Enhanced 4D diffusion-weighted PROPELLER echo-planar imaging with collaborative blade reconstruction.
Objective.Four-dimensional diffusion-weighted imaging (4D-DWI) offers enhanced soft-tissue contrast for image-guided radiotherapy (IGRT) compared to conventional 4D-magnetic resonance imaging. However, its clinical application has been hindered by geometric distortion or prolonged acquisition times. This study introduces an improved respiratory-correlated 4D-DWI technique to address these critical limitations.Approach.The proposed 4D-DW-PROP-EPI-JBCR technique consists of four stages: data acquisition, coil sensitivity and phase error maps estimation, retrospective data sorting, and a joint-blade collaborative reconstruction (JBCR) step. We evaluated its performance against the previous 4D-DW-PROPELLER-EPI using both simulations andin vivoexperiments. Evaluation metrics includedk-space uniformity requirements, point spread function (PSF) quality, minimum required sampling factor (SF), image quality, geometric fidelity, and acquisition time. Image quality was assessed using peak signal-to-noise ratio (PSNR), structural similarity (SSIM), high-frequency error norm (HFEN), and signal-to-noise ratio (SNR); geometric fidelity was evaluated via Dice similarity coefficient (DSC) and Hausdorff distance (HD). Pairedt-tests were used for metric comparisons, with statistical significance set atP< 0.05.Main results.Compared to 4D-DW-PROPELLER-EPI, the proposed 4D-DW-PROP-EPI-JBCR eliminated the requirement for strictk-space uniformity while achieving enhanced PSFs with fewer acquisitions. Additionally, 4D-DW-PROP-EPI-JBCR yielded significant improvements in image quality compared to 4D-DW-PROPELLER-EPI across all key metrics: SSIM (0.83-0.92 vs 0.81-0.90,P< 0.05), PSNR (20.56-25.20 vs 20.24-24.48,P< 0.05), HFEN (0.49-0.678 vs 0.52-0.80, P < 0.05), and SNR (31.1-32.6 dB vs 28.6-29.5 dB,P< 0.05). It also exhibited excellent geometric fidelity, as evidenced by DSC (0.90 ± 0.03) and HD (2.37 ± 1.12). Notably, these performance gains were achieved with an SF of 1.9 per diffusion direction, compared to the SF of 2.4 for 4D-DW-PROPELLER-EPI.Significance.By enabling distortion-free respiratory-correlated 4D-DWI and reducing SF by more than 20% compared to 4D-DW-PROPELLER-EPI, the 4D-DW-PROP-EPI-JBCR technique markedly improves the clinical utility of 4D-DWI for abdominal IGRT.
Duke Scholars
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Related Subject Headings
- Signal-To-Noise Ratio
- Phantoms, Imaging
- Nuclear Medicine & Medical Imaging
- Imaging, Three-Dimensional
- Humans
- Echo-Planar Imaging
- Diffusion Magnetic Resonance Imaging
- 5105 Medical and biological physics
- 1103 Clinical Sciences
- 0903 Biomedical Engineering
Citation
Published In
DOI
EISSN
Publication Date
Volume
Issue
Location
Related Subject Headings
- Signal-To-Noise Ratio
- Phantoms, Imaging
- Nuclear Medicine & Medical Imaging
- Imaging, Three-Dimensional
- Humans
- Echo-Planar Imaging
- Diffusion Magnetic Resonance Imaging
- 5105 Medical and biological physics
- 1103 Clinical Sciences
- 0903 Biomedical Engineering