Accelerated aortic flow assessment with compressed sensing with and without use of the sparsity of the complex difference image

Magnetic Resonance in Medicine

Volumn 70, Issue 3, 2013, Pages 851-858

  Kwak, Yongjun ^a,b   Nam, Seunghoon ^a,b   Akçakaya, Mehmet ^a   Basha, Tamer A ^a   Goddu, Beth ^a   Manning, Warren J ^a   Tarokh, Vahid ^b   Nezafat, Reza ^a  

^a HARVARD MEDICAL SCHOOL   (United States)

^b HARVARD UNIVERSITY   (United States)

Author keywords

accelerated imaging; blood flow assessment; cardiac MR; compressed sensing; phase contrast MR

Indexed keywords

BLOOD; COMPRESSED SENSING; DATA ACQUISITION; HEART; HEMODYNAMICS; IMAGE ENHANCEMENT;

BLOOD FLOW; CARDIAC MR; CARDIAC OUTPUT MEASUREMENTS; CARDIO-VASCULAR DISEASE; PHASE CONTRASTS; RECONSTRUCTION METHOD; RECONSTRUCTION TECHNIQUES; SPATIAL AND TEMPORAL RESOLUTIONS;

IMAGE RECONSTRUCTION;

ACCELERATION; ADULT; AGED; AORTA FLOW; ARTICLE; ASCENDING AORTA; BLOOD FLOW VELOCITY; CARDIOVASCULAR MAGNETIC RESONANCE; CLINICAL ASSESSMENT; CONTRAST ENHANCEMENT; DESCENDING AORTA; FEMALE; FLOW MEASUREMENT; HEART CYCLE; HEART OUTPUT; HEART OUTPUT MEASUREMENT; HUMAN; HUMAN EXPERIMENT; IMAGE RECONSTRUCTION; MAGNETIC RESONANCE ANGIOGRAPHY; MALE; NORMAL HUMAN; AORTA; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PROCEDURES; RETROSPECTIVE STUDY;

AORTA; CARDIAC OUTPUT; HUMANS; MAGNETIC RESONANCE ANGIOGRAPHY; MAGNETIC RESONANCE IMAGING; RETROSPECTIVE STUDIES;

EID: 84883219716     PISSN: 07403194     EISSN: 15222594     Source Type: Journal    
DOI: 10.1002/mrm.24514     Document Type: Article

References (28)

1. Nayler GL, Firmin DN, Longmore DB,. Blood flow imaging by cine magnetic resonance. J Comput Assist Tomogr 1986; 10: 715-722.
2. Pelc NJ, Herfkens RJ, Shimakawa A, Enzmann DR,. Phase contrast cine magnetic resonance imaging. Magn Reson Q 1991; 7: 229-254.
3. Rebergen SA, van der Wall EE, Doornbos J, de Roos A,. Magnetic resonance measurement of velocity and flow: technique, validation, and cardiovascular applications. Am Heart J 1993; 126: 1439-1456.
4. Markl M, Chan FP, Alley MT, et al. Time-resolved three-dimensional phase-contrast MRI. J Magn Reson Imaging 2003; 17: 499-506.
5. Ordidge RJ, Mansfield P, Doyle M,. Real time movie images by NMR. Br J Radiol 1982; 55: 729-733.
6. Nayak KS, Pauly JM, Kerr AB, Hu BS, Nishimura DG,. Real-time color flow MRI. Magn Reson Med 2000; 43: 251-258.
7. Park JB, Olcott EW, Nishimura DG,. Rapid measurement of time-averaged blood flow using ungated spiral phase-contrast. Magn Reson Med 2003; 49: 322-328.
8. Barger AV, Peters DC, Block WF, Vigen KK, Korosec FR, Grist TM, Mistretta CA,. Phase-contrast with interleaved undersampled projections. Magn Reson Med 2000; 43: 503-509.
9. Pruessmann KP, Weiger M, Scheidegger MB, Boesiger P,. SENSE: sensitivity encoding for fast MRI. Magn Reson Med 1999; 42: 952-962.
10. Griswold MA, Jakob PM, Heidemann RM, Nittka M, Jellus V, Wang J, Kiefer B, Haase A,. Generalized autocalibrating partially parallel acquisitions (GRAPPA). Magn Reson Med 2002; 47: 1202-1210.
11. Thunberg P, Karlsson M, Wigstrom L,. Accuracy and reproducibility in phase contrast imaging using SENSE. Magn Reson Med 2003; 50: 1061-1068.
12. 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.
13. Tao Y, Rilling G, Davies M, Marshall I,. Compressed sensing reconstruction with retrospectively gated sampling patterns for velocity measurement of carotid blood flow. In Proceedings of the 18th Annual Meeting of ISMRM, Stockholm, Sweden, 2010. p. 4866.
14. Hsiao A, Lustig M, Alley MT, Murphy M, Vasanawala SS,. Quantitative assessment of blood flow with 4D phase-contrast MRI and autocalibrating parallel imaging compressed sensing. In Proceedings of the 19th Annual Meeting of ISMRM, Montreal, Canada, 2011. p. 1190.
15. Kim D, Dyvorne HA, Otazo R, Feng L, Sodickson DK, Lee VS,. Accelerated phase-contrast cine MRI using k-t SPARSE-SENSE. Magn Reson Med 2012; 67: 1054-1064.
16. Stadlbauer A, van der Riet W, Crelier G, Salomonowitz E,. Accelerated time-resolved three-dimensional MR velocity mapping of blood flow patterns in the aorta using SENSE and k-t BLAST. Eur J Radiol 2010; 75: e15-e21.
17. Dumoulin CL, Souza SP, Walker MF, Wagle W,. Three-dimensional phase contrast angiography. Magn Reson Med 1989; 9: 139-149.
18. Wang Y, Yang J, Yin W, Zhang Y,. A new alternating minimization algorithm for total variation image reconstruction. SIAM J Imaging Sci 2008; 1: 248-272.
19. Basha TA, Akçakaya M, Moghari MH, Kissinger KV, Goddu B, Goephert L, Manning WJ, Nezafat R,. Minimization of imaging artifacts from profile ordering of randomly selected ky-kz lines for prospective compressed-sensing acqusition in 3D segmented SSFP and GRE imaging. In Proceedings of the 19th Annual Meeting of ISMRM, Montreal, Canada, 2011. p. 1264.
20. Akcakaya M, Basha TA, Chan RH, Rayatzadeh H, Kissinger KV, Goddu B, Goepfert LA, Manning WJ, Nezafat R,. Accelerated contrast-enhanced whole-heart coronary MRI using low-dimensional-structure self-learning and thresholding. Magn Reson Med 2012; 67: 1434-1443.
21. Rudin LI, Osher S, Fatemi E,. Nonlinear total variation based noise removal algorithms. Physica D 1992; 60: 259-268.
22. Lustig M, Donoho D, Pauly JM,. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med 2007; 58: 1182-1195.
23. Block KT, Uecker M, Frahm J,. Undersampled radial MRI with multiple coils. Iterative image reconstruction using a total variation constraint. Magn Reson Med 2007; 57: 1086-1098.
24. Junfeng Y, Yin Z, Wotao Y,. A fast alternating direction method for TVL1-L2 signal reconstruction from partial fourier data. IEEE J Sel Top Signal Process 2010; 4: 288-297.
25. Akcakaya M, Basha TA, Goddu B, Goepfert LA, Kissinger KV, Tarokh V, Manning WJ, Nezafat R,. Low-dimensional-structure self-learning and thresholding: regularization beyond compressed sensing for MRI reconstruction. Magn Reson Med 2011; 66: 756-767.
26. Akcakaya M, Rayatzadeh H, Basha TA, Hong SN, Chan RH, Kissinger KV, Hauser M, Josephson E, Manning WJ, Nezafat R,. Accelerated late gadolinium enhancement cardiac MRI with isotropic spatial resolution using compressed sensing: initial experience. Radiology 2012; 264: 691-699.
27. Nam S, Akcakaya M, Basha T, Stehning C, Manning WJ, Tarokh V, Nezafat R,. Compressed sensing reconstruction for whole-heart imaging with 3D radial trajectories: a graphics processing unit implementation. Magn Reson Med 2013; 69: 91-102.
28. King KF, Sun W,. Compressed sensing with vascular phase contrast acquisition. In Proceedings of the 17th Annual Meeting of ISMRM, Honolulu, Hawaii, USA, 2009. p. 2817.