Compressed sensing reconstruction shortens the acquisition time for myocardial perfusion imaging: a simulation study.

Radiol Phys Technol

Department of Medical Quantum Science, Faculty of Medical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka-shi, Fukuoka, 812-8582, Japan.

Published: September 2023

AI Article Synopsis

  • Compressed sensing (CS) has been explored for enhancing image quality in SPECT imaging, specifically for myocardial perfusion imaging (MPI), an area not extensively studied before.
  • This study compared CS-iterative reconstruction (CS-IR) against traditional methods: filtered back-projection (FBP) and maximum likelihood expectation maximization (ML-EM) in terms of acquisition time reduction and image quality.
  • The results showed that CS-IR achieved lower coefficients of variation (CV) for image uniformity and had the potential to significantly decrease acquisition time while maintaining similar contrast levels compared to ML-EM and FBP.

Article Abstract

Compressed sensing (CS) has been used to improve image quality in single-photon emission tomography (SPECT) imaging. However, the effects of CS on image quality parameters in myocardial perfusion imaging (MPI) have not been investigated in detail. This preliminary study aimed to compare the performance of CS-iterative reconstruction (CS-IR) with filtered back-projection (FBP) and maximum likelihood expectation maximization (ML-EM) on their ability to reduce the acquisition time of MPI. A digital phantom that mimicked the left ventricular myocardium was created. Projection images with 120 and 30 directions (360°), and with 60 and 15 directions (180°) were generated. The SPECT images were reconstructed using FBP, ML-EM, and CS-IR. The coefficient of variation (CV) for the uniformity of myocardial accumulation, septal wall thickness, and contrast ratio (Contrast) of the defect/normal lateral wall were calculated for evaluation. The simulation was performed ten times. The CV of CS-IR was lower than that of FBP and ML-EM in both 360° and 180° acquisitions. The septal wall thickness of CS-IR at the 360° acquisition was inferior to that of ML-EM, with a difference of 2.5 mm. Contrast did not differ between ML-EM and CS-IR for the 360° and 180° acquisitions. The CV for the quarter-acquisition time in CS-IR was lower than that for the full-acquisition time in the other reconstruction methods. CS-IR has the potential to reduce the acquisition time of MPI.

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Source
http://dx.doi.org/10.1007/s12194-023-00730-5DOI Listing

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