Simultaneous multislice cardiac magnetic resonance fingerprinting using low rank reconstruction

This study introduces a technique for simultaneous multislice (SMS) cardiac magnetic resonance fingerprinting (cMRF), which improves the slice coverage when quantifying myocardial T1, T2, and M0. The single‐slice cMRF pulse sequence was modified to use multiband (MB) RF pulses for SMS imaging. Different RF phase schedules were used to excite each slice, similar to POMP or CAIPIRINHA, which imparts tissues with a distinguishable and slice‐specific magnetization evolution over time. Because of the high net acceleration factor (R = 48 in plane combined with the slice acceleration), images were first reconstructed with a low rank technique before matching data to a dictionary of signal timecourses generated by a Bloch equation simulation. The proposed method was tested in simulations with a numerical relaxation phantom. Phantom and in vivo cardiac scans of 10 healthy volunteers were also performed at 3 T. With single‐slice acquisitions, the mean relaxation times obtained using the low rank cMRF reconstruction agree with reference values. The low rank method improves the precision in T1 and T2 for both single‐slice and SMS cMRF, and it enables the acquisition of maps with fewer artifacts when using SMS cMRF at higher MB factors. With this technique, in vivo cardiac maps were acquired from three slices simultaneously during a breathhold lasting 16 heartbeats. SMS cMRF improves the efficiency and slice coverage of myocardial T1 and T2 mapping compared with both single‐slice cMRF and conventional cardiac mapping sequences. Thus, this technique is a first step toward whole‐heart simultaneous T1 and T2 quantification with cMRF.

[1]  Vikas Gulani,et al.  Investigating and reducing the effects of confounding factors for robust T1 and T2 mapping with cardiac MR fingerprinting. , 2018, Magnetic resonance imaging.

[2]  Yuta Kobayashi,et al.  Diffusion-weighting Caused by Spoiler Gradients in the Fast Imaging with Steady-state Precession Sequence May Lead to Inaccurate T2 Measurements in MR Fingerprinting , 2018, Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine.

[3]  Vikas Gulani,et al.  Fast 3D magnetic resonance fingerprinting for a whole‐brain coverage , 2018, Magnetic resonance in medicine.

[4]  Qi Yang,et al.  Magnetic resonance multitasking for motion-resolved quantitative cardiovascular imaging , 2018, Nature Biomedical Engineering.

[5]  Kawin Setsompop,et al.  Use of pattern recognition for unaliasing simultaneously acquired slices in simultaneous multislice MR fingerprinting , 2017, Magnetic resonance in medicine.

[6]  Debra F. McGivney,et al.  Slice profile and B1 corrections in 2D magnetic resonance fingerprinting , 2017, Magnetic resonance in medicine.

[7]  Mariya Doneva,et al.  Matrix completion-based reconstruction for undersampled magnetic resonance fingerprinting data. , 2017, Magnetic resonance imaging.

[8]  Dong-Hyun Kim,et al.  RF slice profile effects in magnetic resonance fingerprinting. , 2017, Magnetic resonance imaging.

[9]  M. Bock,et al.  Effects of RF pulse profile and intra-voxel phase dispersion on MR fingerprinting with balanced SSFP readout. , 2017, Magnetic resonance imaging.

[10]  Lawrence L. Wald,et al.  Simultaneous multislice magnetic resonance fingerprinting with low-rank and subspace modeling , 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[11]  Kawin Setsompop,et al.  Simultaneous multislice magnetic resonance fingerprinting (SMS‐MRF) with direct‐spiral slice‐GRAPPA (ds‐SG) reconstruction , 2017, Magnetic resonance in medicine.

[12]  Jesse I. Hamilton,et al.  MR fingerprinting for rapid quantification of myocardial T1, T2, and proton spin density , 2017, Magnetic resonance in medicine.

[13]  J. Hennig,et al.  Pseudo Steady‐State Free Precession for MR‐Fingerprinting , 2017, Magnetic resonance in medicine.

[14]  Jonathan I. Tamir,et al.  T2 shuffling: Sharp, multicontrast, volumetric fast spin‐echo imaging , 2017, Magnetic resonance in medicine.

[15]  Sebastian Weingärtner,et al.  Myocardial T1-mapping at 3T using saturation-recovery: reference values, precision and comparison with MOLLI , 2016, Journal of Cardiovascular Magnetic Resonance.

[16]  Niels Vejlstrup,et al.  Coronary microvascular function and myocardial fibrosis in women with angina pectoris and no obstructive coronary artery disease: the iPOWER study , 2016, Journal of Cardiovascular Magnetic Resonance.

[17]  F. Knoll,et al.  Low rank alternating direction method of multipliers reconstruction for MR fingerprinting , 2016, Magnetic resonance in medicine.

[18]  Leon Axel,et al.  XD‐GRASP: Golden‐angle radial MRI with reconstruction of extra motion‐state dimensions using compressed sensing , 2016, Magnetic resonance in medicine.

[19]  M. Griswold,et al.  MR fingerprinting using fast imaging with steady state precession (FISP) with spiral readout , 2015, Magnetic resonance in medicine.

[20]  Felix Breuer,et al.  Simultaneous multislice (SMS) imaging techniques , 2015, Magnetic resonance in medicine.

[21]  Zhi-Pei Liang,et al.  Accelerated MR parameter mapping with low‐rank and sparsity constraints , 2015, Magnetic resonance in medicine.

[22]  Francesco Santini,et al.  Simultaneous T1 and T2 quantification of the myocardium using cardiac balanced‐SSFP inversion recovery with interleaved sampling acquisition (CABIRIA) , 2015, Magnetic resonance in medicine.

[23]  E. Nagel,et al.  T1 mapping in myocarditis – headway to a new era for cardiovascular magnetic resonance , 2015, Expert review of cardiovascular therapy.

[24]  Richard B. Thompson,et al.  Correlation of cardiovascular magnetic resonance imaging findings and endomyocardial biopsy results in patients undergoing screening for heart transplant rejection. , 2015, The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation.

[25]  T. Ebbers,et al.  Single breath-hold 3D mapping of T1 and T2 relaxation times with 3D-QALAS - feasibility in patients , 2015, Journal of Cardiovascular Magnetic Resonance.

[26]  M. Akçakaya,et al.  Joint myocardial T1 and T2 mapping , 2015, Journal of Cardiovascular Magnetic Resonance.

[27]  J. Pauly,et al.  Accelerating parameter mapping with a locally low rank constraint , 2015, Magnetic resonance in medicine.

[28]  T. Ebbers,et al.  Simultaneous three-dimensional myocardial T1 and T2 mapping in one breath hold with 3D-QALAS , 2014, Journal of Cardiovascular Magnetic Resonance.

[29]  David M Higgins,et al.  Reference values for healthy human myocardium using a T1 mapping methodology: results from the International T1 Multicenter cardiovascular magnetic resonance study , 2014, Journal of Cardiovascular Magnetic Resonance.

[30]  M. Kantarci,et al.  Quantitative evaluation of ischemic myocardial scar tissue by unenhanced T1 mapping using 3.0 Tesla MR scanner. , 2014, Diagnostic and interventional radiology.

[31]  Yun Jiang,et al.  SVD Compression for Magnetic Resonance Fingerprinting in the Time Domain , 2014, IEEE Transactions on Medical Imaging.

[32]  Richard B Thompson,et al.  Saturation recovery single‐shot acquisition (SASHA) for myocardial T1 mapping , 2014, Magnetic resonance in medicine.

[33]  Peter Kellman,et al.  Adiabatic inversion pulses for myocardial T1 mapping , 2014, Magnetic resonance in medicine.

[34]  Michael Elad,et al.  ESPIRiT—an eigenvalue approach to autocalibrating parallel MRI: Where SENSE meets GRAPPA , 2014, Magnetic resonance in medicine.

[35]  P. Kellman,et al.  T1-mapping in the heart: accuracy and precision , 2014, Journal of Cardiovascular Magnetic Resonance.

[36]  J. Felblinger,et al.  Effect of physiological heart rate variability on quantitative T2 measurement with ECG-gated Fast Spin Echo (FSE) sequence and its retrospective correction. , 2013, Magnetic resonance imaging.

[37]  Peter Kellman,et al.  Influence of Off-resonance in myocardial T1-mapping using SSFP based MOLLI method , 2013, Journal of Cardiovascular Magnetic Resonance.

[38]  Sung Ho Hwang,et al.  Quantitative T2 mapping for detecting myocardial edema after reperfusion of myocardial infarction: validation and comparison with T2-weighted images , 2013, The International Journal of Cardiovascular Imaging.

[39]  Michael Schacht Hansen,et al.  Gadgetron: An open source framework for medical image reconstruction , 2013, Magnetic resonance in medicine.

[40]  M. Robson,et al.  Noncontrast T1 mapping for the diagnosis of cardiac amyloidosis. , 2013, JACC. Cardiovascular imaging.

[41]  J. Duerk,et al.  Magnetic Resonance Fingerprinting , 2013, Nature.

[42]  Andrew S Flett,et al.  Human non-contrast T1 values and correlation with histology in diffuse fibrosis , 2013, Heart.

[43]  Sung Ho Hwang,et al.  Correction with blood T1 is essential when measuring post-contrast myocardial T1 value in patients with acute myocardial infarction , 2013, Journal of Cardiovascular Magnetic Resonance.

[44]  Peter Kellman,et al.  Extracellular volume fraction mapping in the myocardium, part 1: evaluation of an automated method , 2012, Journal of Cardiovascular Magnetic Resonance.

[45]  Ali Bilgin,et al.  T2 mapping from highly undersampled data by reconstruction of principal component coefficient maps using compressed sensing , 2012, Magnetic resonance in medicine.

[46]  J. Polimeni,et al.  Blipped‐controlled aliasing in parallel imaging for simultaneous multislice echo planar imaging with reduced g‐factor penalty , 2012, Magnetic resonance in medicine.

[47]  M. Robson,et al.  Cardiovascular magnetic resonance by non contrast T1-mapping allows assessment of severity of injury in acute myocardial infarction , 2012, Journal of Cardiovascular Magnetic Resonance.

[48]  Gregory R. Lee,et al.  Improved temporal resolution in cardiac imaging using through‐time spiral GRAPPA , 2011, Magnetic resonance in medicine.

[49]  Nicole Seiberlich,et al.  Improvements in multislice parallel imaging using radial CAIPIRINHA , 2011, Magnetic resonance in medicine.

[50]  Stefan Neubauer,et al.  Shortened Modified Look-Locker Inversion recovery (ShMOLLI) for clinical myocardial T1-mapping at 1.5 and 3 T within a 9 heartbeat breathhold , 2010, Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance.

[51]  K. Scheffler,et al.  Quantitative magnetization transfer imaging using balanced SSFP , 2008, Magnetic resonance in medicine.

[52]  D. Donoho,et al.  Sparse MRI: The application of compressed sensing for rapid MR imaging , 2007, Magnetic resonance in medicine.

[53]  J. Goldfarb,et al.  Recent myocardial infarction: assessment with unenhanced T1-weighted MR imaging. , 2007, Radiology.

[54]  Alto Stemmer,et al.  T2 measurement of the human myocardium using a T2‐prepared transient‐state trueFISP sequence , 2007, Magnetic resonance in medicine.

[55]  Robin M Heidemann,et al.  Controlled aliasing in parallel imaging results in higher acceleration (CAIPIRINHA) for multi‐slice imaging , 2005, Magnetic resonance in medicine.

[56]  David M Higgins,et al.  Modified Look‐Locker inversion recovery (MOLLI) for high‐resolution T1 mapping of the heart , 2004, Magnetic resonance in medicine.

[57]  Jeffrey A. Fessler,et al.  Nonuniform fast Fourier transforms using min-max interpolation , 2003, IEEE Trans. Signal Process..

[58]  N Danchin,et al.  Detection and prediction of acute heart transplant rejection with the myocardial T2 determination provided by a black-blood magnetic resonance imaging sequence. , 2001, Journal of the American College of Cardiology.

[59]  D. Larkman,et al.  Use of multicoil arrays for separation of signal from multiple slices simultaneously excited , 2001, Journal of magnetic resonance imaging : JMRI.

[60]  N. Danchin,et al.  Detection and prediction of acute heart transplant rejection with the myocardial T2 determination provided by a black-blood magnetic resonance imaging sequence. , 2001, The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation.

[61]  Albert Macovski,et al.  Coronary Angiography with Magnetization‐Prepared T2 Contrast , 1995, Magnetic resonance in medicine.

[62]  G H Glover,et al.  Phase‐offset multiplanar (POMP) volume imaging: A new technique , 1991, Journal of magnetic resonance imaging : JMRI.

[63]  L. Lin,et al.  A concordance correlation coefficient to evaluate reproducibility. , 1989, Biometrics.

[64]  A. J. Shaka,et al.  Iterative carr-purcell trains , 1988 .

[65]  Olaf Dössel,et al.  An Optimal Radial Profile Order Based on the Golden Ratio for Time-Resolved MRI , 2007, IEEE Transactions on Medical Imaging.

[66]  W. S. Veeman,et al.  Broadband heteronuclear decoupling , 1983 .

[67]  S. Rajagopalan,et al.  Journal of Cardiovascular Magnetic Resonance Open Access T2 Quantification for Improved Detection of Myocardial Edema , 2022 .