MRI temporal acceleration techniques

Journal of Magnetic Resonance Imaging

Volumn 36, Issue 3, 2012, Pages 543-560

  Tsao, Jeffrey ^a,b   Kozerke, Sebastian ^c  

^a NOVARTIS INSTITUTES FOR BIOMEDICAL RESEARCH   (United States)

^b MCKINSEY AND COMPANY   (United States)

^c ETH ZURICH   (Switzerland)

Author keywords

compressed sensing; dynamic imaging; k t space; spatiotemporal redundancy; temporal acceleration; view sharing

Indexed keywords

ANGIOGRAPHY; BLOOD FLOW; CARDIOVASCULAR MAGNETIC RESONANCE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; INTERVENTIONAL MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; PERFORMANCE; PERFUSION WEIGHTED IMAGING; PRIORITY JOURNAL; RADIOBIOLOGY; REVIEW; SCINTIGRAPHY;

ALGORITHMS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFORMATION STORAGE AND RETRIEVAL; MAGNETIC RESONANCE IMAGING; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84865314808     PISSN: 10531807     EISSN: 15222586     Source Type: Journal    
DOI: 10.1002/jmri.23640     Document Type: Review

References (97)

1. Doyle M, Walsh EG, Blackwell GG, Pohost GM,. Block regional interpolation scheme for k-space (BRISK): a rapid cardiac imaging technique. Magn Reson Med 1995; 33: 163-170.
2. Madore B, Glover GH, Pelc NJ,. Unaliasing by Fourier-encoding the overlaps using the temporal dimension (UNFOLD), applied to cardiac imaging and fMRI. Magn Reson Med 1999; 42: 813-828. (Pubitemid 29521471)
3. Kellman P, Epstein FH, McVeigh ER,. Adaptive sensitivity encoding incorporating temporal filtering (TSENSE). Magn Reson Med 2001; 45: 846-852. (Pubitemid 32402027)
4. Larson AC, Simonetti OP,. Real-time cardiac cine imaging with SPIDER: steady-state projection imaging with dynamic echo-train readout. Magn Reson Med 2001; 46: 1059-1066. (Pubitemid 33104292)
5. Schaeffter T, Weiss S, Eggers H, Rasche V,. Projection reconstruction balanced fast field echo for interactive real-time cardiac imaging. Magn Reson Med 2001; 46: 1238-1241. (Pubitemid 33104313)
6. Tsai CM, Nishimura DG,. Reduced aliasing artifacts using variable-density k-space sampling trajectories. Magn Reson Med 2000; 43: 452-458. (Pubitemid 30127533)
7. Peters DC, Ennis DB, McVeigh ER,. High-resolution MRI of cardiac function with projection reconstruction and steady-state free precession. Magn Reson Med 2002; 48: 82-88. (Pubitemid 34721590)
8. Tsao J, Boesiger P, Pruessmann KP,. k-t BLAST and k-t SENSE: dynamic MRI with high frame rate exploiting spatiotemporal correlations. Magn Reson Med 2003; 50: 1031-1042. (Pubitemid 37356583)
9. Kozerke S, Tsao J, Razavi R, Boesiger P,. Accelerating cardiac cine 3D imaging using k-t BLAST. Magn Reson Med 2004; 52: 19-26. (Pubitemid 39295251)
10. Tsao J, Kozerke S, Boesiger P, Pruessmann KP,. Optimizing spatiotemporal sampling for k-t BLAST and k-t SENSE: application to high-resolution real-time cardiac steady-state free precession. Magn Reson Med 2005; 53: 1372-1382. (Pubitemid 40734658)
11. Jung B, Ullmann P, Honal M, Bauer S, Hennig J, Markl M,. Parallel MRI with extended and averaged GRAPPA kernels (PEAK-GRAPPA): optimized spatiotemporal dynamic imaging. J Magn Reson Imaging 2008; 28: 1226-1232.
12. Jung H, Ye JC, Kim EY,. Improved k-t BLAST and k-t SENSE using FOCUSS. Phys Med Biol 2007; 52: 3201-3226. (Pubitemid 46795256)
13. Kozerke S, Tsao J,. Reduced data acquisition methods in cardiac imaging. Top Magn Reson Imaging 2004; 15: 161-168. (Pubitemid 39187203)
14. Huang F, Akao J, Vijayakumar S, Duensing GR, Limkeman M,. k-t GRAPPA: a k-space implementation for dynamic MRI with high reduction factor. Magn Reson Med 2005; 54: 1172-1184. (Pubitemid 41567197)
15. Ding Y, Chung YC, Jekic M, Simonetti OP,. A new approach to autocalibrated dynamic parallel imaging based on the Karhunen-Loeve transform: KL-TSENSE and KL-TGRAPPA. Magn Reson Med 2011; 65: 1786-1792.
16. Kellman P, Derbyshire JA, Agyeman KO, McVeigh ER, Arai AE,. Extended coverage first-pass perfusion imaging using slice-interleaved TSENSE. Magn Reson Med 2004; 51: 200-204. (Pubitemid 38095719)
17. Jahnke C, Paetsch I, Gebker R, Bornstedt A, Fleck E, Nagel E,. Accelerated 4D dobutamine stress MR imaging with k-t BLAST: feasibility and diagnostic performance. Radiology 2006; 241: 718-728. (Pubitemid 46190537)
18. Plein S, Ryf S, Schwitter J, Radjenovic A, Boesiger P, Kozerke S,. Dynamic contrast-enhanced myocardial perfusion MRI accelerated with k-t SENSE. Magn Reson Med 2007; 58: 777-785. (Pubitemid 47556883)
19. Jung B, Honal M, Hennig J, Markl M,. k-t-space accelerated myocardial perfusion. J Magn Reson Imaging 2008; 28: 1080-1085.
20. Ge L, Kino A, Griswold M, Mistretta C, Carr JC, Li D,. Myocardial perfusion MRI with sliding-window conjugate-gradient HYPR. Magn Reson Med 2009; 62: 835-839.
21. Weber S, Kronfeld A, Kunz RP, et al. Quantitative myocardial perfusion imaging using different autocalibrated parallel acquisition techniques. J Magn Reson Imaging 2008; 28: 51-59. (Pubitemid 351956465)
22. Pedersen H, Kozerke S, Ringgaard S, Nehrke K, Kim WY,. k-t PCA: temporally constrained k-t BLAST reconstruction using principal component analysis. Magn Reson Med 2009; 62: 706-716.
23. Brinegar C, Schmitter SS, Mistry NN, Johnson GA, Liang ZP,. Improving temporal resolution of pulmonary perfusion imaging in rats using the partially separable functions model. Magn Reson Med 2010; 64: 1162-1170.
24. Hansen MS, Baltes C, Tsao J, et al. Accelerated dynamic Fourier velocity encoding by exploiting velocity-spatio-temporal correlations. Magma 2004; 17: 86-94. (Pubitemid 40064519)
25. Baltes C, Hansen MS, Tsao J, et al. Determination of peak velocity in stenotic areas: echocardiography versus k-t SENSE accelerated MR Fourier velocity encoding. Radiology 2008; 246: 249-257. (Pubitemid 350305050)
26. Baltes C, Kozerke S, Hansen MS, Pruessmann KP, Tsao J, Boesiger P,. Accelerating cine phase-contrast flow measurements using k-t BLAST and k-t SENSE. Magn Reson Med 2005; 54: 1430-1438. (Pubitemid 41740772)
27. Jung B, Honal M, Ullmann P, Hennig J, Markl M,. Highly k-t-space-accelerated phase-contrast MRI. Magn Reson Med 2008; 60: 1169-1177.
28. Lai P, Huang F, Larson AC, Li D,. Fast four-dimensional coronary MR angiography with k-t GRAPPA. J Magn Reson Imaging 2008; 27: 659-665. (Pubitemid 351354756)
29. Korosec FR, Frayne R, Grist TM, Mistretta CA,. Time-resolved contrast-enhanced 3D MR angiography. Magn Reson Med 1996; 36: 345-351. (Pubitemid 26299259)
30. Vigen KK, Peters DC, Grist TM, Block WF, Mistretta CA,. Undersampled projection-reconstruction imaging for time-resolved contrast-enhanced imaging. Magn Reson Med 2000; 43: 170-176. (Pubitemid 30075438)
31. Peters DC, Korosec FR, Grist TM, et al. Undersampled projection reconstruction applied to MR angiography. Magn Reson Med 2000; 43: 91-101. (Pubitemid 30027116)
32. Barger AV, Block WF, Toropov Y, Grist TM, Mistretta CA,. Time-resolved contrast-enhanced imaging with isotropic resolution and broad coverage using an undersampled 3D projection trajectory. Magn Reson Med 2002; 48: 297-305. (Pubitemid 34809418)
33. Mistretta CA, Wieben O, Velikina J, et al. Highly constrained backprojection for time-resolved MRI. Magn Reson Med 2006; 55: 30-40. (Pubitemid 43062925)
34. Malik SJ, Schmitz S, O'Regan D, Larkman DJ, Hajnal JV,. x-f Choice: reconstruction of undersampled dynamic MRI by data-driven alias rejection applied to contrast-enhanced angiography. Magn Reson Med 2006; 56: 811-823. (Pubitemid 44477664)
35. Huang Y, Wright GA,. Time-resolved MR angiography with limited projections. Magn Reson Med 2007; 58: 316-325. (Pubitemid 47267649)
36. Mistretta CA,. Undersampled radial MR acquisition and highly constrained back projection (HYPR) reconstruction: potential medical imaging applications in the post-Nyquist era. J Magn Reson Imaging 2009; 29: 501-516.
37. Wu Y, Korosec FR, Mistretta CA, Wieben O,. CE-MRA of the lower extremities using HYPR stack-of-stars. J Magn Reson Imaging 2009; 29: 917-923.
38. Lim RP, Shapiro M, Wang EY, et al. 3D time-resolved MR angiography (MRA) of the carotid arteries with time-resolved imaging with stochastic trajectories: comparison with 3D contrast-enhanced Bolus-Chase MRA and 3D time-of-flight MRA. AJNR Am J Neuroradiol 2008; 29: 1847-1854.
39. Velikina JV, Johnson KM, Wu Y, Samsonov AA, Turski P, Mistretta CA,. PC HYPR flow: a technique for rapid imaging of contrast dynamics. J Magn Reson Imaging 2010; 31: 447-456.
40. Wu Y, Chang W, Johnson KM, et al. Fast whole-brain 4D contrast-enhanced MR angiography with velocity encoding using undersampled radial acquisition and highly constrained projection reconstruction: image-quality assessment in volunteer subjects. AJNR Am J Neuroradiol 2011; 32: E47-50.
41. Utting JF, Kozerke S, Luechinger R, et al. Feasibility of k-t BLAST for BOLD fMRI with a spin-echo based acquisition at 3 T and 7 T. Invest Radiol 2009; 44: 495-502.
42. Utting JF, Kozerke S, Schnitker R, Niendorf T,. Comparison of k-t SENSE/k-t BLAST with conventional SENSE applied to BOLD fMRI. J Magn Reson Imaging 2010; 32: 235-241.
43. Guttman MA, Kellman P, Dick AJ, Lederman RJ, McVeigh ER,. Real-time accelerated interactive MRI with adaptive TSENSE and UNFOLD. Magn Reson Med 2003; 50: 315-321. (Pubitemid 36950851)
44. Cohen MS, Weisskoff RM, Rzedzian RR, Kantor HL,. Sensory stimulation by time-varying magnetic fields. Magn Reson Med 1990; 14: 409-414. (Pubitemid 20248625)
45. Budinger TF, Fischer H, Hentschel D, Reinfelder HE, Schmitt F,. Physiological effects of fast oscillating magnetic field gradients. J Comput Assist Tomogr 1991; 15: 909-914.
46. van Dijk P,. ECG-triggered NMR imaging of the heart. Diagn Imaging Clin Med 1984; 53: 29-37. (Pubitemid 14187827)
47. Lanzer P, Botvinick EH, Schiller NB, et al. Cardiac imaging using gated magnetic resonance. Radiology 1984; 150: 121-127. (Pubitemid 14212290)
48. Wang Y, Grimm RC, Rossman PJ, Debbins JP, Riederer SJ, Ehman RL,. 3D coronary MR angiography in multiple breath-holds using a respiratory feedback monitor. Magn Reson Med 1995; 34: 11-16.
49. Spraggins TA,. Wireless retrospective gating: application to cine cardiac imaging. Magn Reson Imaging 1990; 8: 675-681.
50. Kim WS, Mun CW, Kim DJ, Cho ZH,. Extraction of cardiac and respiratory motion cycles by use of projection data and its applications to NMR imaging. Magn Reson Med 1990; 13: 25-37. (Pubitemid 20084541)
51. Ehman RL, Felmlee JP,. Adaptive technique for high-definition MR imaging of moving structures. Radiology 1989; 173: 255-263. (Pubitemid 19242442)
52. Tsao J,. Ultrafast imaging: principles, pitfalls, solutions, and applications. J Magn Reson Imaging 2010; 32: 252-266.
53. Sodickson DK, Manning WJ,. Simultaneous acquisition of spatial harmonics (SMASH): fast imaging with radiofrequency coil arrays. Magn Reson Med 1997; 38: 591-603. (Pubitemid 27419224)
54. Pruessmann KP, Weiger M, Scheidegger MB, Boesiger P,. SENSE: sensitivity encoding for fast MRI. Magn Reson Med 1999; 42: 952-962. (Pubitemid 29521486)
55. Griswold MA, Jakob PM, Heidemann RM, et al. Generalized autocalibrating partially parallel acquisitions (GRAPPA). Magn Reson Med 2002; 47: 1202-1210. (Pubitemid 34587412)
56. Kellman P, McVeigh ER,. Image reconstruction in SNR units: a general method for SNR measurement. Magn Reson Med 2005; 54: 1439-1447. (Pubitemid 41740773)
57. Ljunggren S,. A simple graphical representation of Fourier-based imaging methods. J Magn Reson 1983; 54: 338-343.
58. Twieg DB,. The k-trajectory formulation of the NMR imaging process with applications in analysis and synthesis of imaging methods. Med Phys 1983; 10: 610-621. (Pubitemid 13023719)
59. Xiang QS, Henkelman RM,. K-space description for MR imaging of dynamic objects. Magn Reson Med 1993; 29: 422-428. (Pubitemid 23114514)
60. Riederer SJ, Tasciyan T, Farzaneh F, Lee JN, Wright RC, Herfkens RJ,. MR fluoroscopy: technical feasibility. Magn Reson Med 1988; 8: 1-15.
61. van Vaals JJ, Brummer ME, Dixon WT, et al. "Keyhole" method for accelerating imaging of contrast agent uptake. J Magn Reson Imaging 1993; 3: 671-675.
62. Jones RA, Haraldseth O, Muller TB, Rinck PA, Oksendal AN,. K-space substitution: a novel dynamic imaging technique. Magn Reson Med 1993; 29: 830-834. (Pubitemid 23182868)
63. Parrish T, Hu X,. Continuous update with random encoding (CURE): a new strategy for dynamic imaging. Magn Reson Med 1995; 33: 326-336.
64. Winkelmann S, Schaeffter T, Koehler T, Eggers H, Doessel O,. An optimal radial profile order based on the Golden Ratio for time-resolved MRI. IEEE Trans Med Imaging 2007; 26: 68-76. (Pubitemid 46096351)
65. Chien D, Edelman RR,. Ultrafast imaging using gradient echoes. Magn Reson Q 1991; 7: 31-56.
66. Davis CP, McKinnon GC, Debatin JF, Duewell S, von Schulthess GK,. Single-shot versus interleaved echo-planar MR imaging: application to visualization of cardiac valve leaflets. J Magn Reson Imaging 1995; 5: 107-112.
67. Hu X,. On the "keyhole" technique. J Magn Reson Imaging 1994; 4: 231.
68. Tsao J, Boesiger P, Pruessmann KP,. Lattice permutation for reducing motion artifacts in radial and spiral dynamic imaging. Magn Reson Med 2006; 55: 116-125. (Pubitemid 43062935)
69. Pipe JG, Ahunbay E, Menon P,. Effects of interleaf order for spiral MRI of dynamic processes. Magn Reson Med 1999; 41: 417-422. (Pubitemid 29104531)
70. Theilmann RJ, Gmitro AF, Altbach MI, Trouard TP,. View-ordering in radial fast spin-echo imaging. Magn Reson Med 2004; 51: 768-774. (Pubitemid 38420454)
71. Larson A, Simonetti O,. Using UNFOLD to remove radial streak artifact in undersampled projection reconstruction cine imaging. In: Proc 10th Annual Meeting ISMRM, Honolulu; 2002. p 77.
72. Liang ZP, Jiang H, Hess CP, Lauterbur PC,. Dynamic imaging by model estimation. Int J Imaging Syst Technol 1997; 8: 551-557. (Pubitemid 127549493)
73. Kellman P, Sorger JM, Epstein FH, McVeigh ER,. Low latency temporal filter design for real-time MRI using UNFOLD. Magn Reson Med 2000; 44: 933-939.
74. Brummer ME, Moratal-Perez D, Hong CY, Pettigrew RI, Millet-Roig J, Dixon WT,. Noquist: reduced field-of-view imaging by direct Fourier inversion. Magn Reson Med 2004; 51: 331-342. (Pubitemid 38168593)
75. Breuer FA, Kellman P, Griswold MA, Jakob PM,. Dynamic autocalibrated parallel imaging using temporal GRAPPA (TGRAPPA). Magn Reson Med 2005; 53: 981-985. (Pubitemid 40478451)
76. Wang K, Busse RF, Holmes JH, et al. Interleaved variable density sampling with a constrained parallel imaging reconstruction for dynamic contrast-enhanced MR angiography. Magn Reson Med 2011; 66: 428-436.
77. Lustig M, Santos J, Donoho D, Pauly J,. k-t SPARSE: high frame rate dynamic MRI exploiting spatio-temporal sparsity. In: Proc 14th Annual Meeting ISMRM, Seattle; 2006. p 2420.
78. Jung H, Sung K, Nayak KS, Kim EY, Ye JC,. k-t FOCUSS: a general compressed sensing framework for high resolution dynamic MRI. Magn Reson Med 2009; 61: 103-116.
79. Xu D, King KF, Liang ZP,. Improving k-t SENSE by adaptive regularization. Magn Reson Med 2007; 57: 918-930. (Pubitemid 46709412)
80. Otazo R, Kim D, Axel L, Sodickson DK,. Combination of compressed sensing and parallel imaging for highly accelerated first-pass cardiac perfusion MRI. Magn Reson Med 2010; 64: 767-776.
81. Hamilton LH, Fabregat JA, Moratal D, et al. "PINOT": time-resolved parallel magnetic resonance imaging with a reduced dynamic field of view. Magn Reson Med 2011; 65: 1062-1074.
82. Johnson KM, Velikina J, Wu Y, Kecskemeti S, Wieben O, Mistretta CA,. Improved waveform fidelity using local HYPR reconstruction (HYPR LR). Magn Reson Med 2008; 59: 456-462. (Pubitemid 351348214)
83. Blaimer M, Ponce IP, Breuer FA, Jakob PM, Griswold MA, Kellman P,. Temporal filtering effects in dynamic parallel MRI. Magn Reson Med 2011; 66: 192-198.
84. Webb AG, Liang ZP, Magin RL, Lauterbur PC,. Applications of reduced-encoding MR imaging with generalized-series reconstruction (RIGR). J Magn Reson Imaging 1993; 3: 925-928.
85. Liang ZP, Madore B, Glover GH, Pelc NJ,. Fast algorithms for GS-model-based image reconstruction in data-sharing Fourier imaging. IEEE Trans Med Imaging 2003; 22: 1026-1030.
86. Krissak R, Mistretta CA, Henzler T, et al. Noise reduction and image quality improvement of low dose and ultra low dose brain perfusion CT by HYPR-LR processing. PLoS One 2011; 6: e17098.
87. Christian BT, Vandehey NT, Floberg JM, Mistretta CA,. Dynamic PET denoising with HYPR processing. J Nucl Med 2010; 51: 1147-1154.
88. Hu X, Parrish T,. Reduction of field of view for dynamic imaging. Magn Reson Med 1994; 31: 691-694. (Pubitemid 24166826)
89. Tsao J,. On the UNFOLD method. Magn Reson Med 2002; 47: 202-207. (Pubitemid 34019711)
90. Wiesinger F, Boesiger P, Pruessmann KP,. Electrodynamics and ultimate SNR in parallel MR imaging. Magn Reson Med 2004; 52: 376-390. (Pubitemid 39025283)
91. Hansen MS, Baltes C, Tsao J, Kozerke S, Pruessmann KP, Eggers H,. k-t BLAST reconstruction from non-Cartesian k-t space sampling. Magn Reson Med 2006; 55: 85-91. (Pubitemid 43062931)
92. Scheffler K, Hennig J,. Frequency resolved single-shot MR imaging using stochastic k-space trajectories. Magn Reson Med 1996; 35: 569-576. (Pubitemid 26112248)
93. Donoho DL,. Compressed sensing. IEEE Trans Info Theory 2006; 52: 1289-1306.
94. Schirra CO, Weiss S, Krueger S, et al. Toward true 3D visualization of active catheters using compressed sensing. Magn Reson Med 2009; 62: 341-347.
95. Sorensen TS, Schaeffter T, Noe KO, Hansen MS,. Accelerating the nonequispaced fast Fourier transform on commodity graphics hardware. IEEE Trans Med Imaging 2008; 27: 538-547. (Pubitemid 351479146)
96. Hansen MS, Atkinson D, Sorensen TS,. Cartesian SENSE and k-t SENSE reconstruction using commodity graphics hardware. Magn Reson Med 2008; 59: 463-468. (Pubitemid 351348215)
97. Edelstein WA, Hutchison JM, Johnson G, Redpath T,. Spin warp NMR imaging and applications to human whole-body imaging. Phys Med Biol 1980; 25: 751-756.