Accelerated T2*-compensated fat fraction quantification using a joint parallel imaging and compressed sensing framework

Journal of Magnetic Resonance Imaging

Volumn 38, Issue 5, 2013, Pages 1267-1275

  Sharma, Samir D ^a,b   Hu, Houchun H ^c   Nayak, Krishna S ^b  

^a University of Wisconsin Health   (United States)

^b University of Southern California   (United States)

^c CHILDREN S HOSPITAL LOS ANGELES   (United States)

Author keywords

accelerated imaging; chemical shift encoding; water fat imaging

Indexed keywords

FAT; WATER;

ADULT; ARTICLE; COMPRESSED SENSING FRAMEWORK; FEASIBILITY STUDY; HUMAN; IMAGE QUALITY; IMAGING; JOINT PARALLEL IMAGING; LIPID ANALYSIS; LIVER EXAMINATION; PHANTOM; PRIORITY JOURNAL; ACCELERATED IMAGING; ADIPOSE TISSUE; ALGORITHM; AUTOMATED PATTERN RECOGNITION; CHEMICAL SHIFT ENCODING; COMPUTER ASSISTED DIAGNOSIS; HISTOLOGY; IMAGE ENHANCEMENT; INFORMATION PROCESSING; LIVER; METHODOLOGY; NUCLEAR MAGNETIC RESONANCE IMAGING; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; WATER-FAT IMAGING;

ACCELERATED IMAGING; CHEMICAL SHIFT ENCODING; WATER-FAT IMAGING;

ADIPOSE TISSUE; ALGORITHMS; DATA COMPRESSION; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; LIVER; MAGNETIC RESONANCE IMAGING; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84886824022     PISSN: 10531807     EISSN: 15222586     Source Type: Journal    
DOI: 10.1002/jmri.24034     Document Type: Article

References (27)

1. Hu HH, Bornert P, Hernando D, et al. ISMRM workshop on fat-water separation: insights, applications and progress in MRI. Magn Res Med 2012; 68: 378-388.
2. Reeder SB, Hu HH, Sirlin CB,. Proton density fat fraction: a standardized MR-based biomarker of tissue fat concentration. J Magn Reson Imaging 2011; 36: 1011-1014.
3. Janiec DJ, Jacobson ER, Freeth ER, Spaulding L, Blaszyk H,. Histologic variation of grade and stage of non-alcoholic fatty liver disease in liver biopsies. Obes Surg 2005; 15: 497-501.
4. Ratziu V, Charlotte F, Heurtier A, et al. Sampling variability of liver biopsy in nonalcoholic fatty liver disease. Gastroenterology 2005; 128: 1898-1906.
5. Reeder SB, Sirlin CB,. Quantification of liver fat with magnetic resonance imaging. Magn Res Imaging Clin N Am 2010; 18: 337-357.
6. Hu HH, Kim HW, Nayak KS, Goran MI,. Comparison of fat-water MRI and single-voxel MRS in the assessment of hepatic and pancreatic fat fractions in humans. Obesity 2010; 18: 841-847.
7. Hines CDG, Frydrychowicz A, Hamilton G, et al. T1 independent, T2* corrected chemical shift based fat-water separation with multi-peak fat spectral modeling is an accurate and precise measure of hepatic steatosis. J Magn Res Imaging 2011; 33: 873-881.
8. Meisamy S, Hines CDG, Hamilton G, et al. Quantification of hepatic steatosis with T1-independent, T2*-corrected MR imaging with spectral modeling of fat: blinded comparison with MR spectroscopy. Radiology 2011; 258: 767-775.
9. Yu H, Shimakawa A, McKenzie CA, Brodsky E, Brittain JH, Reeder SB,. Multiecho water-fat separation and simultaneous R2* estimation with multifrequency fat spectrum modeling. Magn Reson Med 2008; 60: 1122-1134.
10. Liang ZP, Constable T, Haacke EM, Boada F, Smith M, Lauterbur PC,. Constrained reconstruction methods in MR imaging. Rev Magn Reson Med 1992; 4: 67-85.
11. Lustig M, Donoho D, Pauly JM,. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med 2007; 58: 1182-1195.
12. Doneva M, Bornert P, Eggers H, Mertins A, Pauly J, Lustig M,. Compressed sensing for chemical shift-based water-fat separation. Magn Reson Med 2010; 64: 1749-1759.
13. Sharma SD, Hu HH, Nayak KS,. Accelerated water-fat imaging using restricted subspace field map estimation and compressed sensing. Magn Reson Med 2012; 67: 650-659.
14. Sharma SD, Hu HH, Nayak KS,. Chemical shift encoded water-fat separation using parallel imaging and compressed sensing. Magn Reson Med 2012 [Epub ahead of print].
15. Wiens CN, McCurdy C, McKenzie CA,. A combined approach to compressed sensing and parallel imaging for fat-water separation with R2* estimation. In: Proc ISMRM 2012; 20: 7.
16. George D, Goldwurm S, Macdonald GA, et al. Increased hepatic iron concentration in nonalcoholic steatohepatitis is associated with increased fibrosis. Gastroenterology 1998; 114: 311-318.
17. Yu H, McKenzie CA, Shimakawa A, et al. Multiecho reconstruction for simultaneous water-fat decomposition and T2* estimation. J Magn Reson Imaging 2007; 26: 1153-1161.
18. Bydder M, Yokoo T, Hamilton G, et al. Relaxation effects in the quantification of fat using gradient echo imaging. Magn Reson Imaging 2008; 26: 347-359.
19. Berglund J, Kullberg J,. Three-dimensional water/fat separation and T2* estimation based on whole-image optimization-application in breathhold liver imaging at 1.5T. Magn Reson Med 2012; 67: 1684-1693.
20. Lustig M, Pauly JM,. SPIRiT: iterative self-consistent parallel imaging reconstruction from arbitrary k-space. Magn Reson Med 2010; 64: 457-471.
21. Walsh DO, Gmitro AF, Marcellin MW,. Adaptive reconstruction of phased array MR imagery. Magn Reson Med 2000; 43: 682-690.
22. Liu CY, McKenzie CA, Yu H, Brittain JH, Reeder SB,. Fat quantification with IDEAL gradient echo imaging: correction of bias from T1 and noise. Magn Reson Med 2007; 58: 354-364.
23. Reeder SB, Pineda AR, Wen Z, et al. Iterative decomposition of water and fat with echo asymmetry and least-squares estimation (IDEAL): application with fast spin-echo imaging. Magn Reson Med 2005; 54: 636-644.
24. Brau AC, Beatty PJ, Skare S, Bammer R,. Comparison of reconstruction accuracy and efficiency among autocalibrating data-driven parallel imaging methods. Magn Reson Med 2008; 59: 382-395.
25. Hernando D, Liang ZP, Kellman P,. Chemical shift-based water/fat separation: a comparison of signal models. Magn Reson Med 2010; 64: 811-822.
26. Reeder SB, Bice EK, Yu H, Hernando D, Pineda AR,. On the performance of T2* correction methods for quantification of hepatic fat content. Magn Reson Med 2012; 67: 389-404.
27. Khare K, Hardy CJ, King KF, Turski PA, Marinelli L,. Accelerated MR imaging using compressive sensing with no free parameters. Magn Reson Med 2012; 68: 1450-1457.