Speeding up the clinical routine: Compressed sensing for 2D imaging of lumbar spine disc herniation

被引:9
作者
Bratke, Grischa [1 ]
Rau, Robert [2 ]
Kabbasch, Christoph [1 ]
Zaeske, Charlotte [1 ]
Maintz, David [1 ]
Haneder, Stefan [1 ]
Hokamp, Nils Grosse [1 ]
Persigehl, Thorsten [1 ]
Siedek, Florian [1 ]
Weiss, Kilian [3 ]
机构
[1] Univ Cologne, Dept Radiol, Cologne, Germany
[2] Kantonsspital Graubunden, Dept Radiol, Chur, Switzerland
[3] Philips Healthcare Germany, Hamburg, Germany
关键词
Acceleration; Magnetic resonance imaging; Lumbar vertebrae; Image processing; Prospective studies; ECHO SEQUENCE; MRI; ACQUISITION;
D O I
10.1016/j.ejrad.2021.109738
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: Increasing economic pressure and patient demands for comfort require an ever-increasing acceleration of scan times without compromising diagnostic certainty. This study tested the new acceleration technique Compressed SENSE (CS-SENSE) as well as different reconstruction methods for the lumbar spine. Methods: In this prospective study, 10 volunteers and 14 patients with lumbar disc herniation were scanned using a sagittal 2D T2 turbo spin echo (TSE) sequence applying different acceleration factors of SENSE and CS-SENSE. Gradient echo (GRE), autocalibration (CS-Auto) and TSE prescans were tested for reconstruction. Images were analysed by two readers regarding anatomical delineation, diagnostic certainty (for patients only) and image quality as well as objectively calculating the root mean square error (RMSE), structural similarity index (SSIM), SNR and CNR. The Friedman test and Chi-squared were used for ordinal, ANOVA for repeated measurements and Tukey Kramer test for continuous data. Cohen's kappawas calculated for interreader reliability. Results: CS-SENSE outperformed SENSE and CS-Auto regarding RMSE (e.g. CS-SENSE 1.5: 43.03 +/- 11.64 versus SENSE 1.5: 80.41 +/- 17.66; p = 0.0038) and SSIM as well as in the subjective rating for CS-SENSE 3 TSE. In the patient setting image quality was unchanged in all subjective criteria up to CS-SENSE 3 TSE (all p > 0.05) compared to standard T2 with 43 % less scan time while the GRE prescan only allowed a reduction of 32 %. Conclusion: Combining a TSE prescan with CS-SENSE enables significant scan time reductions with unchanged ratings for lumbar spine disc herniation making this superior to the currently used SENSE acceleration or GRE reconstructions.
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页数:10
相关论文
共 36 条
[1]   Comparing an accelerated 3D fast spin-echo sequence (CS-SPACE) for knee 3-T magnetic resonance imaging with traditional 3D fast spin-echo (SPACE) and routine 2D sequences [J].
Altahawi, Faysal F. ;
Blount, Kevin J. ;
Morley, Nicholas P. ;
Raithel, Esther ;
Omar, Imran M. .
SKELETAL RADIOLOGY, 2017, 46 (01) :7-15
[2]   Cost description of clinical examination and MRI in wrist ligament injuries [J].
Andersson, Jonny K. ;
Hansson-Olofsson, Elisabeth ;
Karlsson, Jon ;
Friden, Jan .
JOURNAL OF PLASTIC SURGERY AND HAND SURGERY, 2018, 52 (01) :30-36
[3]  
Bo Liu, 2008, 5th International Conference on Information Technology and Applications in Biomedicine (ITAB 2008) in conjunction with 2nd International Symposium & Summer School on Biomedical and Health Engineering (IS3BHE 2008), P127, DOI 10.1109/ITAB.2008.4570588
[4]   Accelerated MRI of the Lumbar Spine Using Compressed Sensing: Quality and Efficiency [J].
Bratke, Grischa ;
Rau, Robert ;
Weiss, Kilian ;
Kabbasch, Christoph ;
Sircar, Krishnan ;
Morelli, John N. ;
Persigehl, Thorsten ;
Maintz, David ;
Giese, Daniel ;
Haneder, Stefan .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2019, 49 (07) :E164-E175
[5]   CT and MRI of the liver: when, what, why? [J].
Budjan, J. ;
Schoenberg, S. O. ;
Attenberger, U. I. .
RADIOLOGE, 2017, 57 (05) :366-372
[6]   Correlation between subjective and objective assessment of magnetic resonance (MR) images [J].
Chow, Li Sze ;
Rajagopal, Heshalini ;
Paramesran, Raveendran .
MAGNETIC RESONANCE IMAGING, 2016, 34 (06) :820-831
[7]   Efficient Compressed Sensing SENSE pMRI Reconstruction With Joint Sparsity Promotion [J].
Chun, Il Yong ;
Adcock, Ben ;
Talavage, Thomas M. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (01) :354-368
[8]   Compressed sensing MRI of different organs: ready for clinical daily practice? [J].
Delattre, Benedicte Marie Anne ;
Boudabbous, Sana ;
Hansen, Catrina ;
Neroladaki, Angeliki ;
Hachulla, Anne-Lise ;
Vargas, Maria Isabel .
EUROPEAN RADIOLOGY, 2020, 30 (01) :308-319
[9]   Compressed sensing for body MRI [J].
Feng, Li ;
Benkert, Thomas ;
Block, Kai Tobias ;
Sodickson, Daniel K. ;
Otazo, Ricardo ;
Chandarana, Hersh .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2017, 45 (04) :966-987
[10]   MRI with state-of-the-art metal artifact reduction after total hip arthroplasty: periprosthetic findings in asymptomatic and symptomatic patients [J].
Filli, Lukas ;
Jungmann, Pia M. ;
Zingg, Patrick O. ;
Ruediger, Hannes A. ;
Galley, Julien ;
Sutter, Reto ;
Pfirrmann, Christian W. A. .
EUROPEAN RADIOLOGY, 2020, 30 (04) :2241-2252