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Author Spotlight: Advancing Hepatic Fibrosis Diagnosis Using Magnetic Resonance Elastography and AI
Published on: July 21, 2023
Assessment of liver fibrosis using pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging
Zhiming Li1, Jihong Sun1, Lumin Chen1
1Department of Radiology, Sir Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Purpose:
To evaluate the pharmacokinetic parameters of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in diagnosing and staging liver fibrosis in rabbits.
Materials And Methods:
DCE-MRI with gadodiamide (Gd-DTPA-BMA) was performed on a 3.0 Tesla, 60 cm bore MR scanner for rabbits with CCl4 -induced liver fibrosis, and an untreated control group. Fibrosis was staged according to the METAVIR system: control (F0; n = 13), nonadvanced fibrosis (F1-2; n = 15), and advanced fibrosis (F3-4; n = 12). The DCE-MRI parameters K(trans) , kep , Ve , and vp were measured with a dual-input extended Tofts model. Receiver operating characteristic analyses were performed to assess the diagnostic performance of K(trans) , Ve , and vp in staging liver fibrosis.
Results:
Both K(trans) and Ve decreased with increasing fibrosis stage. K(trans) of the control group was significantly different from that of the overall fibrosis group, nonadvanced group, and advanced group (P < 0.001 for all). Significant differences were found between Ve of the control group and that of the overall fibrosis and advanced groups (P = 0.019 and P = 0.009, respectively). For K(trans) , the areas under the receiver operating characteristic curve (AUROCs) for discriminating the control group from the overall fibrosis and advanced fibrosis groups were 0.909 (95% confidence interval [CI], 0.809-1.000), and 0.936 (95% CI,0.847-1.000), respectively. For discriminating between the control and nonadvanced fibrosis groups, the AUROC of K(trans) was 0.887 (95% CI, 0.762-1.000). The AUROCs of K(trans) were higher than those of Ve and vp for discriminating between the control and overall fibrosis groups, the control and nonadvanced fibrosis groups, and the control and advanced fibrosis groups. Pharmacokinetic parameters were negatively correlated with fibrosis stage (K(trans) , rho = -0.668, P < 0.001; Ve , rho = -0.438, P = 0.005; vp , rho = -0.360, P = 0.023).
Conclusion:
Among pharmacokinetic parameters of DCE-MRI in our study, K(trans) was an excellent predictor for differentiating fibrotic livers from normal livers, and differentiating normal livers from nonadvanced or advanced fibrosis livers. J. Magn. Reson. Imaging 2016;44:98-104.
Insights
Dynamic contrast-enhanced MRI (DCE-MRI) pharmacokinetic parameters, particularly K(trans), effectively diagnose and stage liver fibrosis in rabbits. This imaging technique shows promise for non-invasively assessing liver disease progression.
Area of Science:
- Radiology
- Medical Imaging
- Pharmacokinetics
Background:
- Liver fibrosis is a significant health concern.
- Accurate staging of liver fibrosis is crucial for patient management.
- Non-invasive diagnostic methods are highly desirable.
Purpose of the Study:
- To evaluate dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) pharmacokinetic parameters for diagnosing and staging liver fibrosis in rabbits.
- To assess the diagnostic performance of DCE-MRI parameters in differentiating fibrosis stages.
Main Methods:
- DCE-MRI was performed on rabbits with CCl4-induced liver fibrosis and a control group.
- Fibrosis was staged using the METAVIR system (F0, F1-2, F3-4).
- Pharmacokinetic parameters (K(trans), kep, Ve, vp) were measured using a dual-input extended Tofts model.
Main Results:
- K(trans) and Ve decreased with increasing fibrosis stage.
- K(trans) showed significant differences between control and all fibrosis groups (P < 0.001).
- K(trans) demonstrated high diagnostic performance (AUROCs > 0.887) for differentiating fibrosis stages.
Conclusions:
- K(trans) is an excellent DCE-MRI pharmacokinetic parameter for differentiating normal livers from fibrotic livers.
- DCE-MRI parameters, especially K(trans), can effectively stage liver fibrosis in rabbits.
- This study highlights the potential of DCE-MRI for non-invasive liver fibrosis assessment.
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