TY - JOUR A1 - Tran-Gia, Johannes A1 - Wech, Tobias A1 - Bley, Thorsten A1 - Köstler, Herbert T1 - Model-Based Acceleration of Look-Locker T1 Mapping JF - PLoS One N2 - Mapping the longitudinal relaxation time \(T_1\) has widespread applications in clinical MRI as it promises a quantitative comparison of tissue properties across subjects and scanners. Due to the long scan times of conventional methods, however, the use of quantitative MRI in clinical routine is still very limited. In this work, an acceleration of Inversion-Recovery Look-Locker (IR-LL) \(T_1\) mapping is presented. A model-based algorithm is used to iteratively enforce an exponential relaxation model to a highly undersampled radially acquired IR-LL dataset obtained after the application of a single global inversion pulse. Using the proposed technique, a \(T_1\) map of a single slice with 1.6mm in-plane resolution and 4mm slice thickness can be reconstructed from data acquired in only 6s. A time-consuming segmented IR experiment was used as gold standard for \(T_1\) mapping in this work. In the subsequent validation study, the model-based reconstruction of a single-inversion IR-LL dataset exhibited a \(T_1\) difference of less than 2.6% compared to the segmented IR-LL reference in a phantom consisting of vials with \(T_1\) values between 200ms and 3000ms. In vivo, the \(T_1\) difference was smaller than 5.5% in WM and GM of seven healthy volunteers. Additionally, the \(T_1\) values are comparable to standard literature values. Despite the high acceleration, all model-based reconstructions were of a visual quality comparable to fully sampled references. Finally, the reproducibility of the \(T_1\) mapping method was demonstrated in repeated acquisitions. In conclusion, the presented approach represents a promising way for fast and accurate \(T_1\) mapping using radial IR-LL acquisitions without the need of any segmentation. KW - algorithms KW - cerebrospinal fluid KW - NMR relaxation KW - data acquisition KW - relaxation (physics) KW - relaxation time KW - central nervous system KW - magnetic resonance imaging Y1 - 2015 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-126436 VL - 10 IS - 4 ER - TY - THES A1 - Tran-Gia, Johannes T1 - Model-Based Reconstruction Methods for MR Relaxometry T1 - Modellbasierte Rekonstruktionsmethoden für die MR-Relaxometrie N2 - In this work, a model-based acceleration of parameter mapping (MAP) for the determination of the tissue parameter T1 using magnetic resonance imaging (MRI) is introduced. The iterative reconstruction uses prior knowledge about the relaxation behavior of the longitudinal magnetization after a suitable magnetization preparation to generate a series of fully sampled k-spaces from a strongly undersampled acquisition. A Fourier transform results in a spatially resolved time course of the longitudinal relaxation process, or equivalently, a spatially resolved map of the longitudinal relaxation time T1. In its fastest implementation, the MAP algorithm enables the reconstruction of a T1 map from a radial gradient echo dataset acquired within only a few seconds after magnetization preparation, while the acquisition time of conventional T1 mapping techniques typically lies in the range of a few minutes. After validation of the MAP algorithm for two different types of magnetization preparation (saturation recovery & inversion recovery), the developed algorithm was applied in different areas of preclinical and clinical MRI and possible advantages and disadvantages were evaluated. N2 - Im Rahmen dieser Arbeit wurde ein modellbasiertes Verfahren namens MAP (engl. Model-based Acceleration of Parameter mapping) für die Bestimmung des T1-Gewebeparameters mittels Magnetresonanztomographie (MRT) entwickelt. Dieser iterative Algorithmus verwendet das Vorwissen über den nach einer Magnetisierungspräparation zu erwartenden Signalverlauf, um aus einer im Anschluss an eine initiale Präparation aufgenommene zeitliche Serie stark unterabgetasteter k-Räume eine Serie voll abgetasteter k-Räume zu generieren.Eine Fourier-Transformation dieser Serie in den Bildraum zeigt den örtlich aufgelösten zeitlichen Verlauf der longitudinalen Relaxation, was eine Kartierung des Gewebeparameters T1 ermöglicht. In seiner schnellsten Form ermöglicht dieses Verfahren die Rekonstruktion einer T1-Karte aus einem innerhalb weniger Sekunden nach einer passenden Magnetisierungspräparation aufgenommenen radialen Gradienten-Echo-Datensatz, während die Messdauer herkömmlich verwendeter T1-Bestimmungstechniken üblicherweise im Bereich von einigen Minuten liegt. Nach der Validierung des MAP-Algorithmus für zwei unterschiedliche Arten der Magnetisierungspräparation (Sättigungspräparation, Inversion) wurde die entwickelte Technik im Rahmen dieser Arbeit in verschiedenen Bereichen der präklinischen und klinischen MRT angewendet und mögliche Vor- und Nachteile untersucht. KW - Kernspintomographie KW - Radiologische Diagnostik KW - Bildgebendes Verfahren KW - Magnetic Resonance Relaxometry KW - Magnetresonanz-Relaxometrie KW - Model Based Reconstruction Algorithms in Magnetic Resonance Imaging KW - Modellbasierte-Rekonstruktionsalgorithmen in der Magnetresonanztomografie KW - Relaxation Parameter Mapping in Magnetic Resonance Imaging KW - Bestimmung des Relaxations-Parameters in der Magnetresonanztomografie Y1 - 2014 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-109774 ER -