Feasibility of Dynamic Inhaled Gas MRI-Based Measurements Using Acceleration Combined with the Stretched Exponential Model.
Ramanpreet SembhiTuneesh RanotaMatthew FoxMarcus J CouchTao LiIain BallAlexei V OuriadovPublished in: Diagnostics (Basel, Switzerland) (2023)
Dynamic inhaled gas ( 3 He/ 129 Xe/ 19 F) MRI permits the acquisition of regional fractional-ventilation which is useful for detecting gas-trapping in lung-diseases such as lung fibrosis and COPD. Deninger's approach used for analyzing the wash-out data can be substituted with the stretched-exponential-model (SEM) because signal-intensity is attenuated as a function of wash-out-breath in 19 F lung imaging. Thirteen normal-rats were studied using 3 He/ 129 Xe and 19 F MRI and the ventilation measurements were performed using two 3T clinical-scanners. Two Cartesian-sampling-schemes (Fast-Gradient-Recalled-Echo/X-Centric) were used to test the proposed method. The fully sampled dynamic wash-out images were retrospectively under-sampled (acceleration-factors (AF) of 10/14) using a varying-sampling-pattern in the wash-out direction. Mean fractional-ventilation maps using Deninger's and SEM-based approaches were generated. The mean fractional-ventilation-values generated for the fully sampled k-space case using the Deninger method were not significantly different from other fractional-ventilation-values generated for the non-accelerated/accelerated data using both Deninger and SEM methods ( p > 0.05 for all cases/gases). We demonstrated the feasibility of the SEM-based approach using retrospective under-sampling, mimicking AF = 10/14 in a small-animal-cohort from the previously reported dynamic-lung studies. A pixel-by-pixel comparison of the Deninger-derived and SEM-derived fractional-ventilation-estimates obtained for AF = 10/14 (≤16% difference) has confirmed that even at AF = 14, the accuracy of the estimates is high enough to consider this method for prospective measurements.
Keyphrases
- respiratory failure
- contrast enhanced
- atrial fibrillation
- mechanical ventilation
- magnetic resonance imaging
- diffusion weighted imaging
- room temperature
- chronic obstructive pulmonary disease
- electronic health record
- magnetic resonance
- cystic fibrosis
- big data
- computed tomography
- diffusion weighted
- carbon dioxide
- molecular docking
- cross sectional
- molecular dynamics simulations
- convolutional neural network
- photodynamic therapy