Accelerated dynamic EPR imaging using fast acquisition and compressive recovery.
Electron paramagnetic resonance (EPR) allows quantitative imaging of tissue redox status, which provides important information about ischemic syndromes, cancer and other pathologies. For continuous wave EPR imaging, however, poor signal-to-noise ratio and low acquisition efficiency limit its ability to image dynamic processes in vivo including tissue redox, where conditions can change rapidly. Here, we present a data acquisition and processing framework that couples fast acquisition with compressive sensing-inspired image recovery to enable EPR-based redox imaging with high spatial and temporal resolutions. The fast acquisition (FA) allows collecting more, albeit noisier, projections in a given scan time. The composite regularization based processing method, called spatio-temporal adaptive recovery (STAR), not only exploits sparsity in multiple representations of the spatio-temporal image but also adaptively adjusts the regularization strength for each representation based on its inherent level of the sparsity. As a result, STAR adjusts to the disparity in the level of sparsity across multiple representations, without introducing any tuning parameter. Our simulation and phantom imaging studies indicate that a combination of fast acquisition and STAR (FASTAR) enables high-fidelity recovery of volumetric image series, with each volumetric image employing less than 10 s of scan. In addition to image fidelity, the time constants derived from FASTAR also match closely to the ground truth even when a small number of projections are used for recovery. This development will enhance the capability of EPR to study fast dynamic processes that cannot be investigated using existing EPR imaging techniques.
The Ohio State University, United States. Electronic address: ahmad.46@osu.edu.
Rizwan
R
Ahmad
The Ohio State University, United States.
Alexandre
A
Samouilov
The Ohio State University, United States.
Jay L
JL
Zweier
D044962:Data Compression; D003952:Diagnostic Imaging; D004578:Electron Spin Resonance Spectroscopy; D010084:Oxidation-Reduction; D019047:Phantoms, Imaging; D059629:Signal-To-Noise Ratio
Compressive sensing; Dynamic imaging; EPR; Redox