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Author Spotlight: Advancing Hepatic Fibrosis Diagnosis Using Magnetic Resonance Elastography and AI
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Three-Dimensional Vector MR Elastography for Evaluating Tissue Mechanical Heterogeneity to Assess Liver Disease
Hao Wu1,2, Zheng Zhu1,3, Jiahui Li1
1Department of Radiology, Mayo Clinic, 200 First St SW, Rochester, MN 55905.
Radiology
|April 1, 2025
Summary
Metabolic dysfunction-associated steatotic liver disease (MASLD) mechanical heterogeneity measured by MR elastography (MRE) correlates with disease severity. MRE shows potential as a biomarker for MASLD progression and treatment effectiveness.
Area of Science:
- Hepatology
- Medical Imaging
- Biomarker Development
Background:
- Metabolic dysfunction-associated steatotic liver disease (MASLD) presents a significant global health burden.
- Hepatic inflammation and fibrosis in MASLD are known to be heterogeneous processes.
Purpose of the Study:
- To quantify liver mechanical property heterogeneity in MASLD using MR elastography (MRE).
- To assess the potential of MRE-derived heterogeneity as a biomarker for liver inflammation and fibrosis severity in MASLD patients.
Main Methods:
- Three-dimensional vector MRE was employed for pixel-wise histogram analysis of shear stiffness and loss modulus.
- Preclinical (n=25 rats) and clinical (n=179 patients) studies were conducted, including analysis of MRE data before and after bariatric surgery.
- Calculations included mean and coefficient of variation (CV) of mechanical properties, correlated with biopsy data, portal pressure, and fibrosis.
Main Results:
- In cirrhotic livers, CV of loss modulus correlated with portal pressure and fibrosis variation (p<0.01).
- Clinical data showed increased CV of shear stiffness and loss modulus with higher fibrosis and inflammation grades, respectively.
- Following bariatric surgery, a significant decrease in CV of shear stiffness was observed after one year (p=0.009).
Conclusions:
- Liver mechanical heterogeneity measured by MRE is positively associated with MASLD progression.
- MRE-derived tissue mechanical heterogeneity shows promise as a biomarker for assessing MASLD severity.
- This approach may also serve to evaluate the efficacy of therapeutic interventions for MASLD.
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