, 8mm slice) and a deep image prior reconstruction (4). MOLLI and T2-prepared bSSFP maps with matched resolution were collected for comparison. Reference values were obtained using inversion recovery and spin echo sequences. Repeatability was assessed using the coefficient of variation (CV), defined as the standard deviation normalized by the reference. In Vivo Study: Four healthy subjects underwent repeated scans (3 subjects during 2 sessions, and 1 subject during 3 sessions) with at least one week between scans using MRF, MOLLI, and T2-prep bSSFP at a mid-ventricular slice. The repeatability of T1 and T2 estimates in the left ventricular septum was assessed using CV values.
Results: As shown in Figures 1A-1B, MRF had improved repeatability in the phantom compared to conventional mapping across different heart rates. The average CV for T1 was 0.9% (MRF) vs 3.0% (MOLLI), and T2 2.6% (MRF) vs 7.9% (T2-prep bSSFP). Figures 1C-1D show repeatability over multiple days in the phantom. The average CV for T1 was 2.2%(MRF) vs 4.4% (MOLLI); excluding three vials with T1<200ms yielded 1.7% (MRF) vs 1.6% (MOLLI). The average CV for T2 was lower for MRF (3.6%) than T2-prep bSSFP (7.3%). As shown in Figures 2A-2B, MOLLI T1 and both MRF T1 and T2 agreed with the reference, while T2 was overestimated using T2-prep bSSFP. Figures 2C-2F show T1 and T2 measurements from individual sessions. In vivo repeatability results are shown in Figure 3. MRF had similar repeatability to conventional sequences with an average CV over all subjects of 0.7% (MRF) vs 0.9% (MOLLI) for T1 and 2.4% (MRF) vs 2.0% (T2-prep bSSFP) for T2.
Conclusion:
In phantom experiments, MRF was less susceptible to heart rate than conventional sequences. Over multiple days, MRF had similar repeatability as MOLLI for T1 and improved repeatability compared to T2-prep bSSFP. In vivo repeatability was similar among MRF and conventional techniques in 4 healthy subjects. Future work will include validation in additional subjects and assessment of inter-scanner and multisite reproducibility.