Biomedical Imaging Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK.
Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, UK.
Magn Reson Med. 2023 Nov;90(5):2144-2157. doi: 10.1002/mrm.29775. Epub 2023 Jun 22.
This paper presents a hierarchical modeling approach for estimating cardiomyocyte major and minor diameters and intracellular volume fraction (ICV) using diffusion-weighted MRI (DWI) data in ex vivo mouse hearts.
DWI data were acquired on two healthy controls and two hearts 3 weeks post transverse aortic constriction (TAC) using a bespoke diffusion scheme with multiple diffusion times ( ), q-shells and diffusion encoding directions. Firstly, a bi-exponential tensor model was fitted separately at each diffusion time to disentangle the dependence on diffusion times from diffusion weightings, that is, b-values. The slow-diffusing component was attributed to the restricted diffusion inside cardiomyocytes. ICV was then extrapolated at using linear regression. Secondly, given the secondary and the tertiary diffusion eigenvalue measurements for the slow-diffusing component obtained at different diffusion times, major and minor diameters were estimated assuming a cylinder model with an elliptical cross-section (ECS). High-resolution three-dimensional synchrotron X-ray imaging (SRI) data from the same specimen was utilized to evaluate the biophysical parameters.
Estimated parameters using DWI data were (control 1/control 2 vs. TAC 1/TAC 2): major diameter-17.4 m/18.0 m versus 19.2 m/19.0 m; minor diameter-10.2 m/9.4 m versus 12.8 m/13.4 m; and ICV-62%/62% versus 68%/47%. These findings were consistent with SRI measurements.
The proposed method allowed for accurate estimation of biophysical parameters suggesting cardiomyocyte diameters as sensitive biomarkers of hypertrophy in the heart.
本研究提出了一种分层建模方法,用于使用离体小鼠心脏的扩散加权 MRI(DWI)数据估计心肌细胞的长轴和短轴直径以及细胞内体积分数(ICV)。
使用具有多个扩散时间( )、q-壳和扩散编码方向的定制扩散方案,在两名健康对照者和两名心脏横断主动脉缩窄(TAC)后 3 周的心脏中采集 DWI 数据。首先,在每个扩散时间处分别拟合双指数张量模型,以解耦扩散时间和扩散加权之间的依赖关系,即 b 值。慢扩散分量归因于心肌细胞内的受限扩散。然后,使用线性回归在 处外推 ICV。其次,鉴于在不同扩散时间获得的慢扩散分量的次要和三级扩散特征值测量值,假设具有椭圆形横截面(ECS)的圆柱模型来估计长轴和短轴直径。利用来自同一标本的高分辨率三维同步加速器 X 射线成像(SRI)数据来评估生物物理参数。
使用 DWI 数据估计的参数为(对照 1/对照 2 与 TAC 1/TAC 2):长轴直径-17.4μm/18.0μm 与 19.2μm/19.0μm;短轴直径-10.2μm/9.4μm 与 12.8μm/13.4μm;和 ICV-62%/62% 与 68%/47%。这些发现与 SRI 测量结果一致。
所提出的方法允许准确估计生物物理参数,表明心肌细胞直径是心脏肥大的敏感生物标志物。