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Updated: Apr 7, 2026

Author Spotlight: Optimized Lung MRI Protocol with Computationally Efficient Reconstruction Methods
Published on: September 6, 2024
Pulmonary imaging using respiratory motion compensated simultaneous PET/MR
Joyita Dutta1, Chuan Huang2, Quanzheng Li1
1Center for Advanced Medical Imaging Sciences, Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts 02114 and Department of Radiology, Harvard Medical School, Boston, Massachusetts 02115.
Purpose:
Pulmonary positron emission tomography (PET) imaging is confounded by blurring artifacts caused by respiratory motion. These artifacts degrade both image quality and quantitative accuracy. In this paper, the authors present a complete data acquisition and processing framework for respiratory motion compensated image reconstruction (MCIR) using simultaneous whole body PET/magnetic resonance (MR) and validate it through simulation and clinical patient studies.
Methods:
The authors have developed an MCIR framework based on maximum a posteriori or MAP estimation. For fast acquisition of high quality 4D MR images, the authors developed a novel Golden-angle RAdial Navigated Gradient Echo (GRANGE) pulse sequence and used it in conjunction with sparsity-enforcing k-t FOCUSS reconstruction. The authors use a 1D slice-projection navigator signal encapsulated within this pulse sequence along with a histogram-based gate assignment technique to retrospectively sort the MR and PET data into individual gates. The authors compute deformation fields for each gate via nonrigid registration. The deformation fields are incorporated into the PET data model as well as utilized for generating dynamic attenuation maps. The framework was validated using simulation studies on the 4D XCAT phantom and three clinical patient studies that were performed on the Biograph mMR, a simultaneous whole body PET/MR scanner.
Results:
The authors compared MCIR (MC) results with ungated (UG) and one-gate (OG) reconstruction results. The XCAT study revealed contrast-to-noise ratio (CNR) improvements for MC relative to UG in the range of 21%-107% for 14 mm diameter lung lesions and 39%-120% for 10 mm diameter lung lesions. A strategy for regularization parameter selection was proposed, validated using XCAT simulations, and applied to the clinical studies. The authors' results show that the MC image yields 19%-190% increase in the CNR of high-intensity features of interest affected by respiratory motion relative to UG and a 6%-51% increase relative to OG.
Conclusions:
Standalone MR is not the traditional choice for lung scans due to the low proton density, high magnetic susceptibility, and low T2 (∗) relaxation time in the lungs. By developing and validating this PET/MR pulmonary imaging framework, the authors show that simultaneous PET/MR, unique in its capability of combining structural information from MR with functional information from PET, shows promise in pulmonary imaging.
Insights
This study introduces a novel framework for motion-compensated image reconstruction (MCIR) in pulmonary PET/MR imaging, significantly improving image quality and lesion detection by reducing respiratory motion artifacts.
Area of Science:
- Medical Imaging
- Nuclear Medicine
- Radiology
Background:
- Pulmonary PET imaging is hindered by motion artifacts from breathing.
- These artifacts reduce image quality and quantitative accuracy.
- Accurate lung imaging requires compensation for respiratory motion.
Purpose of the Study:
- To present a comprehensive framework for respiratory motion compensated image reconstruction (MCIR).
- To validate this framework using simultaneous whole-body PET/MR imaging.
- To improve image quality and quantitative accuracy in pulmonary PET scans.
Main Methods:
- Developed an MCIR framework using maximum a posteriori (MAP) estimation.
- Utilized a novel Golden-angle RAdial Navigated Gradient Echo (GRANGE) sequence for 4D MR imaging.
- Employed nonrigid registration to compute deformation fields for motion compensation.
Main Results:
- MCIR demonstrated significant contrast-to-noise ratio (CNR) improvements compared to ungated and one-gate reconstructions.
- XCAT phantom studies showed CNR improvements of 21%-120% for lung lesions.
- Clinical studies confirmed CNR increases of 19%-190% for motion-affected features.
Conclusions:
- The developed PET/MR pulmonary imaging framework shows promise for improved lung imaging.
- Simultaneous PET/MR offers combined structural and functional information.
- MCIR effectively addresses respiratory motion artifacts in pulmonary imaging.
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