Christina Graf
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Christina Graf has a total of 32 co-authors. Here are the top co-authors by number of shared publications:
- Armin Rund
Institute for Mathematics and Scientific Computing University of Graz Graz Austria
3 shared publications - Rudolf Stollberger
Institute of Biomedical Imaging Graz University of Technology Graz Austria
3 shared publications - Alexander Jaffray
Department of Physics and Astronomy, The University of British Columbia, Vancouver, Canada
2 shared publications - Alexander Rauscher
Department of Physics and Astronomy, University of British Columbia, Vancouver, British Columbia, Canada
2 shared publications Armin Rund
Independent researcher, Gross-Zimmern, Germany
2 shared publications- Martin Soellradl
Institute of Biomedical Imaging Graz University of Technology Graz Austria
2 shared publications
Latest Publications
- Open Access
- 6 May 2026
- Published by Springer Nature in Nature Communications
- Vol. 17 (1) , 4061
Hyperintense FLAIR signal in the anterior cranial fossa
- 6 May 2026
- Published by Springer Nature in Nature Communications
- Vol. 17 (1) , 4061
Open AccessHyperintense FLAIR signal in the anterior cranial fossa
- 1 November 2025
- Published by Radiological Society of North America (RSNA) in Radiology
- Vol. 317 (2) , e250108
C-FLAIR: Fluid-attenuated Inversion Recovery with Controlled Artifact Suppression in Brain MRI
Robust inversion in fluid-attenuated inversion recovery reduced artifacts in brain MRI that mimic hyperintense white matter lesions.
- 1 November 2025
- Published by Radiological Society of North America (RSNA) in Radiology
- Vol. 317 (2) , e250108
C-FLAIR: Fluid-attenuated Inversion Recovery with Controlled Artifact Suppression in Brain MRI
Robust inversion in fluid-attenuated inversion recovery reduced artifacts in brain MRI that mimic hyperintense white matter lesions.
- Open Access
- 9 September 2024
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 93 (1) , 51-66
Rational approximation of golden angles: Accelerated reconstructions for radial MRI
Purpose: To develop a generic radial sampling scheme that combines the advantages of golden ratio sampling with simplicity of equidistant angular patterns. The irrational angle between consecutive spokes in golden ratio‐based sampling schemes enables a flexible retrospective choice of temporal resolution, while preserving good coverage of k‐space for each individual bin. Nevertheless, irrational increments prohibit precomputation of the point‐spread function (PSF), can lead to numerical problems, and require more complex processing steps. To avoid these problems, a new sampling scheme based on a rational approximation of golden angles (RAGA) is developed.Methods: The theoretical properties of RAGA sampling are mathematically derived. Sidelobe‐to‐peak ratios (SPR) are numerically computed and compared to the corresponding golden ratio sampling schemes. The sampling scheme is implemented in the BART toolbox and in a radial gradient‐echo sequence. Feasibility is shown for quantitative imaging in a phantom and a cardiac scan of a healthy volunteer.Results: RAGA sampling can accurately approximate golden ratio sampling and has almost identical PSF and SPR. In contrast to golden ratio sampling, each frame can be reconstructed with the same equidistant trajectory using different sampling masks, and the angle of each acquired spoke can be encoded as a small index, which simplifies processing of the acquired data.Conclusion: RAGA sampling provides the advantages of golden ratio sampling while simplifying data processing, rendering it a valuable tool for dynamic and quantitative MRI.
- 9 September 2024
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 93 (1) , 51-66
Open AccessRational approximation of golden angles: Accelerated reconstructions for radial MRI
Purpose: To develop a generic radial sampling scheme that combines the advantages of golden ratio sampling with simplicity of equidistant angular patterns. The irrational angle between consecutive spokes in golden ratio‐based sampling schemes enables a flexible retrospective choice of temporal resolution, while preserving good coverage of k‐space for each individual bin. Nevertheless, irrational increments prohibit precomputation of the point‐spread function (PSF), can lead to numerical problems, and require more complex processing steps. To avoid these problems, a new sampling scheme based on a rational approximation of golden angles (RAGA) is developed.Methods: The theoretical properties of RAGA sampling are mathematically derived. Sidelobe‐to‐peak ratios (SPR) are numerically computed and compared to the corresponding golden ratio sampling schemes. The sampling scheme is implemented in the BART toolbox and in a radial gradient‐echo sequence. Feasibility is shown for quantitative imaging in a phantom and a cardiac scan of a healthy volunteer.Results: RAGA sampling can accurately approximate golden ratio sampling and has almost identical PSF and SPR. In contrast to golden ratio sampling, each frame can be reconstructed with the same equidistant trajectory using different sampling masks, and the angle of each acquired spoke can be encoded as a small index, which simplifies processing of the acquired data.Conclusion: RAGA sampling provides the advantages of golden ratio sampling while simplifying data processing, rendering it a valuable tool for dynamic and quantitative MRI.
- Open Access
- 31 May 2024
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 92 (5) , 1867-1880
Enhanced and robust contrast in CEST MRI: Saturation pulse shape design via optimal control
Purpose: To employ optimal control for the numerical design of Chemical Exchange Saturation Transfer (CEST) saturation pulses to maximize contrast and stability against inhomogeneities.Theory and Methods: We applied an optimal control framework for the design pulse shapes for CEST saturation pulse trains. The cost functional minimized both the pulse energy and the discrepancy between the corresponding CEST spectrum and the target spectrum based on a continuous radiofrequency (RF) pulse. The optimization is subject to hardware limitations. In measurements on a 7 T preclinical scanner, the optimal control pulses were compared to continuous‐wave and Gaussian saturation methods. We conducted a comparison of the optimal control pulses with Gaussian, block pulse trains, and adiabatic spin‐lock pulses.Results: The optimal control pulse train demonstrated saturation levels comparable to continuous‐wave saturation and surpassed Gaussian saturation by up to 50 % in phantom measurements. In phantom measurements at 3 T the optimized pulses not only showcased the highest CEST contrast, but also the highest stability against field inhomogeneities. In contrast, block pulse saturation resulted in severe artifacts. Dynamic Bloch‐McConnell simulations were employed to identify the source of these artifacts, and underscore the robustness of the optimized pulses.Conclusion: In this work, it was shown that a substantial improvement in pulsed saturation CEST imaging can be achieved by using Optimal Control design principles. It is possible to overcome the sensitivity of saturation to B0 inhomogeneities while achieving CEST contrast close to continuous wave saturation.
- 31 May 2024
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 92 (5) , 1867-1880
Open AccessEnhanced and robust contrast in CEST MRI: Saturation pulse shape design via optimal control
Purpose: To employ optimal control for the numerical design of Chemical Exchange Saturation Transfer (CEST) saturation pulses to maximize contrast and stability against inhomogeneities.Theory and Methods: We applied an optimal control framework for the design pulse shapes for CEST saturation pulse trains. The cost functional minimized both the pulse energy and the discrepancy between the corresponding CEST spectrum and the target spectrum based on a continuous radiofrequency (RF) pulse. The optimization is subject to hardware limitations. In measurements on a 7 T preclinical scanner, the optimal control pulses were compared to continuous‐wave and Gaussian saturation methods. We conducted a comparison of the optimal control pulses with Gaussian, block pulse trains, and adiabatic spin‐lock pulses.Results: The optimal control pulse train demonstrated saturation levels comparable to continuous‐wave saturation and surpassed Gaussian saturation by up to 50 % in phantom measurements. In phantom measurements at 3 T the optimized pulses not only showcased the highest CEST contrast, but also the highest stability against field inhomogeneities. In contrast, block pulse saturation resulted in severe artifacts. Dynamic Bloch‐McConnell simulations were employed to identify the source of these artifacts, and underscore the robustness of the optimized pulses.Conclusion: In this work, it was shown that a substantial improvement in pulsed saturation CEST imaging can be achieved by using Optimal Control design principles. It is possible to overcome the sensitivity of saturation to B0 inhomogeneities while achieving CEST contrast close to continuous wave saturation.
- Open Access
- 7 April 2024
- Published by Wiley in NMR in Biomedicine
- Vol. 37 (9) , e5151
Robust dual‐angle T1 measurement in magnetization transfer spectroscopy by time‐optimal control
Summary: Magnetization transfer spectroscopy relies heavily on the robust determination of relaxation times of nuclei participating in metabolic exchange. Challenges arise due to the use of surface RF coils for transmission (high variation) and the broad resonance band of most X nuclei. These challenges are particularly pronounced when fast mapping methods, such as the dual‐angle method, are employed. Consequently, in this work, we develop resonance offset and robust excitation RF pulses for 31P magnetization transfer spectroscopy at 7T through ensemble‐based time‐optimal control. In our approach, we introduce a cost functional for designing robust pulses, incorporating the full Bloch equations as constraints, which are solved using symmetric operator splitting techniques. The optimal control design of the RF pulses developed demonstrates improved accuracy, desired phase properties, and reduced RF power when applied to dual‐angle mapping, thereby improving the precision of exchange‐rate measurements, as demonstrated in a preclinical in vivo study quantifying brain creatine kinase activity.
- 7 April 2024
- Published by Wiley in NMR in Biomedicine
- Vol. 37 (9) , e5151
Open AccessRobust dual‐angle T1 measurement in magnetization transfer spectroscopy by time‐optimal control
Summary: Magnetization transfer spectroscopy relies heavily on the robust determination of relaxation times of nuclei participating in metabolic exchange. Challenges arise due to the use of surface RF coils for transmission (high variation) and the broad resonance band of most X nuclei. These challenges are particularly pronounced when fast mapping methods, such as the dual‐angle method, are employed. Consequently, in this work, we develop resonance offset and robust excitation RF pulses for 31P magnetization transfer spectroscopy at 7T through ensemble‐based time‐optimal control. In our approach, we introduce a cost functional for designing robust pulses, incorporating the full Bloch equations as constraints, which are solved using symmetric operator splitting techniques. The optimal control design of the RF pulses developed demonstrates improved accuracy, desired phase properties, and reduced RF power when applied to dual‐angle mapping, thereby improving the precision of exchange‐rate measurements, as demonstrated in a preclinical in vivo study quantifying brain creatine kinase activity.
- Open Access
- 25 June 2023
- Published by Elsevier in NeuroImage
- Vol. 277, 120251
Whole-Cerebrum distortion-free three-dimensional pseudo-continuous arterial spin labeling at 7T
- 25 June 2023
- Published by Elsevier in NeuroImage
- Vol. 277, 120251
Open AccessWhole-Cerebrum distortion-free three-dimensional pseudo-continuous arterial spin labeling at 7T
- Open Access
- 2 August 2022
- Published by Wiley in NMR in Biomedicine
- Vol. 35 (11) , e4790
Advanced design of MRI inversion pulses for inhomogeneous field conditions by optimal control
Summary: Non‐selective inversion pulses find widespread use in MRI applications, where requirements on them are increasingly demanding. With the use of high and ultra‐high field strength systems, robustness to and inhomogeneities, while tackling SAR and hardware limitations, has rapidly become important. In this work, we propose a time‐optimal control framework for the optimization of ‐ and ‐robust inversion pulses. Robustness is addressed by means of ensemble formulations, while allowing inclusion of hardware and energy limitations. The framework is flexible and performs excellently for various optimization goals. The optimization results are analyzed extensively in numerical experiments. Furthermore, they are validated, and compared with adiabatic RF pulses, in various phantom and in vivo measurements on a 3 T MRI system.
- 2 August 2022
- Published by Wiley in NMR in Biomedicine
- Vol. 35 (11) , e4790
Open AccessAdvanced design of MRI inversion pulses for inhomogeneous field conditions by optimal control
Summary: Non‐selective inversion pulses find widespread use in MRI applications, where requirements on them are increasingly demanding. With the use of high and ultra‐high field strength systems, robustness to and inhomogeneities, while tackling SAR and hardware limitations, has rapidly become important. In this work, we propose a time‐optimal control framework for the optimization of ‐ and ‐robust inversion pulses. Robustness is addressed by means of ensemble formulations, while allowing inclusion of hardware and energy limitations. The framework is flexible and performs excellently for various optimization goals. The optimization results are analyzed extensively in numerical experiments. Furthermore, they are validated, and compared with adiabatic RF pulses, in various phantom and in vivo measurements on a 3 T MRI system.