학술논문

TOF MLEM Adaptation for the Total-Body J-PET With a Realistic Analytical System Response Matrix
Document Type
Periodical
Source
IEEE Transactions on Radiation and Plasma Medical Sciences IEEE Trans. Radiat. Plasma Med. Sci. Radiation and Plasma Medical Sciences, IEEE Transactions on. 7(5):509-520 May, 2023
Subject
Nuclear Engineering
Engineered Materials, Dielectrics and Plasmas
Bioengineering
Computing and Processing
Fields, Waves and Electromagnetics
Positron emission tomography
Detectors
Photonics
Sensitivity
Scintillators
Cathode ray tubes
Strips
Jagiellonian positron emission tomography (PET)
maximum-likelihood expectation–maximization (MLEM)
medical imaging
nuclear medicine
PET
system response matrix (SRM)
total-body (TB) PET
Language
ISSN
2469-7311
2469-7303
Abstract
We report a study of the original image reconstruction algorithm based on the time-of-flight maximum-likelihood expectation–maximization (TOF MLEM), developed for the total-body (TB) Jagiellonian PET (J-PET) scanners. The method is applicable to generic cylindrical or modular multilayer layouts and is extendable to multiphoton imaging. The system response matrix (SRM) is represented as a set of analytical functions, uniquely defined for each pair of plastic scintillator strips used for the detection. A realistic resolution model (RM) in detector space is derived from fitting the Monte Carlo simulated emissions and detections of annihilation photons on oblique transverse planes. Additional kernels embedded in SRM account for time-of-flight (TOF), parallax effect, and axial smearing. The algorithm was tested on datasets, simulated in GATE for the NEMA IEC and static extended cardiac-torso phantoms inside a 24-module 2-layer TB J-PET. Compared to the reference TOF MLEM with none or a shift-invariant RM, an improvement was observed, as evaluated by the analysis of image quality, difference images, and ground-truth metrics. We also reconstructed the data with additive contributions, prefiltered geometrically and with non-TOF scatter correction applied. Despite some deterioration, the obtained results still capitalize on the realistic RM with better edge preservation and superior ground-truth metrics. The envisioned prospects of the TOF MLEM with analytical SRM include its application in multiphoton imaging and further upgrade to account for the noncollinearity, positron range, and other factors.