Magnetic resonance imaging (MRI) is the standard of care for most diagnostic neurological imaging, but with certain notable shortcomings. Cerebral aneurysms, still first often diagnosed either by sudden death or catastrophic hemorrhage, are best visualized with the resolution provided by computed tomography or digital subtraction angiography (DSA). The speed of MRI is often not enough to visualize the arterial inputs and venous drainage of arterial-venous malformations (AVM). Ischemic stroke is the most common neurological disorder worldwide and intracranial arterial stenosis is a major risk factor for ischemic stroke. In order to improve confidence of diagnosis and provide early detection of the pathological changes in the cerebrovascular system, significant advances should be made towards spatial and temporal resolutions currently unavailable even with state-of-art MRA techniques. We have been developing acquisition and reconstruction methods that circumvent MRI shortcomings in speed and resolution to provide multi-dimensional physiological and anatomical information for neurovascular imaging. We have recognized that in order to achieve the required combinations of spatial and temporal resolution and signal-to-noise ratio we need to exploit the synergy of complementary advanced image acquisition and reconstruction techniques. Image estimation methods developed in our labs combine constrained reconstruction algorithms with non-Cartesian radial trajectories whose variable sampling density allows for both high quality extended scans and time-resolved imaging. We have already successfully developed the first generation of this technology known as the HYPR (HighlY constrained back Projection) family of imaging techniques, delivering substantial acceleration to the acquisition of serially acquired images. This proposal suggests a next generation of accelerated imaging technology for the comprehensive evaluation of vessel stenoses, aneurysms, and AVMs that will rival and surpass CT through the development of new image acquisition and reconstruction methods. These methods will utilize independent and symbiotic acceleration mechanisms of optimized radial trajectories, parallel imaging, and constrained reconstruction, including HYPR and advanced compressed sensing algorithms. These algorithms will also be supplied with data from novel highly accelerated acquisition methods: 1) a contrast-free inflow technique that eliminates the dispersion of contrast-enhanced bolus to provide superb arterial isolation, high resolution, and coverage;and 2) high quality time-averaged vascular image volumes to constrain reconstruction of time-resolved contrast- enhanced data. These methods will be evaluated in the treatment and tracking of AVMs, the evaluation of vascular stenoses and the evaluation of cerebral aneurysms. Successful completion would supplement the arsenal of tools used in stroke management as well.
The enormous economic and social burden of stroke demands better imaging tools to assess the cerebrovascular system. Our proposal entitled """"""""Accelerated Neuro MRA using Compressed Sensing and Constrained Reconstruction"""""""" introduces innovative methods to safely visualize the vascular structures of the brain. Our proposed techniques have benefits over current MRA methods in that they provides greater temporal information, high spatial resolution and flow information. The techniques are of minimal risk compared to conventional catheter based X-ray angiography and are thus better suited for the evaluation of atherosclerotic disease in elderly patients. The MRA methods described in this proposal are major advances in the evaluation of patients with atherosclerotic disease, brain aneurysms and vascular malformations, which are the leading causes of stoke in the US.
|Rivera-Rivera, Leonardo A; Schubert, Tilman; Knobloch, Gesine et al. (2018) Comparison of ferumoxytol-based cerebral blood volume estimates using quantitative R1 and R2* relaxometry. Magn Reson Med 79:3072-3081|
|Schubert, Tilman; Clark, Zachary; Sandoval-Garcia, Carolina et al. (2018) Non contrast, Pseudo-Continuous Arterial Spin Labeling and Accelerated 3-Dimensional Radial Acquisition Intracranial 3-Dimensional Magnetic Resonance Angiography for the Detection and Classification of Intracranial Arteriovenous Shunts. Invest Radiol 53:80-86|
|Johnson, Kevin M (2017) Hybrid radial-cones trajectory for accelerated MRI. Magn Reson Med 77:1068-1081|
|Rivera-Rivera, L A; Johnson, K M; Turski, P A et al. (2017) Pressure Mapping and Hemodynamic Assessment of Intracranial Dural Sinuses and Dural Arteriovenous Fistulas with 4D Flow MRI. AJNR Am J Neuroradiol :|
|Bannas, Peter; Bell, Laura C; Johnson, Kevin M et al. (2016) Pulmonary Embolism Detection with Three-dimensional Ultrashort Echo Time MR Imaging: Experimental Study in Canines. Radiology 278:413-21|
|Clark, Zachary; Johnson, Kevin M; Wu, Yijing et al. (2016) Accelerated Time-Resolved Contrast-Enhanced Magnetic Resonance Angiography of Dural Arteriovenous Fistulas Using Highly Constrained Reconstruction of Sparse Cerebrovascular Data Sets. Invest Radiol 51:365-71|
|Schubert, Tilman; Wu, Yijing; Johnson, Kevin M et al. (2016) Time-of-Arrival Parametric Maps and Virtual Bolus Images Derived From Contrast-Enhanced Time-Resolved Radial Magnetic Resonance Angiography Improve the Display of Brain Arteriovenous Malformation Vascular Anatomy. Invest Radiol 51:706-713|
|Chang, W; Wu, Y; Johnson, K et al. (2015) Fast contrast-enhanced 4D MRA and 4D flow MRI using constrained reconstruction (HYPRFlow): potential applications for brain arteriovenous malformations. AJNR Am J Neuroradiol 36:1049-55|
|Velikina, Julia V; Samsonov, Alexey A (2015) Reconstruction of dynamic image series from undersampled MRI data using data-driven model consistency condition (MOCCO). Magn Reson Med 74:1279-90|
|Bauman, Grzegorz; Johnson, Kevin M; Bell, Laura C et al. (2015) Three-dimensional pulmonary perfusion MRI with radial ultrashort echo time and spatial-temporal constrained reconstruction. Magn Reson Med 73:555-64|
Showing the most recent 10 out of 16 publications