Enhanced Hyperpolarized Chemical Shift Imaging Based on a priori Segmented Information
Purpose: To develop an approach for improving the resolution and sensitivity of hyperpolarized 13C MRSI based on a priori anatomical information derived from featured, water-based 1H images. Methods: A reconstruction algorithm exploiting 1H MRI for the redefinition of the 13C MRSI anatomies was deve...
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Zusammenfassung: | Purpose: To develop an approach for improving the resolution and sensitivity
of hyperpolarized 13C MRSI based on a priori anatomical information derived
from featured, water-based 1H images. Methods: A reconstruction algorithm
exploiting 1H MRI for the redefinition of the 13C MRSI anatomies was developed,
based on a modification of the Spectroscopy with Linear Algebraic Modeling
(SLAM) principle. To enhance 13C spatial resolution and reduce spillover
effects without compromising SNR, this model was extended by endowing it with a
search allowing smooth variations in the 13C MR intensity within the targeted
regions of interest. Results: Experiments were performed in vitro on enzymatic
solutions and in vivo on rodents, based on the administration of 13C-enriched
hyperpolarized pyruvate and urea. The spectral images reconstructed for these
substrates and from metabolic products based on predefined 1H anatomical
compartments using the new algorithm, compared favorably with those arising
from conventional Fourier-based analyses of the same data. The new approach
also delivered reliable kinetic 13C results, for the kind of processes and
timescales usually targeted by hyperpolarized MRSI. Conclusions: A simple yet
flexible strategy is introduced to boost the sensitivity and resolution
provided by hyperpolarized 13C MRSI, based on readily available 1H MR
information. |
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DOI: | 10.48550/arxiv.1811.09370 |