Literature DB >> 28155713

T2-prepared segmented 3D-gradient-echo for fast T2-weighted high-resolution three-dimensional imaging of the carotid artery wall at 3T: a feasibility study.

Jian Zhu1,2, Axel Bornstedt2, Nico Merkle2, Naifeng Liu1, Wolfgang Rottbauer2, Genshan Ma3, Volker Rasche4.   

Abstract

BACKGROUND: The multi-contrast assessment of the carotid artery wall has become an important diagnostic tool for the characterization of atherosclerotic plaque and vessel wall thickening. For providing the required T1-, T2-, and proton density weighted contrast, multi-slice turbo spin echo (TSE) techniques are normally applied. The straightforward extension of the TSE techniques to volumetric imaging of large sections of the carotid arteries is limited by the resulting long acquisition times. Where the acquisition of a T1-weighted contrast can be accelerated by applying a T1-weighted fast gradient echo technique, acceleration of the T2-weighted contrast is not as straightforward.
METHODS: In this work, the combination of a T2 preparation and a conventional fast gradient echo technique (T2P-3DGE) was evaluated for rapid acquisition of a T2-weighted image contrast. Acquisition parameters were optimized in an initial in vitro study in direct comparison to the conventional T2-weighted TSE (T2W-3DTSE) technique. Subsequently, the T2P-3DGE technique was evaluated in vivo.
RESULTS: In direct comparison, the T2P-3DGE sequence provided similar T2 contrast as the respective T2W-3DTSE sequence. After correction of an observed intensity offset, most likely caused by the additional T1-weighting of the T2P-3DGE sequence, no significant difference between the two T2-weighted sequences were observed in phantom data. The good correlation of the image contrast between the two sequences was confirmed in the initial in-vivo study, proving a potential reduction of the scan time for T2P-3DGE to 25% of the respective T2W-3DTSE technique.
CONCLUSION: The in vitro as well as the in vivo results clearly indicate the potential of the T2P-3DGE technique for providing similar T2 image contrast as in the conventional techniques. Thereby, the acquisition times could be substantially reduced to about 25% of the respective 3D-TSE technique.

Entities:  

Keywords:  Carotid artery; Gradient echo; T2-preparation; Vessel wall imaging

Mesh:

Substances:

Year:  2016        PMID: 28155713      PMCID: PMC5259811          DOI: 10.1186/s12938-016-0276-9

Source DB:  PubMed          Journal:  Biomed Eng Online        ISSN: 1475-925X            Impact factor:   2.819


Background

Stroke is one of the leading causes of morbidity and mortality worldwide. Atherosclerotic carotid artery narrowing is currently a relevant clinical risk factor for developing stroke [1]. However, the degree of luminal stenosis alone is a relatively poor predictor of subsequent neurological events [2-5]. During recent years, the concept of vulnerable atherosclerotic lesions has evolved as potentially improved predictor for neurological events [4, 5]. Due to its versatile contrast properties and potentially high spatial resolution, magnetic resonance imaging (MRI) has great potential to provide high-fidelity images of the vessel wall, thus enabling visualization and quantification of the plaque morphology, identification of tissue types, and the detection of other pathological features associated with vulnerability [6-8]. Most commonly, plaque imaging has been achieved by combining a double-inversion recovery black-blood preparation [9] with two-dimensional multi-slice (MS2D) data acquisition by means of turbo spin echo (TSE) techniques [6, 7, 10–12]. Proper adjustment of the TSE sequence parameters allows multi-contrast MRI including T1 (T1W), T2 (T2W) and proton density (PDW) weighted image contrast. Since high-spatial resolution is required and the T2 relaxation constants of the different plaque components are rather short ranging from 10.4 to 112.4 ms [13], the maximal length of the readout duration (and hence the maximal possible TSE acceleration factor k) has to be limited to avoid image blurring caused by severe T2 apodization. Without compromising spatial resolution, this technique allows for the acquisition of a single slice in the minute time range using reasonably long echo trains. For volume coverage, most studies so far have combined TSE imaging with multi-slice 2D acquisitions to measure the required volume-of-interest (VOI). A major limitation of these approaches results from their non-isotropic spatial resolution and the rather long acquisition times. The straight extension of the TSE techniques to three-dimensional (3D) coverage of large sections of the arteries of interest [14] has been limited by the resulting even longer acquisition times. For shortening of the acquisition time, previous investigators have applied combined gradient and spin echo [15] (GRASE), reduced field of view [16, 17], fast gradient echo [18], and 3D-TSE with variable flip angle [19] (VFA-SPACE) techniques. Where the gradient echo based approaches do not provide sufficient T2 contrast but short acquisition times, the VFA-SPACE technique proved almost similar T2 contrast as the conventional T2W-TSE techniques but may show some longitudinal magnetization recovery over the rather long echo train and still requires rather long acquisition times. It has been shown earlier that by the application of a T2 preparation sequence [20], T2 image contrast can also be obtained in combination with fast gradient echo techniques [21]. It is the objective of this study to investigate the potential of T2-prepared three-dimensional spoiled gradient echo (T2P-3DGE) techniques for providing T2 contrast in reasonable acquisition time.

Theory

The application of a T2-preparation module (T2P) is well known from MRI coronary angiography for improving the contrast between blood and e.g. the myocardium [20, 22]. Assuming complete longitudinal relaxation between subsequent T2 preparation pulses, the resulting signal intensities can be approximated by the signal intensity resulting from a conventional spoiled gradient echo technique multiplied by the additional T2 weighting of the magnetization introduced by the T2 preparation, yielding:with T being the T2P preparation time, and α the excitation flip angle. By choosing a sufficiently short T , T * effects can be almost neglected and the resulting signal is governed by the T decay of the tissue superimposed by some additional T relaxation. A schematic diagram of the T2P-3DGE sequence is provided in Fig. 1. In principle, the sequence comprises a conventional three-dimensional spoiled steady-state gradient echo sequence. Prior to the acquisition of each segment (3D-GE), a T2 preparation module (T2 prep) is played out to ensure T2-weighted magnetization preparation. To enable recovery of the magnetization, after the acquisition of each segment a waiting period (wait) is interwoven. For ensuring black-blood contrast, motion-sensitizing gradients [23] were applied before and after the refocusing pulse of the T2-prep module (not shown).
Fig. 1

Schematically representation of the T2P-3DGE sequence. For simplification, only the RF pulses are provided. The readout phase including phase-encoding and readout gradients is shown as a single block RO. T T2 preparation time; T gradient echo readout block; ∆T interval between subsequent T2 preparations

Schematically representation of the T2P-3DGE sequence. For simplification, only the RF pulses are provided. The readout phase including phase-encoding and readout gradients is shown as a single block RO. T T2 preparation time; T gradient echo readout block; ∆T interval between subsequent T2 preparations

Methods and materials

All imaging was performed on a 3T whole-body system (Achieva, Philips Healthcare, Best, The Netherlands) equipped with a high-performance gradient system capable of a maximum gradient amplitude of 40 mT m−1 and maximum slew rate of 200 T m−1 s−1.

In vitro evaluation

For optimization of the T2-prepared fast gradient echo sequence (T2P-3DGE), an agarose gel phantom containing several insets with different concentrations of iron oxide particles was used. Depending on the iron concentration, the resulting T2 values ranged from roughly 18.9 to 96.3 ms as mapped by a conventional multi-spin echo technique with subsequent fitting of a mono-exponential T2 decay curve to the multi-echo data. The optimization of the acquisition parameters included shot interval ∆T (the interval between subsequent application of the T2 preparation), the preparation time TP, the acquisition duration TGE (number of gradient echoes per shot times TR) and the excitation flip angle α. All data were acquired with an 8-element head coil. Coil sensitivity patterns and receiver gain settings were corrected before image analysis. The resulting image intensities of a certain T2P-3DGE parameter set were quantitatively compared to the T2W-3DTSE reference scan (Table 1: T2W-3DTSE). The optimization target was reaching similar image contrast by the T2P-3DGE sequence as provided by the T2W-3DTSE technique.
Table 1

Acquisition parameters (TR: repetition time; TE: echo time; ΔTE: echo spacing; α: flip angle; FOV: field-of-view; DIR: double inversion recovery; MS: motion sensitized; SPIR: spectral presaturation with inversion recovery)

Turbo spin echo (TSE)Gradient echo (GE)
T1W-3DTSEPDW-3DTSET2W-3DTSE3DGET2P-3DGE
TR (ms)952190522506.46.4
TE (ms)1110523.33.3
ΔTE (ms)1210.410.4NANA
α [deg]9090902020
FOV (mm) RL/AP/FH150 × 200 × 20150 × 200 × 20150 × 200 × 25150 × 200 × 25150 × 200 × 25
Slice thickness/gap (mm)2.0/−1.02.0/−1.02.0/−1.02.0/−1.02.0/−1.0
Resolution (mm) RL/AP/FH0.45 × 0.45 × 20.45 × 0.45 × 20.45 × 0.45 × 20.45 × 0.45 × 20.45 × 0.45 × 2
k-Space filling patternCentricCentricLinearLinearLinear
Black-bloodDIRDIRDIRMSMS
Fat saturationSPIRSPIRSPIRSPIRSPIR
NSA11133
Turbo factor111292020
SENSE factor12211
Halfscan factor0.6750.6750.67511
Scan time6 min 14 s7 min 16 s7 min 41 s6 min 36 s6 min 36 s
Acquisition parameters (TR: repetition time; TE: echo time; ΔTE: echo spacing; α: flip angle; FOV: field-of-view; DIR: double inversion recovery; MS: motion sensitized; SPIR: spectral presaturation with inversion recovery)

In vivo evaluation

After optimization of the T2P-3DGE acquisition parameters, the proposed technique was evaluated in 10 patients [male/female 9/1, mean age 66 ± 6 years (59–73)], scheduled for a conventional MRI investigation of the carotid artery wall. The MR protocol was approved by the Ethic Committee of University Hospital of Ulm with signed written informed consent obtained from all patients before data acquisition.

In vivo imaging protocol

The comprehensive MRI investigation included a fast survey, followed by a coil sensitivity map for homogenization of the images and for parallel imaging reconstruction. An additional inflow angiogram was acquired for accurate planning. Vessel wall images were obtained by three-dimensional TSE (3DTSE) techniques with proton density (PDW-3DTSE), T1 (T1W-3DTSE), and T2 (T2W-3DTSE) image contrast and a fast three-dimensional gradient echo technique with (T2P-3DGE) and without (3DGE) T2 preparation. Black-blood image contrast was obtained by double inversion recovery (3D-TSE) or a driven-equilibrium motion-sensitized preparation (3DGE, [23]). For T2P-3DGE, the motion sensitizing gradients were combined with the T2 preparation module. The order of the sequences was randomized for each patient. A detailed description of the imaging parameters is provided in Table 1. All images were acquired in axial orientation centered at the bulbus of the carotid bifurcation. For suppression of swallowing motion artifacts, a pencil beam navigator [23] positioned at the epiglottis was applied before the respective sequence block in all measurements. All data were acquired utilizing a dedicated two segment four-element carotid coil (Philips Research Europe, Germany). Either segment comprises two independent coil elements with spatial extent of 65 × 50 mm2 each.

Data analysis

All patient data was transferred to a medical workstation (ViewForum, Philips Healthcare, Best, The Netherlands). For SNR measurements, a region-of-interest (ROI) was manually placed in the vessel wall and the vessel lumen, and the SNR was calculated as the fraction of the mean signal intensity and the standard deviation of the respective ROI. The CNR was calculated as , with S being the signal intensity and σ being the respective standard deviation. The outer and inner vessel areas were calculated according to manually drawn contours, and the vessel wall area calculated as the respective difference. All analyses were performed in a slice located in the ACC, identified manually 10 mm caudal to the bulbus. A nonparametric two-tailed Mann–Whitney U test was performed for assessment of the significance of the results. P values below 0.05 were considered significant. All statistical analyses were performed with the real statistics package for Excel (http://www.real-statistics.com).

Results

In vitro

The in vitro study revealed that choosing the T2P-3DGE sequence parameters as: ∆T = 1000 ms, TGE = 128.4 ms, TP = 50 ms, and α = 20° provided very similar T2 weighting of the resulting image as the conventional T2W-3DTSE sequence (Fig. 2). Quantitative comparison (Fig. 3) revealed an excellent correlation (R2 = 0.92) of the T2W-3DTSE and T2P-3DGE image intensities. However, an offset, most likely caused by the additional T1 weighting of the T2P-3DGE sequence, can be appreciated. Furthermore, a slight increase of the intensity differences can be observed for the T2P-3DGE approach [IT2W-TSE = 0.95 (IT2P-3DGE – IT2P-Offset)]. After correction for the offset no significant (p = 0.72) differences between the two approaches were observed.
Fig. 2

Appearance of the agarose phantom acquired with the conventional T2W-3DTSE (a) and the proposed T2PW-GE (b) technique

Fig. 3

Resulting signal intensities for different T2 species in the phantom

Appearance of the agarose phantom acquired with the conventional T2W-3DTSE (a) and the proposed T2PW-GE (b) technique Resulting signal intensities for different T2 species in the phantom

In vivo

The imaging protocol could be completed in all patients. One patient had to be excluded due to severe motion artifacts in all images. Acquisition time per slice for the T2W-3DTSE technique resulted to 23 s. Respective acquisition time for the T2P-3DGE approach resulted to 5.4 s. To match signal to noise in both techniques, three signal averages were used in most patients for the T2P-3DGE approach yielding a realistic acquisition time per slice of 16.2 s. Navigator efficiency resulted higher than 95% in all cases and respective prolongation of the acquisition time could be neglected. Qualitative comparison of the 3DGE technique (Fig. 4c) with the T2P-3DGE technique (Fig. 4b) clearly revealed the increased T2 weighted contrast in the T2P-3DGE data. In direct comparison with the respective T2W-3DTSE image (Fig. 4a), a very similar contrast can be appreciated in the T2P-3DGE image. Obvious differences appeared in areas of short T1 components (e.g. the myelon), where the additional T1 weighting substantially contributed to the final image intensity. Close-ups of the lesion (Fig. 4d–f) support the T2W contrast of the T2P-3DGE technique. Figure 5 shows five consecutive slices of a substantially enlarged vessel wall acquired with the T2W-3DTSE (Fig. 5a–e) in direct comparison with the T2P-3DGE (Fig. 5f–k) technique. A very similar contrast in the lesion can be appreciated by both techniques.
Fig. 4

Overview images (top) and close-ups images (bottom) acquired by T2W-3DTSE (a, d), T2P-3DGE (b, e) and 3DGE (c, f)

Fig. 5

Consecutive slices of an atheroma acquired with the T2W-3DTSE (a-e) and the T2P-3DGE (f-k) technique

Overview images (top) and close-ups images (bottom) acquired by T2W-3DTSE (a, d), T2P-3DGE (b, e) and 3DGE (c, f) Consecutive slices of an atheroma acquired with the T2W-3DTSE (a-e) and the T2P-3DGE (f-k) technique For the T2 prepared gradient echo technique, a significant (p < 0.05) increase in SNR for the vessel wall and lumen, and a clear trend (p < 0.06) to improved wall-lumen CNR were observed (see Table 2).
Table 2

Quantitative analysis of the SNR and CNR properties of the T2-prepared gradient echo technique and the conventional T2-weighted turbo spin echo technique

T2W-3DTSET2P-3DGEp
MeanσMeanσ
SNR (wall)6.841.6112.927.050.01
SNR (lumen)1.240.172.460.750.007
CNR (wall, lumen)1.820.332.741.120.06
Quantitative analysis of the SNR and CNR properties of the T2-prepared gradient echo technique and the conventional T2-weighted turbo spin echo technique No significant differences and good correlation (see Fig. 6) were observed between the two techniques for the inner (p = 0.06) and outer vessel wall (p = 0.64) areas, with a trend to underestimation of the inner area, causing a significant (p = 0.024) overestimation of the resulting vessel wall area (see Table 3).
Fig. 6

Comparison of the areas of the vessel wall obtained from the endo- and epi-vascular contours and the respective vessel wall area acquired by the conventional T2W-TSE technique (x-axis) and the proposed T2P-3DGE technique (y-axis)

Table 3

Quantitative analysis of the resulting geometrical properties of the vessel derived by the T2-prepared gradient echo technique and the conventional T2-weighted turbo spin echo technique

T2W-3DTSET2P-3DGEp
MeanσMeanσ
A endo (mm2)90.13190.1280.06
A epi (mm2)51.123.34817.70.64
A wall (mm2)391042120.024

A area of the vessel lumen; A area of the vessel including lumen and wall; A area of the vessel wall

Comparison of the areas of the vessel wall obtained from the endo- and epi-vascular contours and the respective vessel wall area acquired by the conventional T2W-TSE technique (x-axis) and the proposed T2P-3DGE technique (y-axis) Quantitative analysis of the resulting geometrical properties of the vessel derived by the T2-prepared gradient echo technique and the conventional T2-weighted turbo spin echo technique A area of the vessel lumen; A area of the vessel including lumen and wall; A area of the vessel wall

Discussion

T2 preparation (T2P) is commonly used in coronary magnetic resonance angiography (MRA) to improve the CNR between blood (long T2) and myocardium (short T2), hence improving vessel conspicuity. Further application of T2P includes the rapid generation of images with multiple T2 weightings for T2 mapping of the myocardium. In this study, T2P was combined with rapid three-dimensional gradient echo imaging (T2P-3DGE) for providing T2 contrast in carotid artery wall imaging. The study shows that by proper adjustment of the acquisition parameters, the T2P-3DGE provides similar contrast as the conventional T2-weighted turbo spin echo (T2W-3DTSE) technique. Differences result from the additional T1 weighting of the T2P-3DGE sequence, which cause signal enhancement especially from short T1 species like fat. A slight underestimation of the vessel wall area is observed. This may be attributed to the superior CNR in the T2P-3DGE technique, which provides a better delineation of the vessel wall. Whether these contrast differences and slight differences in the vessel wall area will cause diagnostic consequences must be proven by further clinical evaluation. The main motivation of applying the T2P-3DGE sequence is the shortening of acquisition time in lengthy 3D acquisitions. In our case, the acquisition time per slice could theoretically be reduced to 25% without obvious changes in the resulting lesion contrast. However, due to the intrinsic lower SNR in T2P-3DGE, in our current setup three signal averages are required for ensuring sufficient SNR, whereas in the T2W-3DTSE a single signal average appears sufficient. Thus currently, the acquisition time gain is 25%, only. The currently superior SNR and CNR in the T2P-3DGE techniques show the potential for further reduction of the measurement time. In combination with high field-strength or improved coil designs, the related increased SNR may even enable full utilization of the theoretical gain in acquisition speed. But even for the current setup, the application of the T2P-3DGE technique in combination with multiple signal averages appears promising for increasing the volume coverage by a factor of three without any prolongation of the overall acquisition time. Furthermore, when keeping the covered volume constant, the required signal averages can be applied for further reduction of motion artifacts caused by swallowing or pulsatile motion of the arteries. The TSE-based as well as GE-based sequences tested here, have been optimized regarding providing sufficient SNR while maintaining scan times in reasonable limits. Potential further reduction of acquisition time may rise from using variable flip angle TSE approaches enabling longer echo trains and by exploiting parallel imaging techniques for T2P-3DGE.

Conclusions

The T2-prepared gradient echo approach can be applied for providing similar T2-weighted contrast as known from the conventional T2W-TSE imaging technique in shorter image acquisition time. The impact of the slight contrast variations introduced by the intrinsic T1 weighting of the 3DGE sequence on the diagnostic accuracy has to be evaluated in further clinical studies.
  23 in total

1.  Volume-selective 3D turbo spin echo imaging for vascular wall imaging and distensibility measurement.

Authors:  Lindsey A Crowe; Peter Gatehouse; Guang Zhong Yang; Raad H Mohiaddin; Anitha Varghese; Clare Charrier; Jennifer Keegan; David N Firmin
Journal:  J Magn Reson Imaging       Date:  2003-05       Impact factor: 4.813

2.  Atherosclerotic plaques: classification and characterization with T2-weighted high-spatial-resolution MR imaging-- an in vitro study.

Authors:  J M Serfaty; L Chaabane; A Tabib; J M Chevallier; A Briguet; P C Douek
Journal:  Radiology       Date:  2001-05       Impact factor: 11.105

Review 3.  The vulnerable, or high-risk, atherosclerotic plaque: noninvasive MR imaging for characterization and assessment.

Authors:  Tobias Saam; Thomas S Hatsukami; Norihide Takaya; Baocheng Chu; Hunter Underhill; William S Kerwin; Jianming Cai; Marina S Ferguson; Chun Yuan
Journal:  Radiology       Date:  2007-07       Impact factor: 11.105

4.  Fast selective black blood MR imaging.

Authors:  R R Edelman; D Chien; D Kim
Journal:  Radiology       Date:  1991-12       Impact factor: 11.105

5.  Local excitation black blood imaging at 3T: application to the carotid artery wall.

Authors:  Axel Bornstedt; Peter Bernhardt; Vinzenz Hombach; Joachim Kamenz; Jochen Spiess; Anne Subgang; Volker Rasche
Journal:  Magn Reson Med       Date:  2008-05       Impact factor: 4.668

6.  Coronary angiography with magnetization-prepared T2 contrast.

Authors:  J H Brittain; B S Hu; G A Wright; C H Meyer; A Macovski; D G Nishimura
Journal:  Magn Reson Med       Date:  1995-05       Impact factor: 4.668

Review 7.  Characterization of atherosclerotic plaques by magnetic resonance imaging.

Authors:  Z A Fayad; V Fuster
Journal:  Ann N Y Acad Sci       Date:  2000-05       Impact factor: 5.691

Review 8.  From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: Part II.

Authors:  Morteza Naghavi; Peter Libby; Erling Falk; S Ward Casscells; Silvio Litovsky; John Rumberger; Juan Jose Badimon; Christodoulos Stefanadis; Pedro Moreno; Gerard Pasterkamp; Zahi Fayad; Peter H Stone; Sergio Waxman; Paolo Raggi; Mohammad Madjid; Alireza Zarrabi; Allen Burke; Chun Yuan; Peter J Fitzgerald; David S Siscovick; Chris L de Korte; Masanori Aikawa; K E Juhani Airaksinen; Gerd Assmann; Christoph R Becker; James H Chesebro; Andrew Farb; Zorina S Galis; Chris Jackson; Ik-Kyung Jang; Wolfgang Koenig; Robert A Lodder; Keith March; Jasenka Demirovic; Mohamad Navab; Silvia G Priori; Mark D Rekhter; Raymond Bahr; Scott M Grundy; Roxana Mehran; Antonio Colombo; Eric Boerwinkle; Christie Ballantyne; William Insull; Robert S Schwartz; Robert Vogel; Patrick W Serruys; Goran K Hansson; David P Faxon; Sanjay Kaul; Helmut Drexler; Philip Greenland; James E Muller; Renu Virmani; Paul M Ridker; Douglas P Zipes; Prediman K Shah; James T Willerson
Journal:  Circulation       Date:  2003-10-14       Impact factor: 29.690

9.  T2 quantification for improved detection of myocardial edema.

Authors:  Shivraman Giri; Yiu-Cho Chung; Ali Merchant; Georgeta Mihai; Sanjay Rajagopalan; Subha V Raman; Orlando P Simonetti
Journal:  J Cardiovasc Magn Reson       Date:  2009-12-30       Impact factor: 5.364

Review 10.  From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: Part I.

Authors:  Morteza Naghavi; Peter Libby; Erling Falk; S Ward Casscells; Silvio Litovsky; John Rumberger; Juan Jose Badimon; Christodoulos Stefanadis; Pedro Moreno; Gerard Pasterkamp; Zahi Fayad; Peter H Stone; Sergio Waxman; Paolo Raggi; Mohammad Madjid; Alireza Zarrabi; Allen Burke; Chun Yuan; Peter J Fitzgerald; David S Siscovick; Chris L de Korte; Masanori Aikawa; K E Juhani Airaksinen; Gerd Assmann; Christoph R Becker; James H Chesebro; Andrew Farb; Zorina S Galis; Chris Jackson; Ik-Kyung Jang; Wolfgang Koenig; Robert A Lodder; Keith March; Jasenka Demirovic; Mohamad Navab; Silvia G Priori; Mark D Rekhter; Raymond Bahr; Scott M Grundy; Roxana Mehran; Antonio Colombo; Eric Boerwinkle; Christie Ballantyne; William Insull; Robert S Schwartz; Robert Vogel; Patrick W Serruys; Goran K Hansson; David P Faxon; Sanjay Kaul; Helmut Drexler; Philip Greenland; James E Muller; Renu Virmani; Paul M Ridker; Douglas P Zipes; Prediman K Shah; James T Willerson
Journal:  Circulation       Date:  2003-10-07       Impact factor: 29.690

View more
  2 in total

1.  Pulseq-CEST: Towards multi-site multi-vendor compatibility and reproducibility of CEST experiments using an open-source sequence standard.

Authors:  Kai Herz; Sebastian Mueller; Or Perlman; Maxim Zaitsev; Linda Knutsson; Phillip Zhe Sun; Jinyuan Zhou; Peter van Zijl; Kerstin Heinecke; Patrick Schuenke; Christian T Farrar; Manuel Schmidt; Arnd Dörfler; Klaus Scheffler; Moritz Zaiss
Journal:  Magn Reson Med       Date:  2021-05-07       Impact factor: 3.737

2.  Preface: Computational and experimental methods for biological research: cardiovascular diseases and beyond.

Authors:  Dalin Tang; Zhi-Yong Li
Journal:  Biomed Eng Online       Date:  2016-12-28       Impact factor: 2.819

  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.