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Derivation and Validation of a Model to Predict Clinically Significant Portal Hypertension Using Transient
Bubu A Banini1,2, Samarth Patel1,3, Jonathan W Yu4
1Division of Gastroenterology, Hepatology, and Nutrition.
Non-invasive markers like FIB-4 and liver stiffness measure (LSM) can effectively identify clinically significant portal hypertension (CSPH) in chronic liver disease patients. A new model combining FIB-4, LSM, and gender accurately predicts CSPH, avoiding invasive procedures.
Area of Science:
- Hepatology
- Non-invasive diagnostics
- Liver disease biomarkers
Background:
- Liver biopsy and HVPG are invasive, costly, and time-consuming for assessing advanced fibrosis and CSPH.
- There is a need for less invasive methods to diagnose these conditions.
Purpose of the Study:
- To evaluate the combination of FIB-4 and LSM for identifying advanced fibrosis (AF) and CSPH.
- To develop and validate a novel predictive model for CSPH.
Main Methods:
- Retrospective analysis of 142 chronic liver disease patients.
- Comparison of FIB-4 and LSM with liver histology for AF diagnosis.
- Comparison of FIB-4, LSM, and platelet count with HVPG for CSPH diagnosis.
- Development and validation of a predictive model (PHAT) using logistic regression.
Main Results:
- LSM plus FIB-4 showed the highest AUROC (0.8155) for predicting CSPH.
- The novel Portal Hypertension Assessment Tool (PHAT) model, using LSM, FIB-4, and gender, achieved AUROCs of 0.8293 (internal) and 0.7899 (external) for CSPH prediction.
- PHAT score ≥-2.76 predicted CSPH with 94% sensitivity and 99% negative predictive value.
Conclusions:
- A model combining FIB-4, LSM, and gender can effectively identify CSPH in patients with chronic liver disease.
- This non-invasive approach offers a promising alternative to traditional diagnostic methods.
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