Li Huang1, Radhouene Neji1,2, Muhammad Sohaib Nazir1, John Whitaker1, Filippo Bosio1, Amedeo Chiribiri1, Reza Razavi1, and Sébastien Roujol1
1School of Biomedical Engineering and Imaging Sciences, Faculty of Life Sciences and Medicine, King's College London, London, United Kingdom, 2MR Research Collaborations, Siemens Healthcare Limited, Frimley, United Kingdom
Synopsis
Modified Look-Locker inversion recovery (MOLLI) is a commonly used
approach for myocardial T1 mapping, and yields high precision as well as reproducibility. This technique requires one breathhold per slice, resulting in
prolonged examination time when full left ventricular coverage is required. Our
previously developed fast multi-slice myocardial T1 mapping (FAST1) technique
showed potential for time-efficient full left ventricular coverage. In this
work, the FAST1 sequence is further improved using Bloch-equation-based fitting
for higher T1 accuracy and heart-rate independence. Compared to MOLLI, the
proposed new FAST1 can yield higher T1 accuracy, enhanced tolerance to T2 and heart-rate
variations, as well as similar repeatability and T1 map quality at 1.5T.
Introduction
Myocardial T1 mapping shows promise for assessing cardiomyopathies1.
The modified Look-Locker inversion recovery (MOLLI)2,3 technique is
commonly used and yields high precision as well as reproducibility4-6. In
MOLLI and its variations such as ShMOLLI7, 7-13 images are acquired
in a breathhold of 9-17 heartbeats to generate a single T1 map. Therefore,
their applications for full left ventricular coverage is limited. Fast
multi-slice myocardial T1 mapping (FAST1)8 has been recently
proposed for time-efficient full left ventricular coverage. In this work, FAST1
is further improved for increased accuracy as well as enhanced tolerance to
heart rate (HR) variation and slice cross-talk.Methods
(1) Sequence: FAST1
enables the acquisition of five slices within a single breathhold, as shown in Fig. 1. For each slice, a
slice-selective inversion pulse is followed by the acquisition of two
ECG-triggered images. Compared to our previous work8, newly inserted
recovery heartbeats (HBs) allow further increase of the inversion pulse slice
thickness without promoting slice cross-talk. The inversion slice thickness
over imaging slice thickness ratio (RTHK) was optimized to 4 in this
work. The number of recovery HBs (NR) was determined to allow for a
recovery delay of TRD≥6s between the inversion pulses for adjacent
slices, allowing for a >98% recovery of the longitudinal magnetization of
myocardium in the worst-case scenario (defined as a slice being fully inverted
by an adjacent slice inversion).
(2) Reconstruction:
T1 maps were reconstructed using a dictionary matching approach. The signal dictionary
was generated using Bloch equation simulations of FAST1 for a 1-4000ms T1 range
as well as T1-dependent slice profiles of the inversion and excitation pulses
in the presence of typical B0/B1 inhomogeneities (±150Hz/80-100%) and
myocardial T2=45ms. During dictionary matching, the measured signal was polarity-restored
using a phase-sensitive inversion recovery approach8,9 and then
scaled to each dictionary entry8. This reconstruction was compared
to the original FAST1 reconstruction, where the signal dictionary was generated
using a one-parameter model defined as S(TI)=1-(1+δ)e-TI/T1 with
δ as the inversion factor of the inversion pulse8,10.
(3) Numerical simulations:
The proposed and original FAST1 approaches were compared to MOLLI by numerical
simulations in terms of accuracy and precision for a range of physiologically
reasonable myocardial T1 times (300-1500ms), T2 times (30-60ms) and HRs (50-110bpm),
together with a practical signal-to-noise ratio (SNR) of 50.
(4) Experiments:
FAST1 and conventional 5-(3)-3 MOLLI were performed on a 1.5T scanner (MAGNETOM
Aera, Siemens Healthcare, Erlangen, Germany) in phantom11, 9 healthy
volunteers and 17 patients. Both sequences used the same 2D bSSFP parameters: TR/TE/α=2.70ms/1.12ms/35°,
FOV=360×306mm2, pixel size=1.4×2.1mm2, slice thickness=8mm,
GRAPPA factor=2, partial Fourier factor=7/8, bandwidth=1085Hz/px, first TI=100ms.
For phantom study, simulated HRs of 40-120bpm were used. For in-vivo studies,
slices were prescribed in the short-axis orientation, and FAST1/MOLLI were
performed three times each to generate 15/3 slices. Five and two scan
repetitions were performed in phantom and healthy volunteer studies,
respectively.
(5)
Analyses: T1 times/spatial variability/repeatability of FAST1 and MOLLI
were measured in each vial (phantom) and each myocardial segment12
(healthy volunteers). Subject-wise T1 times were computed in each patient. Subjective
assessment of map quality was performed by consensus of two experienced cardiac MRI readers using a 4-point-scale
scoring system (1-non-diagnostic: severe artifacts/4-excellent: no artifacts).
Results
(1) Simulation study:
The proposed FAST1 led to superior accuracy and reduced HR dependence to MOLLI
and the original FAST1 approach (Fig. 2).
However, the proposed and original FAST1 techniques had ~77% and ~46% inferior
precision to MOLLI, respectively.
(2) Phantom study: The
proposed FAST1/original FAST1/MOLLI yielded accuracy of
-26±5ms/-73±53ms/-56±36ms, spatial variability of 9±6ms/8±4ms/6±4ms,
repeatability of 2±1ms/1±1ms/1±0ms and HR sensitivity of 3±2ms/19±23ms/4±4ms,
respectively (Fig. 3).
(3)
In-vivo studies: Fig. 4 and Fig. 5 present the results of healthy
volunteer and patient studies, respectively. Compared to MOLLI, the proposed FAST1
yielded increased native T1 times (1016±0ms vs. 987±23ms, p<0.0001), higher spatial
variability (66±10ms vs. 46±7ms, p<0.0001) and similar repeatability (18±6ms
vs. 14±5ms, p=0.10) in healthy volunteers. High Pearson correlation
coefficients were found between native/post-contrast T1 times using both
techniques in patients (0.92/0.98). Similar T1 map quality of FAST1 and MOLLI
was obtained (3.8±0.2 vs. 3.7±0.3, p=0.13 in healthy volunteers and 3.5±0.5 vs.
3.3±0.6, p=0.32 in patients, respectively).
Discussion
The proposed enhanced FAST1 led to improved T1 accuracy and T2/HR
insensitivity. The validation of FAST1 in a larger patient cohort will be the
focus of future work. Extension of FAST1 to higher fields (≥3T) remains to be
investigated.Conclusion
Compared to MOLLI, the improved FAST1 enables whole-left-ventricle T1
mapping in three breathholds with higher T1 accuracy and tolerance to T2/HR
variations as well as similar repeatability and map quality at 1.5T.Acknowledgements
This work was supported by the Health Innovation Challenge Fund (grant
number HICF-R10-698), a parallel funding partnership between the Department of
Health and the Wellcome Trust, the Wellcome Engineering and Physical Sciences
Research Council (EPSRC) Centre for Medical Engineering at King's College
London (WT 203148/Z/16/Z) and the EPSRC grant (EP/R010935/1). This
research was also supported by the National Institute for Health Research
(NIHR) Biomedical Research Centre based at Guy's and St Thomas' National Health
Service (NHS) Foundation Trust in partnership with King's College London, and
by the NIHR Healthcare Technology Co-operative for Cardiovascular Disease at
Guy’s and St Thomas' NHS Foundation Trust. The views expressed are those of
the authors and not necessarily those of the NHS, the NIHR or the Department of
Health.
References
-
Moon JC, Messroghli DR, Kellman P,
Piechnik SK, Robson MD, Ugander M, Gatehouse PD, Arai AE, Friedrich MG,
Neubauer S, Schulz-Menger J, Schelbert EB. Myocardial T1 mapping and
extracellular volume quantification: a Society for Cardiovascular Magnetic
Resonance (SCMR) and CMR Working Group of the European Society of Cardiology
consensus statement. J Cardiovasc Magn Reson. 2013;15(1):92.
-
Messroghli DR, Radjenovic A, Kozerke S,
Higgins DM, Sivananthan MU, Ridgway JP. Modified Look-Locker inversion recovery
(MOLLI) for high-resolution T1 mapping of the heart. Magn Reson Med. 2004;52(1):141-146.
- Messroghli DR, Niendorf T, Schulz-Menger J,
Dietz R, Friedrich MG. T1 mapping in patients with acute myocardial infarction. J Cardiovasc
Magn Reson. 2003;5(2):353-359.
- Roujol S, Weingärtner S, Foppa M, Chow K, Kawaji K, Ngo LH, Kellman P,
Manning WJ, Thompson RB, Nezafat R. Accuracy, precision, and reproducibility of
four T1 mapping sequences: a head-to-head comparison of MOLLI, ShMOLLI, SASHA,
and SAPPHIRE. Radiology. 2014;272(3):683-689.
- Kellman P, Hansen MS. T1-mapping in the heart: accuracy and precision. J
Cardiovasc Magn Reson. 2014;16(1):2.
- Weingärtner S, Meßner NM, Budjan J, Loßnitzer D,
Mattler U, Papavassiliu T, Zöllner FG, Schad LR. Myocardial T 1-mapping at
3T using saturation-recovery: reference values, precision and comparison with
MOLLI. J Cardiovasc Magn Reson. 2017;18(1):84.
- Piechnik SK, Ferreira VM, Dall'Armellina E, Cochlin LE, Greiser A,
Neubauer S, Robson MD. Shortened Modified Look-Locker Inversion recovery
(ShMOLLI) for clinical myocardial T1-mapping at 1.5 and 3 T within a 9
heartbeat breathhold. J Cardiovasc Magn Reson. 2010;12(1):69.
- Huang L, Neji R, Razavi R, Roujol S. Fast multi-slice myocardial T1
mapping (FAST1). Proc Intl Soc Magn Reson Med 26th. Paris, France. 16-21 Jun
2018. P4770.
- Xue H, Greiser A, Zuehlsdorff S, Jolly MP, Guehring J, Arai AE, Kellman
P. Phase-sensitive inversion recovery for myocardial T1 mapping with motion
correction and parametric fitting. Magn Reson Med. 2013;69(5):1408-1420.
- Kellman P, Herzka DA, Hansen MS. Adiabatic
inversion pulses for myocardial T1 mapping. Magn Reson Med.
2014;71(4):1428-1434.
- Captur G, Gatehouse P, Keenan KE, Heslinga FG, Bruehl R, Prothmann M,
Graves MJ, Eames RJ, Torlasco C, Benedetti G, Donovan J, Ittermann B,
Boubertakh R, Bathgate A, Royet C, Pang W, Nezafat R, Salerno M, Kellman P,
Moon JC. A medical device-grade T1 and ECV phantom for global T1 mapping
quality assurance-the T1 mapping and ECV standardization in cardiovascular
magnetic resonance (T1MES) program. J Cardiovasc Magn Reson. 2016;18:58.
- Cerqueira MD, Weissman NJ, Dilsizian V, Jacobs AK, Kaul S, Laskey WK,
Pennell DJ, Rumberger JA, Ryan T, Verani MS. Standardized myocardial
segmentation and nomenclature for tomographic imaging of the heart. A statement
for healthcare professionals from the Cardiac Imaging Committee of the Council
on Clinical Cardiology of the American Heart Association. Circulation.
2002;105(4):539-542.