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Updated: Feb 7, 2026

Author Spotlight: Advancing Hepatic Fibrosis Diagnosis Using Magnetic Resonance Elastography and AI
Published on: July 21, 2023
The development and validation of magnetic resonance elastography for fibrosis staging in primary sclerosing
Kartik S Jhaveri1, Hooman Hosseini-Nik2, Nima Sadoughi2
1Joint Department of Medical Imaging, University of Toronto, University Health Network and Mount Sinai Hospital, 610 University Ave, 3-957, Toronto, Ontario, M5G 2M9, Canada. kartik.jhaveri@uhn.ca.
Objectives:
To develop and internally validate MR elastography (MRE) quantified liver stiffness (LS) cut-off values for distinguishing early/moderate fibrosis from cirrhosis in primary sclerosing cholangitis (PSC) against non-invasive fibrosis test of vibration-controlled transient elastography (VCTE).
Methods:
Sixty-seven patients were enrolled prospectively at a tertiary care centre to undergo MRE and VCTE. MRE-quantified LS was calculated using three region-of-interest (ROI) methods: Trace, Average and Maximum. Each ROI method was compared with the reference standard of VCTE. Internal validation was performed with bootstrapping. Univariable and multivariable linear regression determined independent predictors for MRE-quantified LS and final Mayo Risk Score (MRS).
Results:
MRE-quantified LS by Trace ROI method had the highest sensitivity [87.5%; 95% confidence interval (CI), 66.0-96.8] and specificity (96.1%; 95%CI, 89.6-99.0) for distinguishing cirrhosis; and was the strongest predictor of final MRS (β, 0.44; 95% CI, 0.27-0.61). Alkaline phosphatase twice the normal upper limit (β, 1.55; 95% CI, 0.95-2.17), abnormal bilirubin (β, 1.27; 95% CI, 0.41-2.14) and thrombocytopaenia (β, 0.79; 95% CI, 0.12-1.46) were independent predictors of LS.
Conclusions:
MRE has a higher correlation with MRS than VCTE; and though MRE is possibly influenced by severe cholestasis and portal hypertension, MRE-quantified LS is an independent predictor of worse MRS.
Key Points:
• MRE is valid and reliable in assessing cirrhosis in PSC, and MRE-quantified Liver stiffness (LS) score was the strongest predictor of final Mayo Risk Score (MRS). • Trace ROI performs best for distinguishing moderate fibrosis from cirrhosis and has the highest correlation with Mayo Risk Score (MRS). • Cholestasis, hyperbilirubinaemia and portal hypertension may influence MRE LS score.
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