Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Macau, Macau, China
Abstract :
Previously, we proposed using an interpolated average CT (IACT) method for attenuation correction (AC) in positron emission tomography (PET), which is a good, low-dose approximation of cine average CT (CACT) to reduce misalignments and improve quantification in PET/CT. This study aims to evaluate the performance of IACT for different motion amplitudes. We used the digital four-dimensional (4-D) extended cardiac-torso phantom (XCAT) to simulate maximum of 2, 3, and 4 cm respiratory motions. The respiratory cycle was divided into 13 phases, with average activity and attenuation maps to represent 18F-fluorodeoxyglucose (18F-FDG) distributions with average respiratory motions and CACT, respectively. The end-inspiration, end-expiration, and midrespiratory phases of the XCAT attenuation maps represented three different helical CTs (i.e., HCT-1, HCT-5, and HCT-8). The IACTs were generated using: 1) 2 extreme + 11 interpolated phases (IACT2o); 2) 2 phases right after the extreme phases + 11 interpolated phases (IACT2s); 3) 4 original + 9 interpolated phases (IACT4o). A spherical lesion with a target-to-background ratio (TBR) of 4:1 and a diameter of 25 mm was placed in the base of right lung. The noise-free and noisy sinograms with attenuation modeling were generated and reconstructed with different noise-free and noisy AC maps (CACT, HCTs, and IACTs) by Software for Tomographic Image Reconstruction, respectively, using ordered subset expectation maximization(OS-EM) with up to 300 updates. Normalized mean-square error, mutual information (MI), TBR, image profile, and noise-contrast tradeoff were analyzed. The PET reconstructed images with AC using CACT showed least difference as compared to the original phantom, followed by IACT 4o, IACT2o , IACT2s, HCT-5, HCT-8, and HCT-1. Significant artifacts were observed in the reconstructed images using HCTs for AC. The MI differences betweenIACT - sub>2o and IACT4o/CACT were <;0.41% and <;2.17%, respectively.With a slight misplacement of the two extreme phases, IACT2s was still comparable to IACT 2o with MI difference of <;2.23%. The IACT is a robust and accurate low-dose alternate to CACT.
Keywords :
computerised tomography; dosimetry; expectation-maximisation algorithm; image denoising; image reconstruction; interpolation; lung; mean square error methods; medical image processing; phantoms; pneumodynamics; positron emission tomography; 18F-FDG distribution; 18F-fluorodeoxyglucose distribution; CACT low-dose alternate; IACT method; OS-EM; PET attenuation correction; PET image reconstruction; PET-CT; TBR; XCAT attenuation maps; average respiratory motions; cine average CT; digital four-dimensional extended cardiac-torso phantom; end-expiration phase; end-inspiration phase; helical CT; image profile; interpolated average CT method; low-dose approximation; midrespiratory phase; motion amplitudes; mutual information; noise-contrast tradeoff; noise-free AC map; noise-free sinogram; noisy AC map; noisy sinogram; normalized mean-square error; ordered subset expectation maximization; positron emission tomography; respiratory cycle; right lung; size 25 mm; spherical lesion; target-to-background ratio; tomographic image reconstruction; Attenuation; Computed tomography; Image reconstruction; Lesions; Noise measurement; Phantoms; Positron emission tomography; Attenuation correction (AC); positron emission tomography (PET)/CT; respiratory artifacts; simulations; Algorithms; Artifacts; Four-Dimensional Computed Tomography; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Multimodal Imaging; Phantoms, Imaging; Positron-Emission Tomography; Reproducibility of Results; Respiratory-Gated Imaging Techniques; Sensitivity and Specificity; Tomography, X-Ray Computed;