Improving hyperpolarized Xe-129 ADC mapping in pediatric and adult lungs with uncertainty propagation

NMR IN BIOMEDICINE(2022)

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摘要
Rationale Hyperpolarized (HP) Xe-129-MRI provides non-invasive methods to quantify lung function and structure, with the Xe-129 apparent diffusion coefficient (ADC) being a well validated measure of alveolar airspace size. However, the experimental factors that impact the precision and accuracy of HP Xe-129 ADC measurements have not been rigorously investigated. Here, we introduce an analytical model to predict the experimental uncertainty of Xe-129 ADC estimates. Additionally, we report ADC dependence on age in healthy pediatric volunteers. Methods An analytical expression for ADC uncertainty was derived from the Stejskal-Tanner equation and simplified Bloch equations appropriate for HP media. Parameters in the model were maximum b-value (b(max)), number of b-values (N-b), number of phase encoding lines (N-ph), flip angle and the ADC itself. This model was validated by simulations and phantom experiments, and five fitting methods for calculating ADC were investigated. To examine the lower range for Xe-129 ADC, 32 healthy subjects (age 6-40 years) underwent diffusion-weighted Xe-129 MRI. Results The analytical model provides a lower bound on ADC uncertainty and predicts that decreased signal-to-noise ratio yields increases in relative uncertainty (epsilon ADC). As such, experimental parameters that impact non-equilibrium Xe-129 magnetization necessarily impact the resulting epsilon ADC. The values of diffusion encoding parameters (N-b and b(max)) that minimize epsilon ADC strongly depend on the underlying ADC value, resulting in a global minimum for epsilon ADC. Bayesian fitting outperformed other methods (error < 5%) for estimating ADC. The whole-lung mean Xe-129 ADC of healthy subjects increased with age at a rate of 1.75 x 10(-4) cm(2)/s/yr (p = 0.001). Conclusions HP Xe-129 diffusion MRI can be improved by minimizing the uncertainty of ADC measurements via uncertainty propagation. Doing so will improve experimental accuracy when measuring lung microstructure in vivo and should allow improved monitoring of regional disease progression and assessment of therapy response in a range of lung diseases.
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关键词
ADC, b-value, diffusion, hyperpolarized Xe-129, lung, SNR
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