Finite element simulations of hyperpolarized gas DWI in micro‐CT meshes of acinar airways: validating the cylinder and stretched exponential models of lung microstructural length scales

多边形网格 有限元法 Chord(对等) 圆柱 磁共振弥散成像 长度刻度 物理 材料科学 数学 生物医学工程 几何学 核医学 机械 医学 放射科 磁共振成像 分布式计算 热力学 计算机科学
作者
Ho‐Fung Chan,Guilhem Collier,Juan Parra‐Robles,Jim M. Wild
出处
期刊:Magnetic Resonance in Medicine [Wiley]
卷期号:86 (1): 514-525 被引量:12
标识
DOI:10.1002/mrm.28703
摘要

Purpose This work assesses the accuracy of the stretched exponential (SEM) and cylinder models of lung microstructural length scales that can be derived from hyperpolarized gas DWI. This was achieved by simulating 3 He and 129 Xe DWI signals within two micro‐CT–derived realistic acinar airspace meshes that represent healthy and idiopathic pulmonary fibrosis lungs. Methods The healthy and idiopathic pulmonary fibrosis acinar airway meshes were derived from segmentations of 3D micro‐CT images of excised human lungs and meshed for finite element simulations of the Bloch‐Torrey equations. 3 He and 129 Xe multiple b value DWI experiments across a range of diffusion times ( 3 He Δ = 1.6 ms; 129 Xe Δ = 5 to 20 ms) were simulated in each mesh. Global SEM mean diffusive length scale and cylinder model mean chord length value was derived from each finite element simulation and compared against each mesh’s mean linear intercept length, calculated from intercept length measurements within micro‐CT segmentation masks. Results The SEM‐derived mean diffusive length scale was within ±10% of the mean linear intercept length for simulations with both 3 He (Δ = 1.6 ms) and 129 Xe (Δ = 7 to 13 ms) in the healthy mesh, and with 129 Xe (Δ = 13 to 20 ms) for the idiopathic pulmonary fibrosis mesh, whereas for the cylinder model–derived mean chord length the closest agreement with mean linear intercept length (11.7% and 22.6% difference) was at 129 Xe Δ = 20 ms for both healthy and IPF meshes, respectively. Conclusion This work validates the use of the SEM for accurate estimation of acinar dimensions and indicates that the SEM is relatively robust across a range of experimental conditions and acinar length scales.
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