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Author Spotlight: Advancing Hepatic Fibrosis Diagnosis Using Magnetic Resonance Elastography and AI
Published on: July 21, 2023
Noninvasive assessment of liver inflammation in metabolic dysfunction associated steatohepatitis using MR cytometry
Xiaoyu Jiang1,2, Mary Kay Washington3, Manhal J Izzy4
1Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, USA. xiaoyu.jiang@vumc.org.
Abstract:
The current diagnostic gold standard for metabolic dysfunction-associated steatohepatitis (MASH) requires invasive biopsy to assess steatosis, inflammation, and ballooning. While MRI-based proton density fat fraction (PDFF) and MR elastography address steatosis and fibrosis, non-invasive methods for evaluating hepatic inflammation remain lacking. This study developed a diffusion MRI (dMRI)-based MR cytometry technique to map liver cellular properties, including MRI-derived cell size (excluding fat content) and cell density. Validation through histology-driven simulations and ex vivo MRI of fixed human liver specimens demonstrated that stromal regions exhibit smaller MRI-derived cell sizes and higher cell densities than both normal and fatty tissues. An in vivo feasibility study, conducted on healthy subjects (n = 5) and MASH patients (n = 5) using a clinical 3 T MRI system, further showcased the potential of MR cytometry to characterize pathological changes in liver microstructure.
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