1. Model‐constrained reconstruction accelerated with Fourier‐based undersampling for hyperpolarized [1‐13C] pyruvate imaging
- Author
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Xu, Zhan, Michel, Keith A, Walker, Christopher M, Harlan, Collin J, Martinez, Gary V, Gordon, Jeremy W, Chen, Hsin‐Yu, Vigneron, Daniel B, and Bankson, James A
- Subjects
Engineering ,Biomedical Engineering ,Urologic Diseases ,Cancer ,Prostate Cancer ,Bioengineering ,Biomedical Imaging ,Male ,Humans ,Pyruvic Acid ,Retrospective Studies ,Magnetic Resonance Imaging ,Prostatic Neoplasms ,Phantoms ,Imaging ,Lactates ,constrained reconstruction ,hyperpolarized MR ,pharmacokinetic modeling ,pyruvate ,undersampling ,Nuclear Medicine & Medical Imaging ,Biomedical engineering - Abstract
PurposeModel-constrained reconstruction with Fourier-based undersampling (MoReFUn) is introduced to accelerate the acquisition of dynamic MRI using hyperpolarized [1-13 C]-pyruvate.MethodsThe MoReFUn method resolves spatial aliasing using constraints introduced by a pharmacokinetic model that describes the signal evolution of both pyruvate and lactate. Acceleration was evaluated on three single-channel data sets: a numerical digital phantom that is used to validate the accuracy of reconstruction and model parameter restoration under various SNR and undersampling ratios, prospectively and retrospectively sampled data of an in vitro dynamic multispectral phantom, and retrospectively undersampled imaging data from a prostate cancer patient to test the fidelity of reconstructed metabolite time series.ResultsAll three data sets showed successful reconstruction using MoReFUn. In simulation and retrospective phantom data, the restored time series of pyruvate and lactate maintained the image details, and the mean square residual error of the accelerated reconstruction increased only slightly (
- Published
- 2023