45 results on '"Cloos MA"'
Search Results
2. Incorporating Spatial and Spectral Saturation Modules Into MR Fingerprinting.
- Author
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Trimble CG, Sørland KI, Wu CY, Riel MHCV, Bathen TF, Elschot M, and Cloos MA
- Subjects
- Humans, Male, Algorithms, Magnetic Resonance Imaging methods, Phantoms, Imaging, Artifacts, Prostate diagnostic imaging
- Abstract
In this work, we introduce spatial and chemical saturation options for artefact reduction in magnetic resonance fingerprinting (MRF) and assess their impact on T
1 and T2 mapping accuracy. An existing radial MRF pulse sequence was modified to enable spatial and chemical saturation. Phantom experiments were performed to demonstrate flow artefact reduction and evaluate the accuracy of the T1 and T2 maps. As an in vivo demonstration, MRF of the prostate was performed on an asymptomatic volunteer using saturation modules to reduce flow-related artefacts. T1 , T2 and B1 + maps obtained with and without saturation modules were compared. Application of spatial saturation in prostate MRF reduced streaking artefacts from the femoral vessels. When saturation is enabled T1 accuracy is preserved, and T2 accuracy remains acceptable up to approximately 100 ms. Chemical and spatial saturation can be incorporated into MRF sequences with limited impact on T1 accuracy. Further sequence optimisation may be needed to accurately estimate long T2 components. Spatial saturation modules have potential in prostate MRF applications as a means to reduce flow-related artefacts., (© 2025 The Author(s). NMR in Biomedicine published by John Wiley & Sons Ltd.)- Published
- 2025
- Full Text
- View/download PDF
3. Predictive acoustical processing in human cortical layers.
- Author
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Faes LK, Zulfiqar I, Vizioli L, Yu Z, Wu YH, Shin J, Cloos MA, Auksztulewicz R, Melloni L, Uludag K, Yacoub E, and De Martino F
- Abstract
In our dynamic environments, predictive processing is vital for auditory perception and its associated behaviors. Predictive coding formalizes inferential processes by implementing them as information exchange across cortical layers and areas. With laminar-specific blood oxygenation level dependent we measured responses to a cascading oddball paradigm, to ground predictive auditory processes on the mesoscopic human cortical architecture. We show that the violation of predictions are potentially hierarchically organized and associated with responses in superficial layers of the planum polare and middle layers of the lateral temporal cortex. Moreover, we relate the updating of the brain's internal model to changes in deep layers. Using a modeling approach, we derive putative changes in neural dynamics while accounting for draining effects. Our results support the role of temporal cortical architecture in the implementation of predictive coding and highlight the ability of laminar fMRI to investigate mesoscopic processes in a large extent of temporal areas., Competing Interests: Competing Interests The authors declare no competing interest.
- Published
- 2025
- Full Text
- View/download PDF
4. Reducing femoral flow artefacts in radial magnetic resonance fingerprinting of the prostate using region-optimised virtual coils.
- Author
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Sørland KI, Trimble CG, Wu CY, Bathen TF, Elschot M, and Cloos MA
- Subjects
- Humans, Male, Adult, Middle Aged, Signal-To-Noise Ratio, Computer Simulation, Femur diagnostic imaging, Femur blood supply, Prostate diagnostic imaging, Prostate blood supply, Artifacts, Magnetic Resonance Imaging
- Abstract
High acceleration factors in radial magnetic resonance fingerprinting (MRF) of the prostate lead to strong streak-like artefacts from flow in the femoral blood vessels, possibly concealing important anatomical information. Region-optimised virtual (ROVir) coils is a beamforming-based framework to create virtual coils that maximise signal in a region of interest while minimising signal in a region of interference. In this study, the potential of removing femoral flow streak artefacts in prostate MRF using ROVir coils is demonstrated in silico and in vivo. The ROVir framework was applied to radial MRF k-space data in an automated pipeline designed to maximise prostate signal while minimising signal from the femoral vessels. The method was tested in 15 asymptomatic volunteers at 3 T. The presence of streaks was visually assessed and measurements of whole prostate T
1 , T2 and signal-to-noise ratio (SNR) with and without streak correction were examined. In addition, a purpose-built simulation framework in which blood flow through the femoral vessels can be turned on and off was used to quantitatively evaluate ROVir's ability to suppress streaks in radial prostate MRF. In vivo it was shown that removing selected ROVir coils visibly reduces streak-like artefacts from the femoral blood flow, without increasing the reconstruction time. On average, 80% of the prostate SNR was retained. A similar reduction of streaks was also observed in silico, while the quantitative accuracy of T1 and T2 mapping was retained. In conclusion, ROVir coils efficiently suppress streaking artefacts from blood flow in radial MRF of the prostate, thereby improving the visual clarity of the images, without significant sacrifices to acquisition time, reconstruction time and accuracy of quantitative values. This is expected to help enable T1 and T2 mapping of prostate cancer in clinically viable times, aiding differentiation between prostate cancer from noncancer and healthy prostate tissue., (© 2024 The Authors. NMR in Biomedicine published by John Wiley & Sons Ltd.)- Published
- 2024
- Full Text
- View/download PDF
5. Neurochemical Predictors of Generalized Learning Induced by Brain Stimulation and Training.
- Author
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Ehrhardt SE, Wards Y, Rideaux R, Marjańska M, Jin J, Cloos MA, Deelchand DK, Zöllner HJ, Saleh MG, Hui SCN, Ali T, Shaw TB, Barth M, Mattingley JB, Filmer HL, and Dux PE
- Subjects
- Humans, Male, Female, Adult, Young Adult, gamma-Aminobutyric Acid metabolism, Attention physiology, Magnetic Resonance Spectroscopy methods, Transcranial Direct Current Stimulation methods, Glutamic Acid metabolism, Prefrontal Cortex physiology, Prefrontal Cortex metabolism, Learning physiology
- Abstract
Methods of cognitive enhancement for humans are most impactful when they generalize across tasks. However, the extent to which such "transfer" is possible via interventions is widely debated. In addition, the contribution of excitatory and inhibitory processes to such transfer is unknown. Here, in a large-scale neuroimaging individual differences study with humans (both sexes), we paired multitasking training and noninvasive brain stimulation (transcranial direct current stimulation, tDCS) over multiple days and assessed performance across a range of paradigms. In addition, we varied tDCS dosage (1.0 and 2.0 mA), electrode montage (left or right prefrontal regions), and training task (multitasking vs a control task) and assessed GABA and glutamate concentrations via ultrahigh field 7T magnetic resonance spectroscopy. Generalized benefits were observed in spatial attention, indexed by visual search performance, when multitasking training was combined with 1.0 mA stimulation targeting either the left or right prefrontal cortex (PFC). This transfer effect persisted for ∼30 d post intervention. Critically, the transferred benefits associated with right prefrontal tDCS were predicted by pretraining concentrations of glutamate in the PFC. Thus, the effects of this combined stimulation and training protocol appear to be linked predominantly to excitatory brain processes., Competing Interests: The authors declare no competing financial interests., (Copyright © 2024 the authors.)
- Published
- 2024
- Full Text
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6. Velocity selective spin labeling using parallel transmission.
- Author
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Wu CY, Jin J, Dixon C, Maillet D, Barth M, and Cloos MA
- Subjects
- Phantoms, Imaging, Artifacts, Algorithms, Magnetic Resonance Imaging methods, Brain diagnostic imaging
- Abstract
Purpose: Ultra-high field (UHF) provides improved SNR which greatly benefits SNR starved imaging techniques such as perfusion imaging. However, transmit field (B
1 + ) inhomogeneities commonly observed at UHF hinders the excitation uniformity. Here we show how replacing standard excitation pulses with parallel transmit pulses can improve efficiency of velocity selective labeling., Methods: The standard tip-down and tip-up excitation pulses found in a velocity selective preparation module were replaced with tailored non-selective kT -points pulse solutions. Bloch simulations and experimental validation on a custom-built flow phantom and in vivo was performed to evaluate different pulse configurations in circularly polarized mode (CP-mode) and parallel transmit (pTx) mode., Results: Tailored pTx pulses significantly improved velocity selective labeling fidelity and signal uniformity. The transverse magnetization normalized RMS error was reduced from 0.489 to 0.047 when compared to standard rectangular pulses played in CP-mode. Simulations showed that manipulation of time symmetry in the tailored pTx pulses is vital in minimizing residual magnetization. In addition, in vivo experiments achieved a 44% lower RF power output and a shorter pulse duration when compared to using adiabatic pulses in CP-mode., Conclusion: Using tailored pTx pulses for excitation within a velocity selective labeling preparation mitigated transmit field artifacts and improved SNR and contrast fidelity. The improvement in labeling efficiency highlights the potential of using pTx to improve robustness and accessibility of flow-based sequences such as velocity selective spin labeling at ultra-high field., (© 2023 The Authors. Magnetic Resonance in Medicine published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine.)- Published
- 2024
- Full Text
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7. Evaluating the effect of denoising submillimeter auditory fMRI data with NORDIC.
- Author
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Faes LK, Lage-Castellanos A, Valente G, Yu Z, Cloos MA, Vizioli L, Moeller S, Yacoub E, and De Martino F
- Abstract
Functional magnetic resonance imaging (fMRI) has emerged as an essential tool for exploring human brain function. Submillimeter fMRI, in particular, has emerged as a tool to study mesoscopic computations. The inherently low signal-to-noise ratio (SNR) at submillimeter resolutions warrants the use of denoising approaches tailored at reducing thermal noise - the dominant contributing noise component in high resolution fMRI. NORDIC PCA is one of such approaches, and has been benchmarked against other approaches in several applications. Here, we investigate the effects that two versions of NORDIC denoising have on auditory submillimeter data. As investigating auditory functional responses poses unique challenges, we anticipated that the benefit of this technique would be especially pronounced. Our results show that NORDIC denoising improves the detection sensitivity and the reliability of estimates in submillimeter auditory fMRI data. These effects can be explained by the reduction of the noise-induced signal variability. However, we also observed a reduction in the average response amplitude (percent signal), which may suggest that a small amount of signal was also removed. We conclude that, while evaluating the effects of the signal reduction induced by NORDIC may be necessary for each application, using NORDIC in high resolution auditory fMRI studies may be advantageous because of the large reduction in variability of the estimated responses., Competing Interests: Declaration of Competing Interests The authors declare no conflict of interest.
- Published
- 2024
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8. Super-resolution of sodium images from simultaneous 1 H MRF/ 23 Na MRI acquisition.
- Author
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Rodriguez GG, Yu Z, Shaykevich S, O'Donnell LF, Aguilera L, Cloos MA, and Madelin G
- Subjects
- Humans, Magnetic Resonance Imaging methods, Brain diagnostic imaging, Algorithms, Protons, Sodium
- Abstract
In this work, we introduce a super-resolution method that generates a high-resolution (HR) sodium (
23 Na) image from simultaneously acquired low-resolution (LR)23 Na density-weighted MRI and HR proton density, T1 , and T2 maps from proton (1 H) MR fingerprinting in the brain at 7 T. The core of our method is a partial least squares regression between the HR (1 H) images and the LR (23 Na) image. An iterative loop and deconvolution with the point spread function of each acquired image were included in the algorithm to generate a final HR23 Na image without losing features from the LR23 Na image. The method was applied to simultaneously acquired HR proton and LR sodium data with in-plane resolution ratios between sodium and proton data of 3.8 and 1.9 and the same slice thickness. Four volunteers were scanned to evaluate the method's performance. For the data with a resolution ratio of 3.8, the mean absolute difference between the generated and ground truth HR23 Na images was in the range of 1.5%-7.2% of the ground truth with a multiscale structural similarity index (M-SSIM) of 0.93 ± 0.03. For the data with a resolution ratio of 1.9, the mean absolute difference was in the range of 4.8%-6.3% with an M-SSIM of 0.95 ± 0.01., (© 2023 John Wiley & Sons Ltd.)- Published
- 2023
- Full Text
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9. Deep-Learning-Based Contrast Synthesis From MRF Parameter Maps in the Knee Joint.
- Author
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Nykänen O, Nevalainen M, Casula V, Isosalo A, Inkinen SI, Nikki M, Lattanzi R, Cloos MA, Nissi MJ, and Nieminen MT
- Subjects
- Humans, Retrospective Studies, Imaging, Three-Dimensional methods, Knee Joint diagnostic imaging, Magnetic Resonance Imaging methods, Magnetic Resonance Spectroscopy, Image Processing, Computer-Assisted methods, Deep Learning
- Abstract
Background: Magnetic resonance fingerprinting (MRF) is a method to speed up acquisition of quantitative MRI data. However, MRF does not usually produce contrast-weighted images that are required by radiologists, limiting reachable total scan time improvement. Contrast synthesis from MRF could significantly decrease the imaging time., Purpose: To improve clinical utility of MRF by synthesizing contrast-weighted MR images from the quantitative data provided by MRF, using U-nets that were trained for the synthesis task utilizing L1- and perceptual loss functions, and their combinations., Study Type: Retrospective., Population: Knee joint MRI data from 184 subjects from Northern Finland 1986 Birth Cohort (ages 33-35, gender distribution not available)., Field Strength and Sequence: A 3 T, multislice-MRF, proton density (PD)-weighted 3D-SPACE (sampling perfection with application optimized contrasts using different flip angle evolution), fat-saturated T2-weighted 3D-space, water-excited double echo steady state (DESS)., Assessment: Data were divided into training, validation, test, and radiologist's assessment sets in the following way: 136 subjects to training, 3 for validation, 3 for testing, and 42 for radiologist's assessment. The synthetic and target images were evaluated using 5-point Likert scale by two musculoskeletal radiologists blinded and with quantitative error metrics., Statistical Tests: Friedman's test accompanied with post hoc Wilcoxon signed-rank test and intraclass correlation coefficient. The statistical cutoff P <0.05 adjusted by Bonferroni correction as necessary was utilized., Results: The networks trained in the study could synthesize conventional images with high image quality (Likert scores 3-4 on a 5-point scale). Qualitatively, the best synthetic images were produced with combination of L1- and perceptual loss functions and perceptual loss alone, while L1-loss alone led to significantly poorer image quality (Likert scores below 3). The interreader and intrareader agreement were high (0.80 and 0.92, respectively) and significant. However, quantitative image quality metrics indicated best performance for the pure L1-loss., Data Conclusion: Synthesizing high-quality contrast-weighted images from MRF data using deep learning is feasible. However, more studies are needed to validate the diagnostic accuracy of these synthetic images., Evidence Level: 4., Technical Efficacy: Stage 1., (© 2022 The Authors. Journal of Magnetic Resonance Imaging published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine.)
- Published
- 2023
- Full Text
- View/download PDF
10. A custom MR-compatible dataglove for fMRI of the human motor cortex at 7T.
- Author
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Hodono S, Jin J, Zimmermann J, Maillet D, Reutens D, and Cloos MA
- Subjects
- Humans, Brain metabolism, Magnetic Resonance Imaging methods, Motor Cortex diagnostic imaging
- Abstract
We present a custom-built MR-compatible data glove to capture hand motion during concurrent fMRI experiments at 7 Tesla. Thermal and phantom tests showed our data glove can be used safely and without degradation of image quality. Subject-specific Blood Oxygen Level Dependent (BOLD) signal models, for use in fMRI analysis, were constructed based on recorded kinematic measurements. Experiments revealed the relative fMRI BOLD signal contribution of flexing, extending, and sustained isotonic extension. The ability to evaluate subject performance in real-time and create subject-specific BOLD signal models enables a wide range of experimental paradigms with improved data quality.Clinical Relevance- Using an MR compatible dataglove, subject specific Blood Oxygen Signal Level Dependent (BOLD) signal models can be constructed to study how the brain implements fine motor control.
- Published
- 2023
- Full Text
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11. Age-Dependent Changes in Knee Cartilage T 1 , T 2 , and T 1p Simultaneously Measured Using MRI Fingerprinting.
- Author
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Kijowski R, Sharafi A, Zibetti MVW, Chang G, Cloos MA, and Regatte RR
- Subjects
- Male, Female, Humans, Young Adult, Adult, Middle Aged, Prospective Studies, Knee Joint diagnostic imaging, Knee Joint pathology, Knee, Magnetic Resonance Imaging methods, Cartilage, Articular diagnostic imaging, Cartilage, Articular pathology
- Abstract
Background: Magnetic resonance fingerprinting (MRF) techniques have been recently described for simultaneous multiparameter cartilage mapping of the knee although investigation of their ability to detect early cartilage degeneration remains limited., Purpose: To investigate age-dependent changes in knee cartilage T
1 , T2 , and T1p relaxation times measured using a three-dimensional (3D) MRF sequence in healthy volunteers., Study Type: Prospective., Subjects: The study group consisted of 24 healthy asymptomatic human volunteers (15 males with mean age 34.9 ± 14.4 years and 9 females with mean age 44.5 ± 13.1 years)., Field Strength/sequence: A 3.0 T gradient-echo-based 3D-MRF sequence was used to simultaneously create proton density-weighted images and T1 , T2 , and T1p maps of knee cartilage., Assessment: Mean global cartilage and regional cartilage (lateral femur, lateral tibia, medial femur, medial tibia, and patella) T1 , T2 , and T1ρ relaxation times of the knee were measured., Statistical Tests: Kruskal-Wallis tests were used to compared cartilage T1 , T2 , and T1ρ relaxation times between different age groups, while Spearman correlation coefficients was used to determine the association between age and cartilage T1 , T2 , and T1ρ relaxation times. The value of P < 0.05 was considered statistically significant., Results: Higher age groups showed higher global and regional cartilage T1 , T2 , and T1ρ . There was a significant difference between age groups in global cartilage T2 and T1ρ but no significant difference (P = 0.13) in global cartilage T1. Significant difference was also present between age groups in cartilage T2 and T1ρ for medial femur cartilage and medial tibia cartilage. There were significant moderate correlations between age and T2 and T1ρ for global cartilage (R2 = 0.63-0.64), medial femur cartilage (R2 = 0.50-0.56), and medial tibia cartilage (R2 = 0.54-0.66)., Conclusion: Cartilage T2 and T1p relaxation times simultaneously measured using a 3D-MRF sequence in healthy volunteers showed age-dependent changes in knee cartilage, primarily within the medial compartment., (© 2022 International Society for Magnetic Resonance in Medicine.)- Published
- 2023
- Full Text
- View/download PDF
12. Editorial for "Synthetic MRI With MR-STAT: Results From a Clinical Trial".
- Author
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Cloos MA and Shepherd TM
- Subjects
- Humans, Magnetic Resonance Imaging methods, Brain
- Published
- 2023
- Full Text
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13. Increased Resolution of Structural MRI at 3T Improves Estimation of Regional Cortical Degeneration in Individual Dementia Patients Using Surface Thickness Maps.
- Author
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Fazlollahi A, Lee S, Coleman F, McCann E, Cloos MA, Bourgeat P, and Nestor PJ
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- Humans, Reproducibility of Results, Magnetic Resonance Imaging methods, Atrophy pathology, Brain pathology, Alzheimer Disease pathology
- Abstract
Background: Objective measurement of regional cortical atrophy in individual patients would be a highly desirable adjunct for diagnosis of degenerative dementias., Objective: We hypothesized that increasing the resolution of magnetic resonance scans would improve the sensitivity of cortical atrophy detection for individual patients., Methods: 46 participants including 8 semantic-variant primary progressive aphasia (svPPA), seven posterior cortical atrophy (PCA), and 31 cognitively unimpaired participants underwent clinical assessment and 3.0T brain scans. SvPPA and PCA were chosen because there is overwhelming prior knowledge of the expected atrophy pattern. Two sets of T1-weighted images with 0.8 mm3 (HighRes) and conventional 1.0 mm3 (ConvRes) resolution were acquired. The cortical ribbon was segmented using FreeSurfer software to obtain surface-based thickness maps. Inter-sequence performance was assessed in terms of cortical thickness and sub-cortical volume reproducibility, signal-to-noise and contrast-to-noise ratios. For clinical cases, diagnostic effect size (Cohen's d) and lesion distribution (z-score and t-value maps) were compared between HighRes and ConvRes scans., Results: The HighRes scans produced higher image quality scores at 90 seconds extra scan time. The effect size of cortical thickness differences between patients and cognitively unimpaired participants was 15-20% larger for HighRes scans. HighRes scans showed more robust patterns of atrophy in expected regions in each and every individual patient., Conclusions: HighRes T1-weighted scans showed superior precision for identifying the severity of cortical atrophy in individual patients, offering a proof-of-concept for clinical translation. Studying svPPA and PCA, two syndromes with well-defined focal atrophy patterns, offers a method to clinically validate and contrast automated algorithms.
- Published
- 2023
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14. Creating a window into the mind.
- Author
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van Kerkoerle T and Cloos MA
- Subjects
- Neurons
- Abstract
A noninvasive imaging technique measures neuronal activity at a millisecond time scale.
- Published
- 2022
- Full Text
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15. Repeatability of simultaneous 3D 1 H MRF/ 23 Na MRI in brain at 7 T.
- Author
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Rodriguez GG, Yu Z, O Donnell LF, Calderon L, Cloos MA, and Madelin G
- Subjects
- Brain metabolism, Humans, Image Processing, Computer-Assisted methods, Phantoms, Imaging, Reproducibility of Results, Sodium metabolism, Magnetic Resonance Imaging methods, Protons
- Abstract
Proton MRI can provide detailed morphological images, but it reveals little information about cell homeostasis. On the other hand, sodium MRI can provide metabolic information but cannot resolve fine structures. The complementary nature of proton and sodium MRI raises the prospect of their combined use in a single experiment. In this work, we assessed the repeatability of normalized proton density (PD), T
1 , T2 , and normalized sodium density-weighted quantification measured with simultaneous 3D1 H MRF/23 Na MRI in the brain at 7 T, from ten healthy volunteers who were scanned three times each. The coefficients of variation (CV) and the intra-class correlation (ICC) were calculated for the mean and standard deviation (SD) of these 4 parameters in grey matter, white matter, and cerebrospinal fluid. As result, the CVs were lower than 3.3% for the mean values and lower than 6.9% for the SD values. The ICCs were higher than 0.61 in all 24 measurements. We conclude that the measurements of normalized PD, T1 , T2 , and normalized sodium density-weighted from simultaneous 3D1 H MRF/23 Na MRI in the brain at 7 T showed high repeatability. We estimate that changes > 6.6% (> 2 CVs) in mean values of both1 H and23 Na metrics could be detectable with this method., (© 2022. The Author(s).)- Published
- 2022
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16. Simultaneous bilateral T 1 , T 2 , and T 1ρ relaxation mapping of the hip joint with magnetic resonance fingerprinting.
- Author
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Sharafi A, Zibetti MVW, Chang G, Cloos MA, and Regatte RR
- Subjects
- Hip Joint diagnostic imaging, Hip Joint pathology, Humans, Magnetic Resonance Spectroscopy, Prospective Studies, Cartilage, Articular diagnostic imaging, Cartilage, Articular pathology, Magnetic Resonance Imaging
- Abstract
Quantitative MRI can detect early biochemical changes in cartilage, but its bilateral use in clinical routines is challenging. The aim of this prospective study was to demonstrate the feasibility of magnetic resonance fingerprinting for bilateral simultaneous T
1 , T2 , and T1ρ mapping of the hip joint. The study population consisted of six healthy volunteers with no known trauma or pain in the hip. Monoexponential T1 , T2 , and T1ρ relaxation components were assessed in femoral lateral, superolateral, and superomedial, and inferior, as well as acetabular, superolateral, and superomedial subregions in left and right hip cartilage. Aligned ranked nonparametric factorial analysis was used to assess the side's impact on the subregions. Kruskal-Wallis and Wilcoxon tests were used to compare subregions, and coefficient of variation to assess repeatability. Global averages of T1 (676.0 ± 45.4 and 687.6 ± 44.5 ms), T2 (22.5 ± 2.6 and 22.1 ± 2.5 ms), and T1ρ (38.2 ± 5.5 and 38.2 ± 5.5 ms) were measured in the left and right hip, and articular cartilage, respectively. The Kruskal-Wallis test showed a significant difference between different subregions' relaxation times regardless of the hip side (p < 0.001 for T1 , p = 0.012 for T2 , and p < 0.001 for T1ρ ). The Wilcoxon test showed that T1 of femoral layers was significantly (p < 0.003) higher than that for acetabular cartilage. The experiments showed excellent repeatability with CVrms of 1%, 2%, and 4% for T1 , T2 , and T1ρ, respectively. It was concluded that bilateral T1 , T2 , and T1ρ relaxation times, as well as B1 + maps, can be acquired simultaneously from hip joints using the proposed MRF sequence., (© 2021 John Wiley & Sons, Ltd.)- Published
- 2022
- Full Text
- View/download PDF
17. Simultaneous 3D acquisition of 1 H MRF and 23 Na MRI.
- Author
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Yu Z, Hodono S, Dergachyova O, Hilbert T, Wang B, Zhang B, Brown R, Sodickson DK, Madelin G, and Cloos MA
- Subjects
- Brain diagnostic imaging, Humans, Magnetic Resonance Imaging, Phantoms, Imaging, Sodium, Image Processing, Computer-Assisted methods, Protons
- Abstract
Purpose: To develop a 3D MR technique to simultaneously acquire proton multiparametric maps (T
1 , T2 , and proton density) and sodium density weighted images over the whole brain., Methods: We implemented a 3D stack-of-stars MR pulse sequence which consists of interleaved proton (1 H) and sodium (23 Na) excitations, tailored slice encoding gradients that can encode the same slice for both nuclei, and simultaneous readout with different radial trajectories (1 H, full-radial;23 Na, center-out radial). The receive chain of our 7T scanner was modified to enable simultaneous acquisition of1 H and23 Na signal. A heuristically optimized flip angle train was implemented for proton MR fingerprinting (MRF). The SNR and the accuracy of proton T1 and T2 were evaluated in phantoms. Finally, in vivo application of the method was demonstrated in five healthy subjects., Results: The SNR for the simultaneous measurement was almost identical to that for the single-nucleus measurements (<2% change). The proton T1 and T2 maps remained similar to the results from a reference 2D MRF technique (normalized RMS error in T1 ≈ 4.2% and T2 ≈ 11.3%). Measurements in healthy subjects corroborated these results and demonstrated the feasibility of our method for in vivo application. The in vivo T1 values measured using our method were lower than the results measured by other conventional techniques., Conclusions: With the 3D simultaneous implementation, we were able to acquire sodium and proton density weighted images in addition to proton T1 , T2 , and B 1 + from1 H MRF that covers the whole brain volume within 21 min., (© 2021 International Society for Magnetic Resonance in Medicine.)- Published
- 2022
- Full Text
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18. Free-breathing abdominal T 1 mapping using an optimized MR fingerprinting sequence.
- Author
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van Riel MHC, Yu Z, Hodono S, Xia D, Chandarana H, Fujimoto K, and Cloos MA
- Subjects
- Humans, Motion, Phantoms, Imaging, Abdomen diagnostic imaging, Magnetic Resonance Imaging, Respiration
- Abstract
In this work, we propose a free-breathing magnetic resonance fingerprinting (MRF) method that can be used to obtain B
1 + -robust quantitative T1 maps of the abdomen in a clinically acceptable time. A three-dimensional MRF sequence with a radial stack-of-stars trajectory was implemented, and its k-space acquisition ordering was adjusted to improve motion-robustness in the context of MRF. The flip angle pattern was optimized using the Cramér-Rao Lower Bound, and the encoding efficiency of sequences with 300, 600, 900 and 1800 flip angles was evaluated. To validate the sequence, a movable multicompartment phantom was developed. Reference multiparametric maps were acquired under stationary conditions using a previously validated MRF method. Periodic motion of the phantom was used to investigate the motion-robustness of the proposed sequence. The best performing sequence length (600 flip angles) was used to image the abdomen during a free-breathing volunteer scan. When using a series of 600 or more flip angles, the estimated T1 values in the stationary phantom showed good agreement with the reference scan. Phantom experiments revealed that motion-related artifacts can appear in the quantitative maps and confirmed that a motion-robust k-space ordering is essential. The in vivo scan demonstrated that the proposed sequence can produce clean parameter maps while the subject breathes freely. Using this sequence, it is possible to generate B1 + -robust quantitative maps of T1 and B1 + next to M0 -weighted images under free-breathing conditions at a clinically usable resolution within 5 min., (© 2021 John Wiley & Sons, Ltd.)- Published
- 2021
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19. Simultaneous T 1 , T 2 , and T 1ρ relaxation mapping of the lower leg muscle with MR fingerprinting.
- Author
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Sharafi A, Medina K, Zibetti MWV, Rao S, Cloos MA, Brown R, and Regatte RR
- Subjects
- Humans, Image Processing, Computer-Assisted, Muscle, Skeletal diagnostic imaging, Phantoms, Imaging, Leg, Magnetic Resonance Imaging
- Abstract
Purpose: To develop a novel MR-fingerprinting (MRF) pulse sequence that is insensitive to B 1 + and B
0 imperfections for simultaneous T1 , T2 , and T1ρ relaxation mapping., Methods: We implemented a totally balanced spin-lock (TB-SL) module to encode T1ρ relaxation into an existing MRF framework that encoded T1 and T2 . The spin-lock module used two 180° pulses with compensatory phases to reduce T1ρ sensitivity to B1 and B0 inhomogeneities. We compared T1ρ measured using TB-SL MRF in Bloch simulations, model agar phantoms, and in vivo experiments to those with a self-compensated spin-lock preparation module (SC-SL). The TB-SL MRF repeatability was evaluated in maps acquired in the lower leg skeletal muscle of 12 diabetic peripheral neuropathy patients, scanned two times each during visits separated by about 30 days., Results: The phantom relaxation times measured with TB-SL and SC-SL MRF were in good agreement with reference values in regions with low B1 inhomogeneities. Compared with SC-SL, TB-SL MRF showed in experiments greater robustness against severe B1 inhomogeneities and in Bloch simulations greater robustness against B1 and B0 . We measured with TB-SL MRF an average T1 = 950.1 ± 28.7 ms, T2 = 26.0 ± 1.2 ms, and T1ρ = 31.7 ± 3.2 ms in skeletal muscle across patients. Bland-Altman analysis demonstrated low bias between TB-SL and SC-SL MRF and between TB-SL MRF maps acquired in two visits. The coefficient of variation was less than 3% for all measurements., Conclusion: The proposed TB-SL MRF sequence is fast and insensitive to B 1 + and B0 imperfections. It can simultaneously map T1 , T2 , T1ρ , and B 1 + in a single scan and can potentially be used to study muscle composition., (© 2021 International Society for Magnetic Resonance in Medicine.)- Published
- 2021
- Full Text
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20. Magnetization transfer in magnetic resonance fingerprinting.
- Author
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Hilbert T, Xia D, Block KT, Yu Z, Lattanzi R, Sodickson DK, Kober T, and Cloos MA
- Subjects
- Animals, Cattle, Humans, Magnetic Resonance Spectroscopy, Phantoms, Imaging, Reproducibility of Results, Brain diagnostic imaging, Magnetic Resonance Imaging
- Abstract
Purpose: To study the effects of magnetization transfer (MT, in which a semi-solid spin pool interacts with the free pool), in the context of magnetic resonance fingerprinting (MRF)., Methods: Simulations and phantom experiments were performed to study the impact of MT on the MRF signal and its potential influence on T
1 and T2 estimation. Subsequently, an MRF sequence implementing off-resonance MT pulses and a dictionary with an MT dimension, generated by incorporating a two-pool model, were used to estimate the fractional pool size in addition to the B 1 + , T1 , and T2 values. The proposed method was evaluated in the human brain., Results: Simulations and phantom experiments showed that an MRF signal obtained from a cross-linked bovine serum sample is influenced by MT. Using a dictionary based on an MT model, a better match between simulations and acquired MR signals can be obtained (NRMSE 1.3% vs. 4.7%). Adding off-resonance MT pulses can improve the differentiation of MT from T1 and T2 . In vivo results showed that MT affects the MRF signals from white matter (fractional pool-size ~16%) and gray matter (fractional pool-size ~10%). Furthermore, longer T1 (~1060 ms vs. ~860 ms) and T2 values (~47 ms vs. ~35 ms) can be observed in white matter if MT is accounted for., Conclusion: Our experiments demonstrated a potential influence of MT on the quantification of T1 and T2 with MRF. A model that encompasses MT effects can improve the accuracy of estimated relaxation parameters and allows quantification of the fractional pool size., (© 2019 International Society for Magnetic Resonance in Medicine.)- Published
- 2020
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21. Simultaneous proton magnetic resonance fingerprinting and sodium MRI.
- Author
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Yu Z, Madelin G, Sodickson DK, and Cloos MA
- Subjects
- Brain, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Magnetic Resonance Spectroscopy, Phantoms, Imaging, Protons, Sodium
- Abstract
Purpose: The goal of this work is to demonstrate a method for the simultaneous acquisition of proton multiparametric maps (T
1 , T2 , and proton density) and sodium density images in 1 single scan. We hope that the development of such capabilities will help to ease the implementation of sodium MRI in clinical trials and provide more opportunities for researchers to investigate metabolism through sodium MRI., Methods: We developed a sequence based on magnetic resonance fingerprinting (MRF), which contains interleaved proton (1 H) and sodium (23 Na) excitations followed by a simultaneous center-out radial readout for both nuclei. The receive chain of a 7T scanner was modified to enable simultaneous acquisition of1 H and23 Na signal. The obtained signal-to-noise ratio (SNR) was evaluated, and the accuracy of both proton T1 , T2 , and B 1 + and sodium density maps were verified in phantoms. Finally, the method was demonstrated in 2 healthy subjects., Results: The SNR obtained using the simultaneous measurement was almost identical to single-nucleus measurements (<1% change). Similarly, the proton T1 and T2 maps remained stable (normalized root mean square error in T1 ≈ 2.2%, in T2 ≈ 1.4%, and B 1 + ≈ 5.4%), which indicates that the proposed sequence and hardware have no significant effects on the signal from either nucleus. In vivo measurements corroborated these results and demonstrated the feasibility of our method for in vivo application., Conclusions: With the proposed approach, we were able to simultaneously acquire sodium density images in addition to proton T1 , T2 , and B 1 + maps as well as proton density images., (© 2019 International Society for Magnetic Resonance in Medicine.)- Published
- 2020
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22. Noninvasive Estimation of Electrical Properties From Magnetic Resonance Measurements via Global Maxwell Tomography and Match Regularization.
- Author
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Serralles JEC, Giannakopoulos II, Zhang B, Ianniello C, Cloos MA, Polimeridis AG, White JK, Sodickson DK, Daniel L, and Lattanzi R
- Subjects
- Algorithms, Brain diagnostic imaging, Electric Conductivity, Electromagnetic Fields, Head diagnostic imaging, Humans, Phantoms, Imaging, Scattering, Radiation, Torso diagnostic imaging, Magnetic Resonance Imaging methods, Tomography methods
- Abstract
Objective: In this paper, we introduce global Maxwell tomography (GMT), a novel volumetric technique that estimates electric conductivity and permittivity by solving an inverse scattering problem based on magnetic resonance measurements., Methods: GMT relies on a fast volume integral equation solver, MARIE, for the forward path, and a novel regularization method, match regularization, designed specifically for electrical property estimation from noisy measurements. We performed simulations with three different tissue-mimicking numerical phantoms of different complexity, using synthetic transmit sensitivity maps with realistic noise levels as the measurements. We performed an experiment at 7 T using an eight-channel coil and a uniform phantom., Results: We showed that GMT could estimate relative permittivity and conductivity from noisy magnetic resonance measurements with an average error as low as 0.3% and 0.2%, respectively, over the entire volume of the numerical phantom. Voxel resolution did not affect GMT performance and is currently limited only by the memory of the graphics processing unit. In the experiment, GMT could estimate electrical properties within 5% of the values measured with a dielectric probe., Conclusion: This work demonstrated the feasibility of GMT with match regularization, suggesting that it could be effective for accurate in vivo electrical property estimation. GMT does not rely on any symmetry assumption for the electromagnetic field, and can be generalized to estimate also the spin magnetization, at the expense of increased computational complexity., Significance: GMT could provide insight into the distribution of electromagnetic fields inside the body, which represents one of the key ongoing challenges for various diagnostic and therapeutic applications.
- Published
- 2020
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23. Optimized quantification of spin relaxation times in the hybrid state.
- Author
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Assländer J, Lattanzi R, Sodickson DK, and Cloos MA
- Subjects
- Algorithms, Brain diagnostic imaging, Humans, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods
- Abstract
Purpose: The optimization and analysis of spin ensemble trajectories in the hybrid state-a state in which the direction of the magnetization adiabatically follows the steady state while the magnitude remains in a transient state., Methods: Numerical optimizations were performed to find spin ensemble trajectories that minimize the Cramér-Rao bound for T 1 -encoding, T 2 -encoding, and their weighted sum, respectively, followed by a comparison between the Cramér-Rao bounds obtained with our optimized spin-trajectories, Look-Locker sequences, and multi-spin-echo methods. Finally, we experimentally tested our optimized spin trajectories with in vivo scans of the human brain., Results: After a nonrecurring inversion segment on the southern half of the Bloch sphere, all optimized spin trajectories pursue repetitive loops on the northern hemisphere in which the beginning of the first and the end of the last loop deviate from the others. The numerical results obtained in this work align well with intuitive insights gleaned directly from the governing equation. Our results suggest that hybrid-state sequences outperform traditional methods. Moreover, hybrid-state sequences that balance T 1 - and T 2 -encoding still result in near optimal signal-to-noise efficiency for each relaxation time. Thus, the second parameter can be encoded at virtually no extra cost., Conclusions: We provided new insights into the optimal encoding processes of spin relaxation times in order to guide the design of robust and efficient pulse sequences. We found that joint acquisitions of T 1 and T 2 in the hybrid state are substantially more efficient than sequential encoding techniques., (© 2019 International Society for Magnetic Resonance in Medicine.)
- Published
- 2019
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24. Rapid Radial T 1 and T 2 Mapping of the Hip Articular Cartilage With Magnetic Resonance Fingerprinting.
- Author
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Cloos MA, Assländer J, Abbas B, Fishbaugh J, Babb JS, Gerig G, and Lattanzi R
- Subjects
- Adult, Female, Humans, Male, Phantoms, Imaging, Reproducibility of Results, Cartilage, Articular anatomy & histology, Hip Joint anatomy & histology, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods
- Abstract
Background: Quantitative MRI can detect early changes in cartilage biochemical components, but its routine clinical implementation is challenging., Purpose: To introduce a novel technique to measure T
1 and T2 along radial sections of the hip for accurate and reproducible multiparametric quantitative cartilage assessment in a clinically feasible scan time., Study Type: Reproducibility, technical validation., Subjects/phantom: A seven-compartment phantom and three healthy volunteers., Field Strength/sequence: A novel MR pulse sequence that simultaneously measures proton density (PD), T1 , and T2 at 3 T was developed. Automatic positioning and semiautomatic cartilage segmentation were implemented to improve consistency and simplify workflow., Assessment: Intra- and interscanner variability of our technique was assessed over multiple scans on three different MR scanners., Statistical Tests: For each scan, the median of cartilage T1 and T2 over six radial slices was calculated. Restricted maximum likelihood estimation of variance components was used to estimate intrasubject variances reflecting variation between results from the two scans using the same scanner (intrascanner variance) and variation among results from the three scanners (interscanner variance)., Results: The estimation error for T1 and T2 with respect to reference standard measurements was less than 3% on average for the phantom. The average interscanner coefficient of variation was 1.5% (1.2-1.9%) and 0.9% (0.0-3.7%) for T1 and T2 , respectively, in the seven compartments of the phantom. Total scan time in vivo was 7:13 minutes to obtain PD, T1 , and T2 maps along six radial hip sections at 0.6 × 0.6 × 4.0 mm3 voxel resolution. Interscanner variability for the in vivo study was 1.99% and 5.46% for T1 and T2 , respectively. in vivo intrascanner variability was 1.15% for T1 and 3.24% for T2 ., Data Conclusion: Our method, which includes slice positioning, model-based parameter estimation, and cartilage segmentation, is highly reproducible. It could enable employing quantitative hip cartilage evaluation for longitudinal and multicenter studies., Level of Evidence: 1 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2019;50:810-815., (© 2018 International Society for Magnetic Resonance in Medicine.)- Published
- 2019
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25. Fingerprinting Orientation Distribution Functions in diffusion MRI detects smaller crossing angles.
- Author
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Baete SH, Cloos MA, Lin YC, Placantonakis DG, Shepherd T, and Boada FE
- Subjects
- Algorithms, Brain anatomy & histology, Computer Simulation, Humans, Neural Pathways anatomy & histology, Neural Pathways diagnostic imaging, Reproducibility of Results, Signal-To-Noise Ratio, White Matter anatomy & histology, Brain diagnostic imaging, Brain Mapping methods, Diffusion Magnetic Resonance Imaging, Image Processing, Computer-Assisted methods, White Matter diagnostic imaging
- Abstract
Diffusion tractography is routinely used to study white matter architecture and brain connectivity in vivo. A key step for successful tractography of neuronal tracts is the correct identification of tract directions in each voxel. Here we propose a fingerprinting-based methodology to identify these fiber directions in Orientation Distribution Functions, dubbed ODF-Fingerprinting (ODF-FP). In ODF-FP, fiber configurations are selected based on the similarity between measured ODFs and elements in a pre-computed library. In noisy ODFs, the library matching algorithm penalizes the more complex fiber configurations. ODF simulations and analysis of bootstrapped partial and whole-brain in vivo datasets show that the ODF-FP approach improves the detection of fiber pairs with small crossing angles while maintaining fiber direction precision, which leads to better tractography results. Rather than focusing on the ODF maxima, the ODF-FP approach uses the whole ODF shape to infer fiber directions to improve the detection of fiber bundles with small crossing angle. The resulting fiber directions aid tractography algorithms in accurately displaying neuronal tracts and calculating brain connectivity., (Copyright © 2019 Elsevier Inc. All rights reserved.)
- Published
- 2019
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26. Hybrid-state free precession in nuclear magnetic resonance.
- Author
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Assländer J, Novikov DS, Lattanzi R, Sodickson DK, and Cloos MA
- Abstract
The dynamics of large spin-1/2 ensembles are commonly described by the Bloch equation, which is characterized by the magnetization's non-linear response to the driving magnetic field. Consequently, most magnetic field variations result in non-intuitive spin dynamics, which are sensitive to small calibration errors. Although simplistic field variations result in robust spin dynamics, they do not explore the richness of the system's phase space. Here, we identify adiabaticity conditions that span a large experiment design space with tractable dynamics. All dynamics are trapped in a one-dimensional subspace, namely in the magnetization's absolute value, which is in a transient state, while its direction adiabatically follows the steady state. In this hybrid state, the polar angle is the effective drive of the spin dynamics. As an example, we optimize this drive for robust and efficient quantification of spin relaxation times and utilize it for magnetic resonance imaging of the human brain., Competing Interests: Competing interests: The authors declare no competing interests.
- Published
- 2019
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27. Exploring the sensitivity of magnetic resonance fingerprinting to motion.
- Author
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Yu Z, Zhao T, Assländer J, Lattanzi R, Sodickson DK, and Cloos MA
- Subjects
- Algorithms, Artifacts, Brain Mapping methods, Healthy Volunteers, Humans, Magnetic Resonance Spectroscopy, Phantoms, Imaging, Brain diagnostic imaging, Magnetic Resonance Imaging, Motion
- Abstract
Purpose: To explore the motion sensitivity of magnetic resonance fingerprinting (MRF), we performed experiments with different types of motion at various time intervals during multiple scans. Additionally, we investigated the possibility to correct the motion artifacts based on redundancy in MRF data., Methods: A radial version of the FISP-MRF sequence was used to acquire one transverse slice through the brain. Three subjects were instructed to move in different patterns (in-plane rotation, through-plane wiggle, complex movements, adjust head position, and pretend itch) during different time intervals. The potential to correct motion artifacts in MRF by removing motion-corrupted data points from the fingerprints and dictionary was evaluated., Results: Morphological structures were well preserved in multi-parametric maps despite subject motion. Although the bulk T
1 values were not significantly affected by motion, fine structures were blurred when in-plane motion was present during the first part of the scan. On the other hand, T2 values showed a considerable deviation from the motion-free results, especially when through-plane motion was present in the middle of the scan (-44% on average). Explicitly removing the motion-corrupted data from the scan partially restored the T2 values (-10% on average)., Conclusion: Our experimental results showed that different kinds of motion have distinct effects on the precision and effective resolution of the parametric maps measured with MRF. Although MRF-based acquisitions can be relatively robust to motion effects occurring at the beginning or end of the sequence, relying on redundancy in the data alone is not sufficient to assure the accuracy of the multi-parametric maps in all cases., (Copyright © 2018 Elsevier Inc. All rights reserved.)- Published
- 2018
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28. A highly decoupled transmit-receive array design with triangular elements at 7T.
- Author
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Chen G, Zhang B, Cloos MA, Sodickson DK, and Wiggins GC
- Subjects
- Equipment Design, Image Processing, Computer-Assisted, Phantoms, Imaging, Signal-To-Noise Ratio, Magnetic Resonance Imaging instrumentation, Magnetic Resonance Imaging methods
- Abstract
Purpose: Transmit arrays are essential tools for various RF shimming or parallel excitation techniques at 7T. Here we present an array design with triangular coils to improve diversity in the B
1 profiles in the longitudinal (z) direction and allow for next-nearest neighbor decoupling., Methods: Two cylindrical 8-channel arrays having the same length and diameter, 1 of triangular coils and the other of rectangular coils, were constructed and compared in phantom imaging experiments using measures of excitation distribution for a variety of RF shim settings and geometry factor maps for different accelerations on different planes., Results: Coupling between elements was -20 dB or better for all triangular coil pairs, but worse than -12 dB for several of the rectangular coil pairs. Both coils could produce adequate shims on a central transverse plane, but the same shim produced worse results off center for the triangular coil array than for the rectangular coil array. Compared to the rectangular coil array, the maximum geometry factor for the triangular coil array was reduced by a factor of 13.1 when using a 2-fold acceleration in the z-direction., Conclusion: An array design with triangular coils provides effective decoupling mechanisms for nearest and next-nearest neighboring elements, as well as diversity in B1 profiles along the z-direction, although this also means that individual slices must be shimmed separately. This design is well suited for parallel transmit applications while also having high receive sensitivity., (© 2018 International Society for Magnetic Resonance in Medicine.)- Published
- 2018
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29. Publisher Correction: A high-impedance detector-array glove for magnetic resonance imaging of the hand.
- Author
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Zhang B, Sodickson DK, and Cloos MA
- Abstract
Owing to a technical error, this Article was originally published with an incorrect published online date of '4 May 2018'; it should have been '7 May 2018'. This has now been corrected.
- Published
- 2018
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30. A rigid, stand-off hybrid dipole, and birdcage coil array for 7 T body imaging.
- Author
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Paška J, Cloos MA, and Wiggins GC
- Subjects
- Abdomen diagnostic imaging, Equipment Design, Female, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging methods, Male, Phantoms, Imaging, Signal-To-Noise Ratio, Whole Body Imaging methods, Magnetic Resonance Imaging instrumentation, Whole Body Imaging instrumentation
- Abstract
Purpose: To design a robust and patient friendly radiofrequency coil array (8-channel transmit and 16-channel receive) for cross-sectional body imaging at 7 T, and to improve our understanding of the combination of dipole and loop like elements for ultra high field strengths., Methods: The hybrid coil array was optimized in eletromagnetic simulations. Considered array candidates were the dipole, loop and birdcage array. The winning design was constructed and the signal-to-noise (SNR) was compared to a close fitting array at 3 T. Transmit and receive properties for different body sizes were assessed, and multi-parametric maps were acquired with the Plug-and-Play MRF method., Results: The winning design consists of a dipole array for transceive combined with a birdcage array for receive only. The central SNR improved by a factor of 3 as compared to a 3 T system with a local receive array. A transmit efficiency between 2.4 and 3.9 μT/kW, a specific absorption rate efficiency of 0.25 to 0.53 μT/W/kg, and a high SNR was achieved in the center for the targeted patient population., Conclusion: The constructed coil array is easy to handle, safe, and patient friendly, allowing further development of abdominal imaging at 7 T. Quantitative MRI in the abdomen is possible with Plug-and-Play MRF using the designed coil array. Magn Reson Med 80:822-832, 2018. © 2017 International Society for Magnetic Resonance in Medicine., (© 2017 International Society for Magnetic Resonance in Medicine.)
- Published
- 2018
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31. A high-impedance detector-array glove for magnetic resonance imaging of the hand.
- Author
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Zhang B, Sodickson DK, and Cloos MA
- Abstract
Densely packed resonant structures used for magnetic resonance imaging (MRI), such as nuclear magnetic resonance phased-array detectors, suffer from resonant inductive coupling, which restricts coil design to fixed geometries, imposes performance limitations, and narrows the scope of MRI experiments to motionless subjects. Here, we report the design of high-impedance detectors, and the fabrication and performance of a wearable detector array for MRI of the hand, that cloak themselves from electrodynamic interactions with neighboring elements. We experimentally verified that the detectors do not suffer from signal-to-noise degradation mechanisms typically observed with the use of traditional low-impedance elements. The detectors are adaptive and can accommodate movement, providing access to the imaging of soft-tissue biomechanics with unprecedented flexibility. The design of the wearable detector glove exemplifies the potential of high-impedance detectors in enabling a wide range of applications that are not well suited to traditional coil designs.
- Published
- 2018
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32. Phase unwinding for dictionary compression with multiple channel transmission in magnetic resonance fingerprinting.
- Author
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Lattanzi R, Zhang B, Knoll F, Assländer J, and Cloos MA
- Subjects
- Algorithms, Artifacts, Humans, Data Compression methods, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods, Phantoms, Imaging
- Abstract
Purpose: Magnetic Resonance Fingerprinting reconstructions can become computationally intractable with multiple transmit channels, if the B
1 + phases are included in the dictionary. We describe a general method that allows to omit the transmit phases. We show that this enables straightforward implementation of dictionary compression to further reduce the problem dimensionality., Methods: We merged the raw data of each RF source into a single k-space dataset, extracted the transceiver phases from the corresponding reconstructed images and used them to unwind the phase in each time frame. All phase-unwound time frames were combined in a single set before performing SVD-based compression. We conducted synthetic, phantom and in-vivo experiments to demonstrate the feasibility of SVD-based compression in the case of two-channel transmission., Results: Unwinding the phases before SVD-based compression yielded artifact-free parameter maps. For fully sampled acquisitions, parameters were accurate with as few as 6 compressed time frames. SVD-based compression performed well in-vivo with highly under-sampled acquisitions using 16 compressed time frames, which reduced reconstruction time from 750 to 25min., Conclusion: Our method reduces the dimensions of the dictionary atoms and enables to implement any fingerprint compression strategy in the case of multiple transmit channels., (Copyright © 2018 Elsevier Inc. All rights reserved.)- Published
- 2018
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33. Low rank alternating direction method of multipliers reconstruction for MR fingerprinting.
- Author
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Assländer J, Cloos MA, Knoll F, Sodickson DK, Hennig J, and Lattanzi R
- Subjects
- Algorithms, Artifacts, Brain diagnostic imaging, Brain Mapping, Computer Simulation, Data Compression methods, Fourier Analysis, Healthy Volunteers, Humans, Image Enhancement methods, Image Interpretation, Computer-Assisted methods, Magnetic Fields, Models, Statistical, Phantoms, Imaging, Sensitivity and Specificity, Signal Processing, Computer-Assisted, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging
- Abstract
Purpose: The proposed reconstruction framework addresses the reconstruction accuracy, noise propagation and computation time for magnetic resonance fingerprinting., Methods: Based on a singular value decomposition of the signal evolution, magnetic resonance fingerprinting is formulated as a low rank (LR) inverse problem in which one image is reconstructed for each singular value under consideration. This LR approximation of the signal evolution reduces the computational burden by reducing the number of Fourier transformations. Also, the LR approximation improves the conditioning of the problem, which is further improved by extending the LR inverse problem to an augmented Lagrangian that is solved by the alternating direction method of multipliers. The root mean square error and the noise propagation are analyzed in simulations. For verification, in vivo examples are provided., Results: The proposed LR alternating direction method of multipliers approach shows a reduced root mean square error compared to the original fingerprinting reconstruction, to a LR approximation alone and to an alternating direction method of multipliers approach without a LR approximation. Incorporating sensitivity encoding allows for further artifact reduction., Conclusion: The proposed reconstruction provides robust convergence, reduced computational burden and improved image quality compared to other magnetic resonance fingerprinting reconstruction approaches evaluated in this study. Magn Reson Med 79:83-96, 2018. © 2017 International Society for Magnetic Resonance in Medicine., (© 2017 International Society for Magnetic Resonance in Medicine.)
- Published
- 2018
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34. Mitigation of B1+ inhomogeneity using spatially selective excitation with jointly designed quadratic spatial encoding magnetic fields and RF shimming.
- Author
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Hsu YC, Lattanzi R, Chu YH, Cloos MA, Sodickson DK, and Lin FH
- Subjects
- Algorithms, Head diagnostic imaging, Humans, Magnetic Fields, Phantoms, Imaging, Radio Waves, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods, Signal Processing, Computer-Assisted
- Abstract
Purpose: The inhomogeneity of flip angle distribution is a major challenge impeding the application of high-field MRI. We report a method combining spatially selective excitation using generalized spatial encoding magnetic fields (SAGS) with radiofrequency (RF) shimming to achieve homogeneous excitation. This method can be an alternative approach to address the challenge of B1+ inhomogeneity using nonlinear gradients., Methods: We proposed a two-step algorithm that jointly optimizes the combination of nonlinear spatial encoding magnetic fields and the combination of multiple RF transmitter coils and then optimizes the locations, RF amplitudes, and phases of the spokes., Results: Our results show that jointly designed SAGS and RF shimming can provide a more homogeneous flip angle distribution than using SAGS or RF shimming alone. Compared with RF shimming alone, our approach can reduce the relative standard deviation of flip angle by 56% and 52% using phantom and human head data, respectively., Conclusion: The jointly designed SAGS and RF shimming method can be used to achieve homogeneous flip angle distributions when fully parallel RF transmission is not available. Magn Reson Med 78:577-587, 2017. © 2016 International Society for Magnetic Resonance in Medicine., (© 2016 International Society for Magnetic Resonance in Medicine.)
- Published
- 2017
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35. Validation of surface-to-volume ratio measurements derived from oscillating gradient spin echo on a clinical scanner using anisotropic fiber phantoms.
- Author
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Lemberskiy G, Baete SH, Cloos MA, Novikov DS, and Fieremans E
- Subjects
- Anisotropy, Equipment Design, Equipment Failure Analysis, Humans, Reproducibility of Results, Sensitivity and Specificity, Echo-Planar Imaging instrumentation, Echo-Planar Imaging methods, Image Interpretation, Computer-Assisted methods, Imaging, Three-Dimensional methods, Oscillometry methods, Phantoms, Imaging, Polyethylenes chemistry
- Abstract
A diffusion measurement in the short-time surface-to-volume ratio (S/V) limit (Mitra et al., Phys Rev Lett. 1992;68:3555) can disentangle the free diffusion coefficient from geometric restrictions to diffusion. Biophysical parameters, such as the S/V of tissue membranes, can be used to estimate microscopic length scales non-invasively. However, due to gradient strength limitations on clinical MRI scanners, pulsed gradient spin echo (PGSE) measurements are impractical for probing the S/V limit. To achieve this limit on clinical systems, an oscillating gradient spin echo (OGSE) sequence was developed. Two phantoms containing 10 fiber bundles, each consisting of impermeable aligned fibers with different packing densities, were constructed to achieve a range of S/V values. The frequency-dependent diffusion coefficient, D(ω), was measured in each fiber bundle using OGSE with different gradient waveforms (cosine, stretched cosine, and trapezoidal), while D(t) was measured from PGSE and stimulated-echo measurements. The S/V values derived from the universal high-frequency behavior of D(ω) were compared against those derived from quantitative proton density measurements using single spin echo (SE) with varying echo times, and from magnetic resonance fingerprinting (MRF). S/V estimates derived from different OGSE waveforms were similar and demonstrated excellent correlation with both SE- and MRF-derived S/V measures (ρ ≥ 0.99). Furthermore, there was a smoother transition between OGSE frequency f and PGSE diffusion time when using teffS/V=9/64f, rather than the commonly used t
eff = 1/(4f), validating the specific frequency/diffusion time conversion for this regime. Our well-characterized fiber phantom can be used for the calibration of OGSE and diffusion modeling techniques, as the S/V ratio can be measured independently using other MR modalities. Moreover, our calibration experiment offers an exciting perspective of mapping tissue S/V on clinical systems., (Copyright © 2017 John Wiley & Sons, Ltd.)- Published
- 2017
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36. Multiparametric imaging with heterogeneous radiofrequency fields.
- Author
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Cloos MA, Knoll F, Zhao T, Block KT, Bruno M, Wiggins GC, and Sodickson DK
- Subjects
- Artifacts, Electromagnetic Fields, Humans, Phantoms, Imaging, Reproducibility of Results, Image Interpretation, Computer-Assisted methods, Imaging, Three-Dimensional methods, Magnetic Resonance Imaging methods, Radio Waves
- Abstract
Magnetic resonance imaging (MRI) has become an unrivalled medical diagnostic technique able to map tissue anatomy and physiology non-invasively. MRI measurements are meticulously engineered to control experimental conditions across the sample. However, residual radiofrequency (RF) field inhomogeneities are often unavoidable, leading to artefacts that degrade the diagnostic and scientific value of the images. Here we show that, paradoxically, these artefacts can be eliminated by deliberately interweaving freely varying heterogeneous RF fields into a magnetic resonance fingerprinting data-acquisition process. Observations made based on simulations are experimentally confirmed at 7 Tesla (T), and the clinical implications of this new paradigm are illustrated with in vivo measurements near an orthopaedic implant at 3T. These results show that it is possible to perform quantitative multiparametric imaging with heterogeneous RF fields, and to liberate MRI from the traditional struggle for control over the RF field uniformity.
- Published
- 2016
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37. Accelerating parallel transmit array B1 mapping in high field MRI with slice undersampling and interpolation by kriging.
- Author
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Ferrand G, Luong M, Cloos MA, Amadon A, and Wackernagel H
- Subjects
- Algorithms, Brain anatomy & histology, Brain physiology, Humans, Models, Statistical, Phantoms, Imaging, Reproducibility of Results, Brain Mapping methods, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods
- Abstract
Transmit arrays have been developed to mitigate the RF field inhomogeneity commonly observed in high field magnetic resonance imaging (MRI), typically above 3T. To this end, the knowledge of the RF complex-valued B1 transmit-sensitivities of each independent radiating element has become essential. This paper details a method to speed up a currently available B1-calibration method. The principle relies on slice undersampling, slice and channel interleaving and kriging, an interpolation method developed in geostatistics and applicable in many domains. It has been demonstrated that, under certain conditions, kriging gives the best estimator of a field in a region of interest. The resulting accelerated sequence allows mapping a complete set of eight volumetric field maps of the human head in about 1 min. For validation, the accuracy of kriging is first evaluated against a well-known interpolation technique based on Fourier transform as well as to a B1-maps interpolation method presented in the literature. This analysis is carried out on simulated and decimated experimental B1 maps. Finally, the accelerated sequence is compared to the standard sequence on a phantom and a volunteer. The new sequence provides B1 maps three times faster with a loss of accuracy limited potentially to about 5%.
- Published
- 2014
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38. Design of non-selective refocusing pulses with phase-free rotation axis by gradient ascent pulse engineering algorithm in parallel transmission at 7T.
- Author
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Massire A, Cloos MA, Vignaud A, Le Bihan D, Amadon A, and Boulant N
- Subjects
- Equipment Design, Equipment Failure Analysis, Phantoms, Imaging, Reproducibility of Results, Sensitivity and Specificity, Algorithms, Image Enhancement instrumentation, Image Enhancement methods, Magnetic Resonance Imaging instrumentation, Magnetic Resonance Imaging methods, Signal Processing, Computer-Assisted instrumentation, Transducers
- Abstract
At ultra-high magnetic field (≥ 7T), B1 and ΔB0 non-uniformities cause undesired inhomogeneities in image signal and contrast. Tailored radiofrequency pulses exploiting parallel transmission have been shown to mitigate these phenomena. However, the design of large flip angle excitations, a prerequisite for many clinical applications, remains challenging due the non-linearity of the Bloch equation. In this work, we explore the potential of gradient ascent pulse engineering to design non-selective spin-echo refocusing pulses that simultaneously mitigate severe B1 and ΔB0 non-uniformities. The originality of the method lays in the optimization of the rotation matrices themselves as opposed to magnetization states. Consequently, the commonly used linear class of large tip angle approximation can be eliminated from the optimization procedure. This approach, combined with optimal control, provides additional degrees of freedom by relaxing the phase constraint on the rotation axis, and allows the derivative of the performance criterion to be found analytically. The method was experimentally validated on an 8-channel transmit array at 7T, using a water phantom with B1 and ΔB0 inhomogeneities similar to those encountered in the human brain. For the first time in MRI, the rotation matrix itself on every voxel was measured by using Quantum Process Tomography. The results are complemented with a series of spin-echo measurements comparing the proposed method against commonly used alternatives. Both experiments confirm very good performance, while simultaneously maintaining a low energy deposition and pulse duration compared to well-known adiabatic solutions., (Copyright © 2013 Elsevier Inc. All rights reserved.)
- Published
- 2013
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39. Parallel-transmission-enabled magnetization-prepared rapid gradient-echo T1-weighted imaging of the human brain at 7 T.
- Author
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Cloos MA, Boulant N, Luong M, Ferrand G, Giacomini E, Hang MF, Wiggins CJ, Le Bihan D, and Amadon A
- Subjects
- Algorithms, Brain physiology, Brain Mapping instrumentation, Humans, Magnetic Resonance Imaging instrumentation, Brain anatomy & histology, Brain Mapping methods, Image Interpretation, Computer-Assisted methods, Magnetic Resonance Imaging methods
- Abstract
One of the promises of Ultra High Field (UHF) MRI scanners is to bring finer spatial resolution in the human brain images due to an increased signal to noise ratio. However, at such field strengths, the spatial non-uniformity of the Radio Frequency (RF) transmit profiles challenges the applicability of most MRI sequences, where the signal and contrast levels strongly depend on the flip angle (FA) homogeneity. In particular, the MP-RAGE sequence, one of the most commonly employed 3D sequences to obtain T1-weighted anatomical images of the brain, is highly sensitive to these spatial variations. These cause deterioration in image quality and complicate subsequent image post-processing such as automated tissue segmentation at UHF. In this work, we evaluate the potential of parallel-transmission (pTx) to obtain high-quality MP-RAGE images of the human brain at 7 T. To this end, non-selective transmit-SENSE pulses were individually tailored for each of 8 subjects under study, and applied to an 8-channel transmit-array. Such RF pulses were designed both for the low-FA excitation train and the 180° inversion preparation involved in the sequence, both utilizing the recently introduced k(T)-point trajectory. The resulting images were compared with those obtained from the conventional method and from subject-specific RF-shimmed excitations. In addition, four of the volunteers were scanned at 3 T for benchmarking purposes (clinical setup without pTx). Subsequently, automated tissue classification was performed to provide a more quantitative measure of the final image quality. Results indicated that pTx could already significantly improve image quality at 7 T by adopting a suitable RF-Shim. Exploiting the full potential of the pTx-setup, the proposed k(T)-point method provided excellent inversion fidelity, comparable to what is commonly only achievable at 3 T with energy intensive adiabatic pulses. Furthermore, the cumulative energy deposition was simultaneously reduced by over 40% compared to the conventional adiabatic inversions. Regarding the low-FA k(T)-point based excitations, the FA uniformity achieved at 7 T surpassed what is typically obtained at 3 T. Subsequently, automated white and gray matter segmentation not only confirmed the expected improvements in image quality, but also suggests that care should be taken to properly account for the strong local susceptibility effects near cranial cavities. Overall, these findings indicate that the k(T)-point-based pTx solution is an excellent candidate for UHF 3D imaging, where patient safety is a major concern due to the increase of specific absorption rates., (Copyright © 2012 Elsevier Inc. All rights reserved.)
- Published
- 2012
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40. Thermal simulations in the human head for high field MRI using parallel transmission.
- Author
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Massire A, Cloos MA, Luong M, Amadon A, Vignaud A, Wiggins CJ, and Boulant N
- Subjects
- Computer Simulation, Dose-Response Relationship, Radiation, Humans, Magnetic Fields, Radiation Dosage, Body Temperature physiology, Body Temperature radiation effects, Head physiology, Head radiation effects, Magnetic Resonance Imaging, Models, Biological
- Abstract
Purpose: To investigate, via numerical simulations, the compliance of the specific absorption rate (SAR) versus temperature guidelines for the human head in magnetic resonance imaging procedures utilizing parallel transmission at high field., Materials and Methods: A combination of finite element and finite-difference time-domain methods was used to calculate the evolution of the temperature distribution in the human head for a large number of parallel transmission scenarios. The computations were performed on a new model containing 20 anatomical structures., Results: Among all the radiofrequency field exposure schemes simulated, the recommended 39°C maximum local temperature was never exceeded when the local 10-g average SAR threshold was reached. On the other hand, the maximum temperature barely complied with its guideline when the global SAR reached 3.2 W/kg. The maximal temperature in the eye could very well rise by more than 1°C in both cases., Conclusion: Considering parallel transmission, the recommended values of local 10-g SAR may remain a relevant metric to ensure that the local temperature inside the human head never exceeds 39°C, although it can lead to rises larger than 1°C in the eye. Monitoring temperature instead of SAR can provide increased flexibility in pulse design for parallel transmission., (Copyright © 2012 Wiley Periodicals, Inc.)
- Published
- 2012
- Full Text
- View/download PDF
41. kT -points: short three-dimensional tailored RF pulses for flip-angle homogenization over an extended volume.
- Author
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Cloos MA, Boulant N, Luong M, Ferrand G, Giacomini E, Le Bihan D, and Amadon A
- Subjects
- Humans, Image Enhancement methods, Organ Size, Reproducibility of Results, Sensitivity and Specificity, Algorithms, Brain anatomy & histology, Image Interpretation, Computer-Assisted methods, Imaging, Three-Dimensional methods, Magnetic Resonance Imaging methods, Pattern Recognition, Automated methods
- Abstract
With Transmit SENSE, we demonstrate the feasibility of uniformly exciting a volume such as the human brain at 7T through the use of an original minimalist transmit k-space coverage, referred to as "k(T) -points." Radio-frequency energy is deposited only at a limited number of k-space locations in the vicinity of the center to counteract transmit sensitivity inhomogeneities. The resulting nonselective pulses are short and need little energy compared to adiabatic or other B 1+-robust pulses available in the literature, making them good candidates for short-repetition time 3D sequences at high field. Experimental verification was performed on three human volunteers at 7T by means of an 8-channel transmit array system. On average, whereas the standard circularly polarized excitation resulted in a 33%-flip angle spread (standard deviation over mean) throughout the brain, and a static radio-frequency shim showed flip angle variations of 17% and up, application of k(T) -point-based excitations demonstrated excellent flip angle uniformity (8%) for a small target flip angle and with sub-millisecond durations., (Copyright © 2011 Wiley-Liss, Inc.)
- Published
- 2012
- Full Text
- View/download PDF
42. Generalized double-acquisition imaging for radiofrequency inhomogeneity mitigation in high-field MRI: experimental proof and performance analysis.
- Author
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Ferrand G, Luong M, Amadon A, Cloos MA, Giacomini E, and Darrasse L
- Subjects
- Equipment Design, Equipment Failure Analysis, Humans, Phantoms, Imaging, Reproducibility of Results, Sensitivity and Specificity, Artifacts, Brain anatomy & histology, Image Enhancement instrumentation, Magnetic Resonance Imaging instrumentation, Magnetics instrumentation
- Abstract
Transmit arrays have been developed to compensate for radiofrequency inhomogeneities in high-field MRI using different excitation schemes. They can be classified into static or dynamic shimmings depending on the target: homogenizing the radiofrequency field directly or homogenizing the flip angle distribution using the Bloch equation. We have developed an intermediate solution to compare shimming performances between different transmit arrays. This solution, called generalized double-acquisition imaging, is easier to implement than most dynamic shimming methods and offers more degrees of freedom than static shimmings. It uses two acquisitions so that the second acquisition complements the excitation of the first one to obtain by superposition an image that minimizes radiofrequency artefacts. For validation, the method is demonstrated experimentally for a gradient echo sequence on a spherical homogeneous phantom and by simulation on a human head model., (Copyright © 2011 Wiley-Liss, Inc.)
- Published
- 2012
- Full Text
- View/download PDF
43. Laser-induced primary and secondary hemostasis dynamics and mechanisms in relation to selective photothermolysis of port wine stains.
- Author
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Heger M, Salles II, Bezemer R, Cloos MA, Mordon SR, Bégu S, Deckmyn H, and Beek JF
- Subjects
- Animals, Blood Platelets pathology, Blood Platelets physiology, Cricetinae, Disease Models, Animal, Fluorescent Dyes, Hemodynamics, Hemostasis, Surgical, Humans, Male, Mesocricetus, Microscopy, Fluorescence, Port-Wine Stain pathology, Port-Wine Stain physiopathology, Laser Therapy, Port-Wine Stain surgery
- Abstract
Background: Superficial vascular anomalies such as port wine stains are commonly treated by selective photothermolysis (SP). The endovascular laser-tissue interactions underlying SP are governed by a photothermal response (thermocoagulation of blood) and a hemodynamic response (thrombosis). Currently it is not known whether the hemodynamic response encompasses both primary and secondary hemostasis, which platelet receptors are involved, and what the SP-induced thrombosis kinetics are in low-flow venules., Objectives: To (1) define the role and kinetics of primary and secondary hemostasis in laser-induced thrombus formation and (2) determine which key platelet surface receptors are involved in the hemodynamic response., Methods: 532-nm laser-irradiated hamster dorsal skin fold venules were studied by intravital fluorescence microscopy following fluorescent labeling of platelets with 5(6)-carboxyfluorescein. Heparin and fluorescently labeled anti-glycoprotein Ib-α (GPIbα) and anti-P-selectin antibodies were administered to investigate the role of coagulation and platelet receptors, respectively. Lesional sizes were quantified by software., Results: Laser irradiation consistently produced sub-occlusive thermal coagula. Thrombosis was triggered in all irradiated venules in a thermal coagulum-independent manner and peaked at 6.25min post-irradiation. Heparin decreased the maximum thrombus size and caused thrombosis to reach a maximum at 1.25min. Immunoblocking of GPIbα abated the extent of thrombosis, whereas immunoblocking of P-selectin had no effect., Conclusions: The hemodynamic response ensues the photothermal response in a thermal coagulum-independent manner and involves primary and secondary hemostasis. Primary hemostasis is mediated by constitutively expressed GPIbα but not by activation-dependent P-selectin., (Copyright © 2011 Japanese Society for Investigative Dermatology. Published by Elsevier Ireland Ltd. All rights reserved.)
- Published
- 2011
- Full Text
- View/download PDF
44. B1 and B0 inhomogeneity mitigation in the human brain at 7 T with selective pulses by using average Hamiltonian theory.
- Author
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Boulant N, Cloos MA, and Amadon A
- Subjects
- Humans, Reproducibility of Results, Sensitivity and Specificity, Signal Processing, Computer-Assisted, Algorithms, Artifacts, Brain anatomy & histology, Image Enhancement methods, Image Interpretation, Computer-Assisted methods
- Abstract
A novel method based on average Hamiltonian theory to design selective pulses is reported. With this tool, it is first shown how to shape the radiofrequency and gradient pulses to generate a desired rotation matrix, which is independent of the position through the slice of interest. After theoretical examination of the concept, it is applied to the strongly modulating pulses' recipe developed by the same authors and initially designed to be nonselective, to mitigate the amplitude of (excitation) radiofrequency field and amplitude of static (polarizing) field inhomogeneity problems at high field. Two in vivo human brain imaging experiments at 7 T are reported to prove the validity of the technique., (Copyright © 2010 Wiley-Liss, Inc.)
- Published
- 2011
- Full Text
- View/download PDF
45. Local SAR reduction in parallel excitation based on channel-dependent Tikhonov parameters.
- Author
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Cloos MA, Luong M, Ferrand G, Amadon A, Le Bihan D, and Boulant N
- Subjects
- Absorption, Brain, Computer Simulation, Humans, Phantoms, Imaging, Magnetic Resonance Imaging methods
- Abstract
Purpose: To reduce the local specific absorption rate (SAR) obtained with tailored pulses using parallel transmission while obtaining homogenous flip angle distributions., Materials and Methods: Finite-element simulations on a human head model were performed to obtain the individual magnetic and electric field maps for each channel of a parallel transmit array. From those maps, SAR calculations were carried out for "spoke" pulses designed to homogenize the flip angle in an axial slice of a human brain at 7 T. Based on the assumption that the coil element nearest to the maximum local energy deposition is the dominant contributor to the corresponding hot spot, a set of channel-dependent Tikhonov parameters is optimized. Resulting SAR distributions are compared to the ones obtained when using standard pulse design approaches based on a single Tikhonov parameter., Results: In both the small- and large-tip-angle domain, the simulations show local SAR reductions by over a factor of 2 (4) for a well-centered (off-centered) head model at the expense of roughly 1% increment in flip-angle spread over the slice., Conclusion: Significant SAR reductions can be obtained by optimizing channel-dependent Tikhonov parameters based on the relation between coil elements and SAR hot spot positions., (© 2010 Wiley-Liss, Inc.)
- Published
- 2010
- Full Text
- View/download PDF
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