Skip to main content
Top
Published in: Journal of Cardiovascular Magnetic Resonance 1/2017

Open Access 01-12-2016 | Research

Compressed sensing real-time cine cardiovascular magnetic resonance: accurate assessment of left ventricular function in a single-breath-hold

Authors: Tomoyuki Kido, Teruhito Kido, Masashi Nakamura, Kouki Watanabe, Michaela Schmidt, Christoph Forman, Teruhito Mochizuki

Published in: Journal of Cardiovascular Magnetic Resonance | Issue 1/2017

Login to get access

Abstract

Background

Cardiovascular cine magnetic resonance (CMR) accelerated by compressed sensing (CS) is used to assess left ventricular (LV) function. However, it is difficult for prospective CS cine CMR to capture the complete end-diastolic phase, which can lead to underestimation of the end-diastolic volume (EDV), stroke volume (SV), and ejection fraction (EF), compared to retrospective standard cine CMR. This prospective study aimed to evaluate the diagnostic quality and accuracy of single-breath-hold full cardiac cycle CS cine CMR, acquired over two heart beats, to quantify LV volume in comparison to multi-breath-hold standard cine CMR.

Methods

Eighty-one participants underwent standard segmented breath-hold cine and CS real-time cine CMR examinations to obtain a stack of eight contiguous short-axis images with same high spatial (1.7 × 1.7 mm2) and temporal resolution (41 ms). Two radiologists independently performed qualitative analysis of image quality (score, 1 [i.e., “nondiagnostic”] to 5 [i.e., “excellent”]) and quantitative analysis of the LV volume measurements.

Results

The total examination time was 113 ± 7 s for standard cine CMR and 24 ± 4 s for CS cine CMR (p < 0.0001). The CS cine image quality was slightly lower than standard cine (4.8 ± 0.5 for standard vs. 4.4 ± 0.5 for CS; p < 0.0001). However, all image quality scores for CS cine were above 4 (i.e., good). No significant differences existed between standard and CS cine MR for all quantitative LV measurements. The mean differences with 95 % confidence interval (CI), based on Bland–Altman analysis, were 1.3 mL (95 % CI, −14.6 – 17.2) for LV end-diastolic volume, 0.2 mL (95 % CI, −9.8 to10.3) for LV end-systolic volume, 1.1 mL (95 % CI, −10.5 to 12.7) for LV stroke volume, 1.0 g (95 % CI, −11.2 to 13.3) for LV mass, and 0.4 % (95 % CI, −4.8 – 5.6) for LV ejection fraction. The interobserver and intraobserver variability for CS cine MR ranged from −4.8 – 1.6 % and from −7.3 – 9.3 %, respectively, with slopes of the regressions ranging 0.88–1.0 and 0.86–1.03, respectively.

Conclusions

Single-breath-hold full cardiac cycle CS real-time cine CMR could evaluate LV volume with excellent accuracy. It may replace multi-breath-hold standard cine CMR.
Literature
1.
go back to reference Curtis JP, Sokol SI, Wang Y, Rathore SS, Ko DT, Jadbabale F, et al. The association of left ventricular ejection fraction, mortality, and cause of death in stable outpatients with heart failure. J Am Coll Cardiol. 2003;42:736–42.CrossRefPubMed Curtis JP, Sokol SI, Wang Y, Rathore SS, Ko DT, Jadbabale F, et al. The association of left ventricular ejection fraction, mortality, and cause of death in stable outpatients with heart failure. J Am Coll Cardiol. 2003;42:736–42.CrossRefPubMed
2.
go back to reference Knauth AL, Gauvreau K, Powell AJ, Landzberg MJ, Walsh EP, Lock JE, et al. Ventricular size and function assessed by cardiac MRI predict major adverse clinical outcomes late after tetralogy of Fallot repair. Heart. 2008;94:211–6.CrossRefPubMed Knauth AL, Gauvreau K, Powell AJ, Landzberg MJ, Walsh EP, Lock JE, et al. Ventricular size and function assessed by cardiac MRI predict major adverse clinical outcomes late after tetralogy of Fallot repair. Heart. 2008;94:211–6.CrossRefPubMed
3.
go back to reference Bamberg F, Parhofer KG, Lochner E, Marcus RP, Theisen D, Findeisen HM, et al. Diabetes mellitus: long-term prognostic value of whole-body MR imaging for the occurrence of cardiac and cerebrovascular events. Radiology. 2013;269:730–7.CrossRefPubMed Bamberg F, Parhofer KG, Lochner E, Marcus RP, Theisen D, Findeisen HM, et al. Diabetes mellitus: long-term prognostic value of whole-body MR imaging for the occurrence of cardiac and cerebrovascular events. Radiology. 2013;269:730–7.CrossRefPubMed
4.
go back to reference White HD, Norris RM, Brown MA, Brandt PW, Whitlock RM, Wild CJ. Left ventricular end-systolic volume as the major determinant of survival after recovery from myocardial infarction. Circulation. 1987;76:44–51.CrossRefPubMed White HD, Norris RM, Brown MA, Brandt PW, Whitlock RM, Wild CJ. Left ventricular end-systolic volume as the major determinant of survival after recovery from myocardial infarction. Circulation. 1987;76:44–51.CrossRefPubMed
5.
go back to reference Rathi VK, Biedermann RW. Imaging of ventricular function by cardiovascular magnetic resonance. Curr Cardiol Rep. 2004;6:55–61.CrossRefPubMed Rathi VK, Biedermann RW. Imaging of ventricular function by cardiovascular magnetic resonance. Curr Cardiol Rep. 2004;6:55–61.CrossRefPubMed
6.
go back to reference Alfakih K, Plein S, Thiele H, Jones T, Ridgway JP, Sivananthan MU. Normal human left and right ventricular dimensions for MRI as assessed by turbo gradient echo and steady-state free precession imaging sequences. J Magn Reson Imaging. 2003;17:323–9.CrossRefPubMed Alfakih K, Plein S, Thiele H, Jones T, Ridgway JP, Sivananthan MU. Normal human left and right ventricular dimensions for MRI as assessed by turbo gradient echo and steady-state free precession imaging sequences. J Magn Reson Imaging. 2003;17:323–9.CrossRefPubMed
7.
go back to reference Moon JC, Lorenz CH, Francis JM, Smith GC, Pennell DJ. Breath-hold FLASH and FISP cardiovascular MR imaging: left ventricular volume differences and reproducibility. Radiology. 2002;223:789–97.CrossRefPubMed Moon JC, Lorenz CH, Francis JM, Smith GC, Pennell DJ. Breath-hold FLASH and FISP cardiovascular MR imaging: left ventricular volume differences and reproducibility. Radiology. 2002;223:789–97.CrossRefPubMed
8.
go back to reference Grothues F, Smith GC, Moon JC, Bellenger NG, Collins P, Klein HU, et al. Comparison of interstudy reproducibility of cardiovascular magnetic resonance with two-dimensional echocardiography in normal subjects and in patients with heart failure or left ventricular hypertrophy. Am J Cardiol. 2002;90:29–34.CrossRefPubMed Grothues F, Smith GC, Moon JC, Bellenger NG, Collins P, Klein HU, et al. Comparison of interstudy reproducibility of cardiovascular magnetic resonance with two-dimensional echocardiography in normal subjects and in patients with heart failure or left ventricular hypertrophy. Am J Cardiol. 2002;90:29–34.CrossRefPubMed
10.
go back to reference Jahnke C, Nagel E, Gebker R, Bormstedt A, Schnackenburg B, Kozerke S, et al. Four-dimensional single-breath-hold magnetic resonance imaging using kt-BLAST enables reliable assessment of left- and right-ventricular volumes and mass. J Magn Reson Imaging. 2007;25:737–42.CrossRefPubMed Jahnke C, Nagel E, Gebker R, Bormstedt A, Schnackenburg B, Kozerke S, et al. Four-dimensional single-breath-hold magnetic resonance imaging using kt-BLAST enables reliable assessment of left- and right-ventricular volumes and mass. J Magn Reson Imaging. 2007;25:737–42.CrossRefPubMed
11.
go back to reference Eberle HC, Nassenstein K, Jensen C, Schlosser T, Sabin GV, Naber CK, et al. Rapid MR assessment of left ventricular systolic function after acute myocardial infarction using single-breath-hold cine imaging with the temporal parallel acquisition technique (TPAT) and 4D guide-point modelling analysis of left ventricular function. Eur Radiol. 2010;20:73–80.CrossRefPubMed Eberle HC, Nassenstein K, Jensen C, Schlosser T, Sabin GV, Naber CK, et al. Rapid MR assessment of left ventricular systolic function after acute myocardial infarction using single-breath-hold cine imaging with the temporal parallel acquisition technique (TPAT) and 4D guide-point modelling analysis of left ventricular function. Eur Radiol. 2010;20:73–80.CrossRefPubMed
12.
go back to reference Schwitter J, Oelhafen M, Wyss BM, Kozerke S, Amann-Vesti B, Lüscher TF, et al. 2D-spatially-selective real-time magnetic resonance imaging for the assessment of microvascular function and its relation to the cardiovascular risk profile. J Cardiovasc Magn Reson. 2006;8:759–69.CrossRefPubMed Schwitter J, Oelhafen M, Wyss BM, Kozerke S, Amann-Vesti B, Lüscher TF, et al. 2D-spatially-selective real-time magnetic resonance imaging for the assessment of microvascular function and its relation to the cardiovascular risk profile. J Cardiovasc Magn Reson. 2006;8:759–69.CrossRefPubMed
13.
go back to reference Candes EJ, Wakin MB. An introduction to compressive sampling. IEEE Signal Process Mag. 2008;25:21–30.CrossRef Candes EJ, Wakin MB. An introduction to compressive sampling. IEEE Signal Process Mag. 2008;25:21–30.CrossRef
14.
go back to reference Lustig M, Donoho D, Pauly JM. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med. 2007;58:1182–95.CrossRefPubMed Lustig M, Donoho D, Pauly JM. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med. 2007;58:1182–95.CrossRefPubMed
15.
go back to reference Gamper U, Boesiger P, Kozerke S. Compressed sensing in dynamic MRI. Magn Reson Med. 2008;59:365–73.CrossRefPubMed Gamper U, Boesiger P, Kozerke S. Compressed sensing in dynamic MRI. Magn Reson Med. 2008;59:365–73.CrossRefPubMed
16.
go back to reference 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;61:103–16.CrossRefPubMed 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;61:103–16.CrossRefPubMed
17.
go back to reference Wech T, Lemke A, Medway D, Stork LA, Lygate CA, Neubauer S, et al. Accelerating cine-MR imaging in mouse hearts using compressed sensing. J Magn Reson Imaging. 2011;34:1072–9.CrossRefPubMed Wech T, Lemke A, Medway D, Stork LA, Lygate CA, Neubauer S, et al. Accelerating cine-MR imaging in mouse hearts using compressed sensing. J Magn Reson Imaging. 2011;34:1072–9.CrossRefPubMed
18.
go back to reference Bassett EC, Kholmovski EG, Wilson BD, DiBella EV, Dosdall DJ, Ranjan R, et al. Evaluation of highly accelerated real-time cardiac cine MRI in tachycardia. NMR Biomed. 2014;27:175–82.CrossRefPubMed Bassett EC, Kholmovski EG, Wilson BD, DiBella EV, Dosdall DJ, Ranjan R, et al. Evaluation of highly accelerated real-time cardiac cine MRI in tachycardia. NMR Biomed. 2014;27:175–82.CrossRefPubMed
19.
go back to reference Vincenti G, Monney P, Chaptinel J, Rutz T, Coppo S, Zenge MO, et al. Compressed sensing single-breath-hold CMR for fast quantification of LV function, volumes, and mass. JACC Cardiovasc Imaging. 2014;7:882–92.CrossRefPubMed Vincenti G, Monney P, Chaptinel J, Rutz T, Coppo S, Zenge MO, et al. Compressed sensing single-breath-hold CMR for fast quantification of LV function, volumes, and mass. JACC Cardiovasc Imaging. 2014;7:882–92.CrossRefPubMed
20.
go back to reference Feng L, Srichai MB, Lim RP, Harrison A, King W, Adluru G, et al. Highly accelerated real-time cardiac cine MRI using k-t SPARSE-SENSE. Magn Reson Med. 2013;70:64–74.CrossRefPubMed Feng L, Srichai MB, Lim RP, Harrison A, King W, Adluru G, et al. Highly accelerated real-time cardiac cine MRI using k-t SPARSE-SENSE. Magn Reson Med. 2013;70:64–74.CrossRefPubMed
21.
go back to reference Liu J, Rapin J, Chang T, Lefebvre A, Zenge M, Mueller E, et al. Dynamic cardiac MRI reconstruction with weighted redundant Haar wavelets. ISMRM. 2012;20:178. Liu J, Rapin J, Chang T, Lefebvre A, Zenge M, Mueller E, et al. Dynamic cardiac MRI reconstruction with weighted redundant Haar wavelets. ISMRM. 2012;20:178.
22.
go back to reference Miller S, Simonetti OP, Carr J, Carr J, Kramer U, Finn JP. MR imaging of the heart with cine true fast imaging with steady-state precession: influence of spatial and temporal resolutions on left ventricular functional parameters. Radiology. 2002;223:263–9.CrossRefPubMed Miller S, Simonetti OP, Carr J, Carr J, Kramer U, Finn JP. MR imaging of the heart with cine true fast imaging with steady-state precession: influence of spatial and temporal resolutions on left ventricular functional parameters. Radiology. 2002;223:263–9.CrossRefPubMed
23.
go back to reference van Geuns RJ, Baks T, Gronenschild EH, Aben JP, Wielopolski PA, Cademartiri F, et al. Automatic quantitative left ventricular analysis of cine MR images by using three-dimensional information for contour detection. Radiology. 2006;240:215–21.CrossRefPubMed van Geuns RJ, Baks T, Gronenschild EH, Aben JP, Wielopolski PA, Cademartiri F, et al. Automatic quantitative left ventricular analysis of cine MR images by using three-dimensional information for contour detection. Radiology. 2006;240:215–21.CrossRefPubMed
24.
go back to reference Sievers B, Kirchberg S, Bakan A, Franken U, Trappe HJ. Impact of papillary muscles in ventricular volume and ejection fraction assessment by cardiovascular magnetic resonance. J Cardiovasc Magn Reson. 2004;6:9–16.CrossRefPubMed Sievers B, Kirchberg S, Bakan A, Franken U, Trappe HJ. Impact of papillary muscles in ventricular volume and ejection fraction assessment by cardiovascular magnetic resonance. J Cardiovasc Magn Reson. 2004;6:9–16.CrossRefPubMed
25.
go back to reference Wu Y, Tadamura E, Yamamuro M, Kanao S, Okayama S, Ozasa N, et al. Estimation of global and regional cardiac function using 64-slice computed tomography: a comparison study with echocardiography, gated-SPECT and cardiovascular magnetic resonance. Int J Cardiol. 2008;128:69–76.CrossRefPubMed Wu Y, Tadamura E, Yamamuro M, Kanao S, Okayama S, Ozasa N, et al. Estimation of global and regional cardiac function using 64-slice computed tomography: a comparison study with echocardiography, gated-SPECT and cardiovascular magnetic resonance. Int J Cardiol. 2008;128:69–76.CrossRefPubMed
26.
go back to reference Pattynama PM, Lamb HJ, Van der Velde EA, van der Wall EE, de Roos A. Left ventricular measurements with cine and spin echo MR imaging: a study of reproducibility with variance component analysis. Radiology. 1993;187:261–8.CrossRefPubMed Pattynama PM, Lamb HJ, Van der Velde EA, van der Wall EE, de Roos A. Left ventricular measurements with cine and spin echo MR imaging: a study of reproducibility with variance component analysis. Radiology. 1993;187:261–8.CrossRefPubMed
27.
go back to reference Cohn PF, Levine JA, Bergeron GA, Gorlin R. Reproducibility of the angiographic left ventricular ejection fraction in patients with coronary artery disease. Am Heart J. 1974;88:713–20.CrossRefPubMed Cohn PF, Levine JA, Bergeron GA, Gorlin R. Reproducibility of the angiographic left ventricular ejection fraction in patients with coronary artery disease. Am Heart J. 1974;88:713–20.CrossRefPubMed
28.
go back to reference Gordon EP, Schnittger I, Fitzgerald PJ, Williams P, Popp RL. Reproducibility of left ventricular volumes by two-dimensional echocardiography. J Am Coll Cardiol. 1983;2:506–13.CrossRefPubMed Gordon EP, Schnittger I, Fitzgerald PJ, Williams P, Popp RL. Reproducibility of left ventricular volumes by two-dimensional echocardiography. J Am Coll Cardiol. 1983;2:506–13.CrossRefPubMed
29.
go back to reference Dorosz JL, Lezotte DC, Weitzenkamp DA, Allen LA, Salcedo EE. Performance of 3-dimensional echocardiography in measuring left ventricular volumes and ejection fraction: a systematic review and meta-analysis. J Am Coll Cardiol. 2012;59:1799–808.CrossRefPubMedPubMedCentral Dorosz JL, Lezotte DC, Weitzenkamp DA, Allen LA, Salcedo EE. Performance of 3-dimensional echocardiography in measuring left ventricular volumes and ejection fraction: a systematic review and meta-analysis. J Am Coll Cardiol. 2012;59:1799–808.CrossRefPubMedPubMedCentral
30.
go back to reference Malm S, Frigstad S, Sagberg E, Larsson H, Skjaerpe T. Accurate and reproducible measurement of left ventricular volume and ejection fraction by contrast echocardiography: a comparison with magnetic resonance imaging. J Am Coll Cardiol. 2004;44:1030–5.CrossRefPubMed Malm S, Frigstad S, Sagberg E, Larsson H, Skjaerpe T. Accurate and reproducible measurement of left ventricular volume and ejection fraction by contrast echocardiography: a comparison with magnetic resonance imaging. J Am Coll Cardiol. 2004;44:1030–5.CrossRefPubMed
31.
go back to reference Setser RM, Fischer SE, Lorenz CH. Quantification of left ventricular function with magnetic resonance images acquired in real time. J Magn Reson Imaging. 2000;12:430–8.CrossRefPubMed Setser RM, Fischer SE, Lorenz CH. Quantification of left ventricular function with magnetic resonance images acquired in real time. J Magn Reson Imaging. 2000;12:430–8.CrossRefPubMed
32.
go back to reference Muthurangu V, Lurz P, Critchely JD, Deanfield JE, Taylor AM, Hansen MS. Real-time assessment of right and left ventricular volumes and function in patients with congenital heart disease by using high spatiotemporal resolution radial k-t SENSE1. Radiology. 2008;248:782–91.CrossRefPubMed Muthurangu V, Lurz P, Critchely JD, Deanfield JE, Taylor AM, Hansen MS. Real-time assessment of right and left ventricular volumes and function in patients with congenital heart disease by using high spatiotemporal resolution radial k-t SENSE1. Radiology. 2008;248:782–91.CrossRefPubMed
33.
go back to reference Danilouchkine M, Westenberg J, De Roos A, Reiber J, Lelieveldt P. Operator induced variability in cardiovascular MR: left ventricular measurements and their reproducibility. J Cardiovasc Magn Reson. 2005;7:447–57.CrossRefPubMed Danilouchkine M, Westenberg J, De Roos A, Reiber J, Lelieveldt P. Operator induced variability in cardiovascular MR: left ventricular measurements and their reproducibility. J Cardiovasc Magn Reson. 2005;7:447–57.CrossRefPubMed
34.
go back to reference Klinke V, Muzzarelli S, Lauriers N, Locca D, Vincenti G, Monney P, et al. Quality assessment of cardiovascular magnetic resonance in the setting of the European CMR Registry: description and validation of standardized criteria. J Cardiovasc Magn Reson. 2013;15:55.CrossRefPubMedPubMedCentral Klinke V, Muzzarelli S, Lauriers N, Locca D, Vincenti G, Monney P, et al. Quality assessment of cardiovascular magnetic resonance in the setting of the European CMR Registry: description and validation of standardized criteria. J Cardiovasc Magn Reson. 2013;15:55.CrossRefPubMedPubMedCentral
35.
go back to reference Marks B, Mitchell DG, Simelaro JP. Breath-holding in healthy and pulmonary-compromised populations: effects of hyperventilation and oxygen inspiration. J Magn Reson Imaging. 1997;7:595–7.CrossRefPubMed Marks B, Mitchell DG, Simelaro JP. Breath-holding in healthy and pulmonary-compromised populations: effects of hyperventilation and oxygen inspiration. J Magn Reson Imaging. 1997;7:595–7.CrossRefPubMed
36.
go back to reference Voit D, Zhang S, Unterberg-Buchwald C, Sohns JM, Lotz J, Frahm J. Real-time cardiovascular magnetic resonance at 1.5 T using balanced SSFP and 40 ms resolution. Cardiovasc Magn Reson. 2013;15:79.CrossRef Voit D, Zhang S, Unterberg-Buchwald C, Sohns JM, Lotz J, Frahm J. Real-time cardiovascular magnetic resonance at 1.5 T using balanced SSFP and 40 ms resolution. Cardiovasc Magn Reson. 2013;15:79.CrossRef
37.
go back to reference Aandal G, Nadig V, Yeh V, Rajiah P, Jenkins T, Sattar A, et al. Evaluation of left ventricular ejection fraction using through-time radial GRAPPA. J Cardiovasc Magn Reson. 2014;16:79.CrossRefPubMedPubMedCentral Aandal G, Nadig V, Yeh V, Rajiah P, Jenkins T, Sattar A, et al. Evaluation of left ventricular ejection fraction using through-time radial GRAPPA. J Cardiovasc Magn Reson. 2014;16:79.CrossRefPubMedPubMedCentral
38.
go back to reference Xue H, Kellman P, Larocca G, Arai AE, Hansen MS. High spatial and temporal resolution retrospective cine cardiovascular magnetic resonance from shortened free breathing real-time acquisitions. J Cardiovasc Magn Reson. 2013;15:102.CrossRefPubMedPubMedCentral Xue H, Kellman P, Larocca G, Arai AE, Hansen MS. High spatial and temporal resolution retrospective cine cardiovascular magnetic resonance from shortened free breathing real-time acquisitions. J Cardiovasc Magn Reson. 2013;15:102.CrossRefPubMedPubMedCentral
39.
go back to reference Sayin O, Saybasili H, Zviman MM, Griswold M, Halperin H, Seiberlich N, et al. Real-time free-breathing cardiac imaging with self-calibrated through-time radial GRAPPA. Magn Reson Med 2016; doi:10.1002/mrm.26112. Sayin O, Saybasili H, Zviman MM, Griswold M, Halperin H, Seiberlich N, et al. Real-time free-breathing cardiac imaging with self-calibrated through-time radial GRAPPA. Magn Reson Med 2016; doi:10.​1002/​mrm.​26112.
40.
go back to reference Goebel J, Nensa F, Bomas B, Schemuth HP, Maderwald S, Gratz M, et al. Real-time SPARSE-SENSE cardiac cine MR imaging: optimization of image reconstruction and sequence validation. Eur Radiol. 2016. doi:10.1007/s00330-016-4301-y. Epub ahead of print. Goebel J, Nensa F, Bomas B, Schemuth HP, Maderwald S, Gratz M, et al. Real-time SPARSE-SENSE cardiac cine MR imaging: optimization of image reconstruction and sequence validation. Eur Radiol. 2016. doi:10.​1007/​s00330-016-4301-y. Epub ahead of print.
41.
go back to reference Saybasili H, Herzka DA, Seiberlich N, Griswold MA. Real-time imaging with radial GRAPPA: implementation on a heterogeneous architecture for low-latency reconstructions. Magn Reson Imaging. 2014;32:747–58.CrossRefPubMedPubMedCentral Saybasili H, Herzka DA, Seiberlich N, Griswold MA. Real-time imaging with radial GRAPPA: implementation on a heterogeneous architecture for low-latency reconstructions. Magn Reson Imaging. 2014;32:747–58.CrossRefPubMedPubMedCentral
Metadata
Title
Compressed sensing real-time cine cardiovascular magnetic resonance: accurate assessment of left ventricular function in a single-breath-hold
Authors
Tomoyuki Kido
Teruhito Kido
Masashi Nakamura
Kouki Watanabe
Michaela Schmidt
Christoph Forman
Teruhito Mochizuki
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Journal of Cardiovascular Magnetic Resonance / Issue 1/2017
Electronic ISSN: 1532-429X
DOI
https://doi.org/10.1186/s12968-016-0271-0

Other articles of this Issue 1/2017

Journal of Cardiovascular Magnetic Resonance 1/2017 Go to the issue