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<sup>1</sup>H‐guided reconstruction of <sup>19</sup>F gas MRI in COPD patients

Arnd J. Obert, Marcel Gutberlet, Agilo Luitger Kern, Till Frederik Kaireit, Robert Grimm, Frank Wacker, Jens Vogel‐Claussen

2020Magnetic Resonance in Medicine20 citationsDOIOpen Access PDF

Abstract

Purpose To reduce acquisition time and improve image quality and robustness of ventilation assessment in a single breath‐hold using 1 H‐guided reconstruction of fluorinated gas ( 19 F) MRI. Methods Reconstructions constraining total variation in the image domain, L1 norm in the wavelet domain, and directional total variation between 19 F and 1 H images were compared in order to accelerate 19 F ventilation imaging using retrospectively undersampled data from a healthy volunteer. Using the optimal constrained reconstruction in 8 patients with chronic obstructive pulmonary disease (16‐seconds breath‐hold), ventilation maps of various acceleration factors (2‐fold to 13‐fold) were compared with maps of the full data set using the Dice coefficient, difference in volume defect percentage and overlap percentage, as well as hyperpolarized 129 Xe gas MRI. Results The reconstruction constraining total variation and directional total variation simultaneously performed best in the healthy volunteer (RMS error = 0.07, structural similarity index = 0.77) for a measurement time of 2 seconds. Using the same reconstruction in the patients with chronic obstructive pulmonary disease, the Dice coefficient of defect volumes was 0.86 ± 0.05, the mean difference in volume defect percentage was −1.0 ± 1.7 percentage points, and the overlap percentage was 87% ± 2% for a measurement time of 6 seconds. Between volume defect percentage of 19 F and 129 Xe, a linear correlation ( r = 0.75; P = .03) was found, with 19 F volume defect percentage being significantly higher (mean difference = 11%; P = .04). Conclusion 1 H‐guided reconstruction of pulmonary 19 F gas MRI enables reduction of acquisition time while maintaining image quality and robustness of functional parameters.

Topics & Concepts

Nuclear medicineCoefficient of variationIterative reconstructionPulmonary diseaseCorrelation coefficientCOPDImage qualityMathematicsMedicineNuclear magnetic resonancePhysicsRadiologyStatisticsInternal medicineImage (mathematics)Computer scienceArtificial intelligenceAtomic and Subatomic Physics ResearchAdvanced MRI Techniques and ApplicationsAdvanced NMR Techniques and Applications
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