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Cardiovascular disease is one of the leading causes of death worldwide and, so far, echocardiography, nuclear cardiology, and catheterization are the gold standard techniques used for its detection. Cardiac magnetic resonance (CMR) can replace the invasive imaging modalities and provide a "one-stop shop" characterization of the cardiovascular system by measuring myocardial tissue structure, function and perfusion of the heart, as well as anatomy of and flow in the coronary arteries. In contrast to standard clinical magnetic resonance imaging (MRI) scanners, which are often operated at a field strength of 1.5 or 3 Tesla (T), a higher resolution and subsequent cardiac parameter quantification could potentially be achieved at ultra-high field, i.e., 7 T and above.
Unique insights into the pathophysiology of the heart are expected from ultra-high field MRI, which offers enhanced image quality in combination with novel contrast mechanisms, but suffers from spatio-temporal B0 magnetic field variations. Due to the resulting spatial misregistration and intra-voxel dephasing, these B0-field inhomogeneities generate a variety of undesired image artifacts, e.g., artificial image deformation. The resulting macroscopic field gradients lead to signal loss, because the effective transverse relaxation time T2* is shortened. This affects the accuracy of T2* measurements, which are essential for myocardial tissue characterization. When steady state free precession-based pulse sequences are employed for image acquisition, certain off-resonance frequencies cause signal voids. These banding artifacts complicate the proper marking of the myocardium and, subsequently, systematic errors in cardiac function measurements are inevitable. Clinical MR scanners are equipped with basic shim systems to correct for occurring B0-field inhomogeneities and resulting image artifacts, however, these are not sufficient for the advanced measurement techniques employed for ultra-high field MRI of the heart.
Therefore, this work focused on the development of advanced B0 shimming strategies for CMR imaging applications to correct the spatio-temporal B0 field variations present in the human heart at 7 T. A novel cardiac phase-specific shimming (CPSS) technique was set up, which featured a triggered B0 map acquisition, anatomy-matched selection of the shim-region-of-interest (SROI), and calibration-based B0 field modeling. The influence of technical limitations on the overall spherical harmonics (SH) shim was analyzed. Moreover, benefits as well as pitfalls of dynamic shimming were debated in this study. An advanced B0 shimming strategy was set up and applied in vivo, which was the first implementation of a heart-specific shimming approach in human UHF MRI at the time.
The spatial B0-field patterns which were measured in the heart throughout this study contained localized spots of strong inhomogeneities. They fluctuated over the cardiac cycle in both size and strength, and were ideally addressed using anatomy-matched SROIs. Creating a correcting magnetic field with one shim coil, however, generated eddy currents in the surrounding conducting structures and a resulting additional, unintended magnetic field. Taking these shim-to-shim interactions into account via calibration, it was demonstrated for the first time that the non-standard 3rd-order SH terms enhanced B0-field homogeneity in the human heart. However, they were attended by challenges for the shim system hardware employed in the presented work, which was indicated by the currents required to generate the optimal 3rd-order SH terms exceeding the dynamic range of the corresponding shim coils. To facilitate dynamic shimming updated over the cardiac cycle for cine imaging, the benefit of adjusting the oscillating CPSS currents was found to be vital. The first in vivo application of the novel advanced B0 shimming strategy mostly matched the simulations.
The presented technical developments are a basic requirement to quantitative and functional CMR imaging of the human heart at 7 T. They pave the way for numerous clinical studies about cardiac diseases, and continuative research on dedicated cardiac B0 shimming, e.g., adapted passive shimming and multi-coil technologies.
This work deals with the acceleration of cardiovascular MRI for the assessment
of functional information in steady-state contrast and for viability assessment
during the inversion recovery of the magnetization. Two approaches
are introduced and discussed in detail. MOCO-MAP uses an exponential
model to recover dynamic image data, IR-CRISPI, with its low-rank plus
sparse reconstruction, is related to compressed sensing.
MOCO-MAP is a successor to model-based acceleration of parametermapping
(MAP) for the application in the myocardial region. To this end, it
was augmented with a motion correction (MOCO) step to allow exponential
fitting the signal of a still object in temporal direction. Iteratively, this
introduction of prior physical knowledge together with the enforcement of
consistency with the measured data can be used to reconstruct an image
series from distinctly shorter sampling time than the standard exam (< 3 s
opposed to about 10 s). Results show feasibility of the method as well as
detectability of delayed enhancement in the myocardium, but also significant
discrepancies when imaging cardiac function and artifacts caused already by
minor inaccuracy of the motion correction.
IR-CRISPI was developed from CRISPI, which is a real-time protocol
specifically designed for functional evaluation of image data in steady-state
contrast. With a reconstruction based on the separate calculation of low-rank
and sparse part, it employs a softer constraint than the strict exponential
model, which was possible due to sufficient temporal sampling density via
spiral acquisition. The low-rank plus sparse reconstruction is fit for the use on
dynamic and on inversion recovery data. Thus, motion correction is rendered
unnecessary with it.
IR-CRISPI was equipped with noise suppression via spatial wavelet filtering.
A study comprising 10 patients with cardiac disease show medical
applicability. A comparison with performed traditional reference exams offer
insight into diagnostic benefits. Especially regarding patients with difficulty
to hold their breath, the real-time manner of the IR-CRISPI acquisition provides
a valuable alternative and an increase in robustness.
In conclusion, especially with IR-CRISPI in free breathing, a major acceleration
of the cardiovascular MR exam could be realized. In an acquisition
of less than 100 s, it not only includes the information of two traditional
protocols (cine and LGE), which take up more than 9.6 min, but also allows
adjustment of TI in retrospect and yields lower artifact level with similar
image quality.
Molecular imaging of rats is of great importance for basic and translational research. As a powerful tool in nuclear medicine, SPECT can be used to visualize specific functional processes in the body, such as myocardial perfusion or bone metabolism. Typical applications in laboratory animals are imaging diagnostics or the development of new tracers for clinical use. Innovations have enabled resolutions of up to a quarter of a millimeter with acceptable sensitivity. These advances have recently led to significantly more interest in SPECT both clinically and preclinically.
The objective of this thesis was to evaluate the performance of the new U-SPECT5/CT E-Class by MILabs with a dedicated ultra-high resolution multi-pinhole collimator for rats and its potential for in vivo imaging of rats. The unique features of the U-SPECT are the large stationary detectors and the new iterative reconstruction algorithm. In addition, compared to the conventional system, the "E-Class" uses only two detectors instead of three.
First, the sensitivity, maximum resolution, and uniformity were determined as performance parameters. Thereafter, CNRs for different activity levels comparable to those of typical in vivo activities were examined. Finally, two example protocols were carried out for imaging with 99mTc-MIBI and 99mTc-HMDP in healthy rats to evaluate the in vivo capabilities. For this purpose, CNR calculations and an image quality assessment were performed. The focus was on image quality as a function of scan time and post-reconstruction filter across a wide range of realistically achievable in vivo conditions.
Performance was reasonable compared to other systems in the literature, with a sensitivity of 567 cps/MBq, a maximum resolution of 1.20 mm, and a uniformity of 55.5%. At the lower activities, resolution in phantom studies decreased to ≥1.80 mm while maintaining good image quality. High-quality bone and myocardial perfusion SPECTs were obtained in rats with a resolution of ≥1.80 mm and ≥2.20 mm, respectively. Although limited sensitivity remains a weakness of SPECT, the U-SPECT5/CT E-Class with the UHR-RM collimator can achieve in vivo results of the highest standard despite the missing third detector. Currently, it is one of the best options for high-resolution radionuclide imaging in rats.
SPECT as a representative of molecular imaging allows visualization of metabolic processes in vivo. In clinical practice, single photon emission imaging is an established modality for myocardial perfusion imaging or the diagnosis of adrenal or neuroendocrine tumors, to name a few. With technical advances in scanner design and data processing leading to improved spatial resolution and image quality, SPECT has become a serious contender in small animal preclinical imaging. With multi-pinhole collimation, submillimeter spatial resolutions are achieved without limiting sensitivity, which has led to a significant increase of interest in SPECT for preclinical research in recent years.
In this dissertation, the potential of a two-detector system through an analysis of three dedicated mouse collimators with multi-pinhole configurations was demonstrated. For this, sensitivity, spatial resolution, and uniformity as key parameters were determined. In the second part of the present work, an evaluation of the image quality at different activity concentrations to allow prediction of the system performance related to in vivo studies was performed. Therefore, a visual evaluation, as well as a calculation of the contrastto-noise ratio, was performed using mini Derenzo phantoms for the respective three mouse collimators. To better classify the results, the study was extended by a comparison with the predecessor system.
Due to the absence of the third bottom detector, sensitivity and uniformity are slightly compromised. All three collimators were able to achieve a spatial resolution in the submillimeter range, XUHR-M offers a peak resolution of up to 0.35 mm. In terms of resolution, both evaluated systems performed on an equal level. Visual assessment of image quality indicates a slight advantage of the new two-detector system, and the contrast-to-noise ratio seems to benefit from the improved SROSEM algorithm. However, the differences between the two systems are marginal.
The U-SPECT5/CT E-Class is proven to be state-of-the-art for small animal imaging and is a powerful instrument for preclinical molecular imaging research. Improvements in system design compensate well for the reduction in the detection area, allowing excellent imaging even with low activity concentrations.
Seit Mitte der 1990er Jahre wurden nationale und regionale Schlaganfallregister in Europa etabliert, die Auskunft über die Versorgungsqualität von Schlaganfallpatienten geben. Bislang lagen nur wenige Daten zu zeitlichen Trends der akuten Schlaganfallversorgung vor. Diese sind jedoch essentiell, um beispielsweise Zusammenhänge zwischen der Einführung potentiell qualitätsverbessernder Maßnahmen und der Entwicklung der Versorgungsqualität feststellen zu können. Die Behandlung von Schlaganfallpatienten auf Stroke Units ist aufgrund der eindeutigen Evidenz aus randomisierten- und Beobachtungsstudien zum Standard geworden. Bislang war unklar, ob demografische und klinische Charakteristika die direkte Aufnahme auf eine Stroke Unit beeinflussen. Zudem war nicht bekannt, ob und wenn ja, in welchem Ausmaß strukturelle Kriterien und der Anteil der Patienten, der auf eine Stroke Unit aufgenommen wurde, die Qualität der Stroke Unit Versorgung beeinflussen. Im Anschluss an die Akutbehandlung im Krankenhaus bzw. nach geeigneten Rehabilitationsmaßnahmen übernehmen pflegende Angehörige häufig die Versorgung der Schlaganfallpatienten im häuslichen Umfeld. Die aktuelle Situation der pflegenden Angehörigen von Schlaganfallpatienten in Deutschland ist bisher jedoch nur unzureichend evaluiert.
In der vorliegenden Dissertation wurden zunächst im Rahmen des „European Implementation Score“-Projektes zeitliche Trends der Qualität der akuten Schlaganfallversorgung in fünf nationalen europäischen Schlaganfallregistern aus Deutschland, England/Wales/Nordirland, Polen, Schottland und Schweden nach zuvor definierten evidenzbasierten Qualitätsindikatoren berechnet. Im zweiten Schritt wurde anhand von Daten der Arbeitsgemeinschaft Deutscher Schlaganfall Register (ADSR) evaluiert, ob demografische und klinische Patientencharakteristika die direkte Aufnahme auf eine Stroke Unit in Deutschland beeinflussen. Weiterhin wurde der Einfluss struktureller Charakteristika auf die Erfüllung von 11 evidenzbasierter Qualitätsindikatoren in Krankenhäusern, die über eine regionale oder überregionale Stroke Unit verfügen, untersucht. Abschließend wurden im Rahmen des regionalen Telemedizinnetzwerkes TRANSIT-Stroke demografische und klinische Charakteristika von Schlaganfallpatienten, die 3 Monate nach dem Schlaganfall mit dem Erhalt von Pflege durch einen Angehörigen assoziiert waren, identifiziert. Zusätzlich wurden mit standardisierten Erhebungsinstrumenten positive und negative Erfahrungen der Pflege eines Schlaganfallpatienten sowie die selbsteingeschätzte Belastung (deutsche Version des Caregiver Reaction Assessment und Self-Rated Burden Scale) ausgewertet sowie Faktoren, die mit den Pflegeerfahrungen und Belastungen assoziiert sind, evaluiert.
Auf europäischer Ebene konnten wir einen Zusammenhang zwischen der Einführung eines neuen Qualitätsindikators und der Verbesserung der Qualität beobachten. Dies galt insbesondere für die erstmalige Einführung des Qualitätsindikators Dysphagiescreening im deutschen -(2006) und schwedischen Schlaganfallregister (2007). Somit gibt es Hinweise darauf, dass das Monitoring der Qualität der Schlaganfallversorgung zu Qualitätsverbesserungen bzw. auch zu einer vollständigeren Dokumentation führt.
Insgesamt konnten wir ein qualitativ hohes Niveau der akuten Schlaganfallversorgung auf Stroke Units in Deutschland gemäß evidenzbasierter Qualitätsindikatoren feststellen. Patienten mit einem ischämischen Schlaganfall, die am Wochenende aufgenommen wurden (p<0,0001), innerhalb von 3 Stunden nach Symptombeginn im Krankenhaus aufgenommen wurden (p<0,0001), hypertensiv waren (p<0,0001), unter einer Hyperlipidämie (p<0,0001) litten, wurden mit einer höheren Wahrscheinlichkeit auf einer Stroke Unit aufgenommen. Dagegen hatten Patienten mit einem schwereren Schlaganfall (NIHSS>15) eine geringere Chance, auf einer Stroke Unit aufgenommen zu werden (p<0,0001). Der Einfluss struktureller Charakteristika auf die Qualität der Stroke Unit Versorgung war gering. Eine Verbesserung der Qualität könnte noch durch einen höheren Anteil der auf einer Stroke Unit aufgenommenen Patienten erreicht werden.
Im Rahmen der Nachbefragung von Patienten im regionalen Telemedizinnetzwerk TRANSIT-Stroke stellten Frauen mit 70,1% den größten Anteil der pflegenden Angehörigen dar. 74,4% der pflegenden Angehörigen war älter als 55 Jahre. In univariablen und multivariablen logistischen Regressionsanalysen waren ein hohes Alter, ein niedriger Barthel-Index bei Entlassung sowie das Vorliegen von Diabetes signifikant mit einer höheren Wahrscheinlichkeit assoziiert, Pflege von einem Angehörigen zu erhalten. Der Großteil der pflegenden Angehörigen möchte den Angehörigen pflegen und ist gleichzeitig dem Risiko gesundheitlicher Probleme ausgesetzt. Circa ein Fünftel der pflegenden Angehörigen berichtete finanzielle Belastungen aufgrund der Pflegesituation. Depressive Symptome der Patienten waren mit einer höheren Belastung der pflegenden Angehörigen hinsichtlich der selbsteingeschätzten Belastung und den positiven und negativen Erfahrungen assoziiert. Jüngere, männliche Schlaganfallpatienten, mit einem milderen Schlaganfall, die mit einer Partnerin oder Ehepartnerin zusammenleben, scheinen sich oft nicht bewusst zu sein, dass sie Pflege erhalten. Möglich ist hier, dass sie die Unterstützung und Pflege als „normal“ betrachten, während der Partner bzw. die Partnerin dies als tatsächliche Pflege wertet.
Schlaganfallregister eignen sich, um die Qualität der Akutversorgung im Zeitverlauf zu monitorieren und Zusammenhänge zwischen der Einführung potentiell qualitätsverbessernder Maßnahmen und der tatsächlichen Qualität darstellen zu können. Die Qualität der Stroke Unit Versorgung in Deutschland ist auf einem hohen Niveau. Eine Verbesserung der Qualität könnte noch durch einen höheren Anteil der auf einer Stroke Unit aufgenommenen Patienten erreicht werden. Ein Großteil der Schlaganfallpatienten lebt im Anschluss an die Akutversorgung im häuslichen Umfeld, in dem pflegende Angehörige eine wichtige Rolle bei der Versorgung spielen. Pflegenden Angehörigen ist ihre Aufgabe wichtig, sind jedoch aufgrund der Pflege zugleich Belastungen hinsichtlich ihrer Gesundheit, der Gestaltung ihres täglichen Zeitplans und der Finanzen ausgesetzt.
In this work, accelerated non-Cartesian Magnetic Resonance Imaging (MRI) methods were established and applied to cardiovascular imaging (CMR) at different magnetic field strengths (3T and 7T).
To enable rapid data acquisition, highly efficient spiral k-space trajectories were created. In addition, hybrid sampling patterns such as the twisting radial lines (TWIRL) k-space trajectory were studied.
Imperfections of the dynamic gradient system of a MR scanner result in k-space sampling errors. Ultimately, these errors can lead to image artifacts in non-Cartesian acquisitions.
Among other reasons such as an increased reconstruction complexity, they cause the lack of spiral sequences in clinical routine compared to standard Cartesian imaging.
Therefore, the Gradient System Transfer Functions (GSTFs) of both scanners were determined and used for k-space trajectory correction in post-correction as well as in terms of a pre-emphasis.
The GSTF pre-emphasis was implemented as a fully automatic procedure, which enabled a precise correction of arbitrary gradient waveforms for double-oblique slice orientations.
Consequently, artifacts due to trajectory errors could be mitigated, which resulted in high image quality in non-Cartesian MRI.
Additionally, the GSTF correction was validated by measuring pre-emphasized spiral gradient outputs, which showed high agreement with the theoretical gradient waveforms.
Furthermore, it could be demonstrated that the performance of the GSTF correction is superior to a simple delay compensation approach.
The developed pulse sequences were applied to gated as well as real-time CMR. Special focus lied on the implementation of a spiral imaging protocol to resolve the beating heart of animals and humans in real time and free breathing.
In order to achieve real-time CMR with high spatiotemporal resolution, k-space undersampling was performed. For this reason, efficient sampling strategies were developed with the aim to facilitate compressed sensing (CS) during image reconstruction.
The applied CS approach successfully removed aliasing artifacts and yielded high-resolution cardiac image series. Image reconstruction was performed offline in all cases such that the images were not available immediately after acquisition at the scanner.
Spiral real-time CMR could be performed in free breathing, which led to an acquisition time of less than 1 minute for a whole short-axis stack.
At 3T, the results were compared to the gold standard of electrocardiogram-gated Cartesian CMR in breath hold, which revealed similar values for important cardiovascular functional and volumetric parameters.
This paves the way to an application of the developed framework in clinical routine of CMR.
In addition, the spiral real-time protocol was transferred to swallowing and speech imaging at 3T, and first images were presented.
The results were of high quality and confirm the straightforward utilization of the spiral sequence in other fields of MRI.
In general, the GSTF correction yielded high-quality images at both field strengths, 3T and 7T.
Off-resonance related blurring was mitigated by applying non-Cartesian readout gradients of short duration. At 7T, however, B1-inhomogeneity led to image artifacts in some cases.
All in all, this work demonstrated great advances in accelerating the MRI process by combining efficient, undersampled non-Cartesian k-space coverage with CS reconstruction.
Trajectory correction using the GSTF can be implemented at any scanner model and enables non-Cartesian imaging with high image quality.
Especially MRI of dynamic processes greatly benefits from the presented rapid imaging approaches.
Die vorliegende Arbeit untersucht den Natriumgehalt verschiedener Kompartimente des Körpers mittels Magnetresonanztomographie (= MRT).
Die Korrelation zwischen erhöhtem Salzkonsum und arterieller Hypertonie ist bereits umfangreich analysiert worden. Für das Verständnis der pathophysiologischen Zustände und deren Regulation, ist eine Quantifizierung von Natriumkonzentrationen in verschiedenen Gewebearten bedeutsam. Die exakte Messung von Natriumkonzentrationen im menschlichen Gewebe ist derzeit experimentell. Im Rahmen der hier vorgelegten Arbeit wurden die Natriumkonzentrationen von Haut und Skelettmuskel mittels 23Na Magnetresonanztomographie (= 23 Na MRT) im menschlichen Körper quantifiziert.
Natriummessungen wurden bei Patienten mit primärem Hyperaldosteronismus (= PHA), bei Patienten mit essentieller Hypertonie (= EH), sowie einer gesunden Kontrollgruppe vorgenommen.
Die Ergebnisse zeigten, dass Haut und Skelettmuskel Speicherorgane für Natrium im menschlichen Körper darstellen. Durch gezielte Therapie waren die Natriumkonzentrationen in beiden Speicherorganen modulierbar
In summary, the wave-CAIPI k-space trajectory presents an efficient sampling strategy for accelerated MR acquisitions. Using wave-CAIPI in parallel imaging reconstructions leads to a reduced noise level in the reconstructed images, compared to the Cartesian standard trajectory. This effect could be quantified by means of noise and SNR calculations. An SNR gain can be traded for a reduced scan time, i.e., additional undersampling, or for an enhanced image quality, keeping scan time constant.
Acceleration of MR imaging is especially important in dynamic applications, since these examinations are inherently time-consuming. The impact of wave-CAIPI sampling on image quality and its potential for scan time reduction was investigated for two dynamic applications: self-gated dynamic 3D lung MRI during free breathing and cardiac 4D flow MRI.
Dynamic 3D Lung MRI
By employing wave-CAIPI sampling in self-gated, free-breathing dynamic 3D lung MRI for the purpose of radiotherapy treatment planning, the image quality of accelerated scans could be enhanced. Volunteer examinations were used to quantify image quality by means of similarity between accelerated and reference images. To this end, the normalized mutual information and the root-mean-square error were chosen as quantitative image similarity measures.
The wave-CAIPI sampling was shown to exhibit superior quality, especially for short scan times. The values of the normalized mutual information were (10.2 +- 7.3)% higher in the wave-CAIPI case -- the root-mean-square error was (18.9 +- 13.2)% lower on average. SNR calculations suggest an average SNR benefit of around 14% for the wave-CAIPI, compared to Cartesian sampling.
Resolution of the lung in 8 breathing states can be achieved in only 2 minutes. By using the wave-CAIPI k-space trajectory, precise tumor delineation and assessment of respiration-induced displacement is facilitated.
Cardiac 4D Flow MRI
In 4D flow MRI, acceleration of the image acquisition is essential to incorporate the corresponding scan protocols into clinical routine. In this work, a retrospective 6-fold acceleration of the image acquisition was realized. Cartesian and wave-CAIPI 4D flow examinations of healthy volunteers were used to quantify uncertainties in flow parameters for the respective sampling schemes.
By employing wave-CAIPI sampling, the estimated errors in flow parameters in 6-fold accelerated scans could be reduced by up to 55%. Noise calculations showed that the noise level in 6-fold accelerated 4D flow acquisitions with wave-CAIPI is 43% lower, compared to Cartesian sampling. Comparisons between Cartesian and wave-CAIPI 4D flow examinations with a prospective acceleration factor R=2 revealed small, but partly statistically significant discrepancies. Differences between 2-fold and 6-fold accelerated wave-CAIPI scans are comparable to the differences between Cartesian and wave-CAIPI examinations at R=2.
Wave-CAIPI 4D flow acquisitions of the aorta could be performed with an average, simulated scan time of under 4 minutes, with reduced uncertainties in flow parameters. Important visualizations of hemodynamic flow patterns in the aorta were only slightly affected by undersampling in the wave-CAIPI case, whereas for Cartesian sampling, considerable discrepancies were observed.
Clinical practice in CMR with respect to cardiovascular disease is currently focused on tissue characterization, and cardiac function, in particular. In recent years MRI based diffusion tensor imaging (DTI) has been shown to enable the assessment of microstructure based on the analysis of Brownian motion of water molecules in anisotropic tissue, such as the myocardium. With respect to both functional and structural imaging, 7T MRI may increase SNR, providing access to information beyond the reach of clinically applied field strengths. To date, cardiac 7T MRI is still a research modality that is only starting to develop towards clinical application.
In this thesis we primarily aimed to advance methods of ultrahigh field CMR using the latest 7T technology and its application towards the functional and structural characterization of the myocardium.
Regarding the assessment of myocardial microstructure at 7T, feasibility of ex vivo DTI of large animal hearts was demonstrated. In such hearts a custom sequence implemented for in vivo DTI was evaluated and fixation induced alterations of derived diffusion metrics and tissue properties were assessed. Results enable comparison of prior and future ex vivo DTI studies and provide information on measurement parameters at 7T.
Translating developed methodology to preclinical studies of mouse hearts, ex vivo DTI provided highly sensitive surrogates for microstructural remodeling in response to subendocardial damage. In such cases echocardiography measurements revealed mild diastolic dysfunction and impaired longitudinal deformation, linking disease induced structural and functional alterations. Complementary DTI and echocardiography data also improved our understanding of structure-function interactions in cases of loss of contractile myofiber tracts, replacement fibrosis, and LV systolic failure.
Regarding the functional characterization of the myocardium at 7T, sequence protocols were expanded towards a dedicated 7T routine protocol, encompassing accurate cardiac planning and the assessment of cardiac function via cine imaging in humans.
This assessment requires segmentation of myocardial contours. For that, artificial intelligence (AI) was developed and trained, enabling rapid automatic generation of cardiac segmentation in clinical data. Using transfer learning, AI models were adapted to cine data acquired using the latest generation 7T system. Methodology for AI based segmentation was translated to cardiac pathology, where automatic segmentation of scar tissue, edema and healthy myocardium was achieved.
Developed radiofrequency hardware facilitates translational studies at 7T, providing controlled conditions for future method development towards cardiac 7T MRI in humans.
In this thesis the latest 7T technology, cardiac DTI, and AI were used to advance methods of ultrahigh field CMR. In the long run, obtained results contribute to diagnostic methods that may facilitate early detection and risk stratification in cardiovascular disease.
Diese Arbeit beschäftigt sich mit der Kompatibilität in der medizinischen Bildgebung unter zwei verschiedenen Aspekten: (A) Beeinflussung von Gradientenfeldern durch das Magnetsystem eines Magnetresonanztomographen. (B) Beeinflussung elektronischer Bauteile durch ionisierende Strahlung.
Imperfektionen in der Gradientenhardware (7–13) führen dazu, dass nicht die ideale zeitliche Gradientenform ausgespielt wird, sondern eine verzerrte Version der Gradienten (6,14). In der nicht-kartesischen Bildgebung führen diese resultierenden Abweichungen in den k-Raum Trajektorien zu Bildartefakten, die sich negativ auf die Diagnosestellung auswirken können. Die linearen und zeitinvarianten Eigenschaften des Gradientensystems ermöglichen die Bestimmung der Übertragungsfunktion (GSTF) (20). Diese Übertragungsfunktion kann innerhalb der Bildrekonstruktion zur Trajektorienkorrektur verwendet werden (14,15,70). In dieser Arbeit wurden mit der Feldkamera (Skope Magnetic Resonance Technologies, Zürich, Schweiz) (22,23) und der schichtselektiven Phantommethode (5,6) zwei etablierte GSTF-Messverfahren verglichen. Dabei wurde die Notwendigkeit einer Abtastzeitkompensation festgestellt, um die GSTF-Informationen entsprechend der gewählten Abtastzeit zu korrigieren (s. Abbildung 16) und die Trajektorien hinreichend zu korrigieren und damit Bildartefakte zu reduzieren. Die Langzeit- und Temperaturanalyse der GSTF zeigte für zwei verschiedene Siemens-Tomographen (Siemens Healthcare, Erlangen, Germany) eine Langzeit und Temperaturstabilität, auch bei extensiven Duty-Cyclen. Damit lässt sich auch einfach eine Pre-emphasis-Korrektur der Gradienten realisieren, was exemplarisch mit einer Zig-Zag- und einer Spiral-Sequenz gezeigt werden konnte. Die GSTF-Pre-emphasis-Korrektur lieferte dabei ähnliche Ergebnisse wie die GSTF-Post-Processing-Technik (s. Abbildung 44 und 47).
In Bezug auf die Kompatibilität in der medizinischen Bildgebung wurde in dieser Arbeit auch die Beeinflussung von medizinischen Implantaten durch ionisierende Strahlung untersucht. Herzschrittmacher, Kardioverter-Defibrillatoren oder andere aktive medizini- sche Implantate können in ihrer Funktion durch ionisierende Strahlung, die bei verschiedenen diagnostischen und therapeutischen Anwendungen appliziert wird, beeinträchtigt werden (28,97,111). In dieser Studie wurden verschiedene elektronische Bauteile, wie Kondensatoren, Transistoren, Batterien und Speicherkarten in einer gewebeäquivalenten Messumgebung bestrahlt und dabei auf ihre Funktionalität überprüft. Die Messumgebung simuliert dabei die Wechselwirkungseigenschaften von menschlichem Gewebe mit ionisierender Strahlung in einem Energiebereich von 10 keV – 6 MeV. Zudem ermöglicht sie mit der Einschubeinheit die Integration von Implantaten/elektronischen Bauteilen, sowie eine realistische Bestrahlungsplanung und Dosisverifikation (35,77). Bei den Kondensatoren zeigten sich während der Bestrahlung ein verändertes Funktionsverhalten, mit signifikant abweichenden Spannungen und Zeitkonstanten gegenüber dem unbestrahlten Zustand. Auch die Batterien haben sich während der Bestrahlung signifikant schneller entladen, als ohne Strahlungsapplikation. Nach der Bestrahlung konnten bei den untersuchten SD-Speicherkarten auch Veränderungen in den Speicherzellen festgestellt werden. Bei den Transistoren war aufgrund von Fehlern im Messsetup und dem Schaltungsdesign keine genauere teststatistische Auswertung möglich. Zusammenfassend lässt sich sagen, dass sich charakteristische Kenngrößen der untersuchten Bauteile bei Strahlungsapplikation signifikant veränderten.