Measuring Cardiomyocyte Cellular Characteristics in Cardiac Hypertrophy using Diffusion-Weighted MRI

M Farzi, S Coveney, M Afzali, M-C Zdora, C A Lygate, C Rau, A F Frangi, E Dall’Armellina, I Teh, J E Schneider

Research output: Contribution to journalArticlepeer-review

Abstract

Purpose: 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. Methods: 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 ((Formula presented.)), 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 (Formula presented.) 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. Results: Estimated parameters using DWI data were (control 1/control 2 vs. TAC 1/TAC 2): major diameter—17.4 (Formula presented.) m/18.0 (Formula presented.) m versus 19.2 (Formula presented.) m/19.0 (Formula presented.) m; minor diameter—10.2 (Formula presented.) m/9.4 (Formula presented.) m versus 12.8 (Formula presented.) m/13.4 (Formula presented.) m; and ICV—62%/62% versus 68%/47%. These findings were consistent with SRI measurements. Conclusion: The proposed method allowed for accurate estimation of biophysical parameters suggesting cardiomyocyte diameters as sensitive biomarkers of hypertrophy in the heart.

Original languageEnglish
Pages (from-to)2144-2157
Number of pages14
JournalMagnetic Resonance in Medicine
Volume90
Issue number5
Early online date22 Jun 2023
DOIs
Publication statusPublished - 1 Nov 2023

Keywords

  • biophysical models
  • cardiac microstructure mapping
  • diffusion-weighted MRI
  • synchrotron X-ray imaging

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