Fully Automated, Fast Motion Correction of Dynamic Whole-Body and Total-Body PET/CT Imaging Studies

被引:18
|
作者
Sundar, Lalith Kumar Shiyam [1 ]
Lassen, Martin Lyngby [2 ,3 ]
Gutschmayer, Sebastian [1 ]
Ferrara, Daria [1 ]
Calabro, Anna [4 ]
Yu, Josef [1 ]
Kluge, Kilian [5 ]
Wang, Yiran [4 ]
Nardo, Lorenzo [4 ]
Hasbak, Philip [2 ,3 ]
Kjaer, Andreas [2 ,3 ]
Abdelhafez, Yasser G. [4 ]
Wang, Guobao [4 ]
Cherry, Simon R. [4 ,6 ]
Spencer, Benjamin A. [4 ]
Badawi, Ramsey D. [4 ,6 ]
Beyer, Thomas [1 ]
Muzik, Otto [7 ]
机构
[1] Med Univ Vienna, Ctr Med Phys & Biomed Engn, Quant Imaging & Med Phys Team, Vienna, Austria
[2] Univ Copenhagen, Rigshosp, Dept Clin Physiol Nucl Med & PET, DK-4011 Copenhagen, Denmark
[3] Univ Copenhagen, Rigshosp, Cluster Mol Imaging Sect 4011, Copenhagen, Denmark
[4] Univ Calif Davis, Dept Radiol, Davis, CA USA
[5] Med Univ Vienna, Dept Biomed Imaging & Image Guided Therapy, Div Nucl Med, Vienna, Austria
[6] Univ Calif Davis, Dept Biomed Engn, Davis, CA USA
[7] Wayne State Univ, Childrens Hosp Michigan, Sch Med, Dept Pediat, Detroit, MI 48202 USA
关键词
Key Words; whole-body PET; total-body PET; motion correction; dif-feomorphic registration; automation; quantification; RESPIRATORY MOTION; REGISTRATION; CT;
D O I
10.2967/jnumed.122.265362
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
We introduce the Fast Algorithm for Motion Correction (FALCON) software, which allows correction of both rigid and nonlinear motion artifacts in dynamic whole-body (WB) images, irrespective of the PET/CT system or the tracer. Methods: Motion was corrected using affine alignment followed by a diffeomorphic approach to account for nonrigid deformations. In both steps, images were registered using multi scale image alignment. Moreover, the frames suited to successful motion correction were automatically estimated by calculating the initial normalized cross-correlation metric between the reference frame and the other moving frames. To evaluate motion correction performance, WB dynamic image sequences from 3 different PET/CT systems (Biograph mCT, Biograph Vision 600, and uEXPLORER) using 6 different tracers (18F-FDG, 18F-fluciclovine, 68Ga-PSMA, 68Ga-DOTA-TATE, 11C-Pittsburgh compound B, and 82Rb) were considered. Motion correction accuracy was assessed using 4 different measures: change in volume mismatch between individual WB image volumes to assess gross body motion, change in displacement of a large organ (liver dome) within the torso due to respiration, change in intensity in small tumor nodules due to motion blur, and constancy of activity concentration levels. Results: Motion correction decreased gross body motion artifacts and reduced volume mismatch across dynamic frames by about 50%. Moreover, large-organ motion correction was assessed on the basis of correction of liver dome motion, which was removed entirely in about 70% of all cases. Motion correction also improved tumor intensity, resulting in an average increase in tumor SUVs by 15%. Large deformations seen in gated cardiac 82Rb images were managed without leading to anomalous distortions or substantial intensity changes in the resulting images. Finally, the constancy of activity concentration levels was reasonably preserved (<2% change) in large organs before and after motion correction. Conclusion: FALCON allows fast and accurate correction of rigid and nonrigid WB motion artifacts while being insensitive to scanner hardware or tracer distribution, making it applicable to a wide range of PET imaging scenarios.
引用
收藏
页码:1145 / 1153
页数:9
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