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Updated: Jun 24, 2026

In Vitro Modeling of Fat Deposition in Metabolic Dysfunction-Associated Steatotic Liver Disease
Published on: July 19, 2024
Quantitative Systems Toxicology Model Predicts Obeticholic Acid-Associated Liver Injury in Metabolic
Abigail K Mayo1, James J Beaudoin2, Jeffrey L Woodhead2
1Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
Obeticholic acid (OCA) can cause liver injury, especially in MASLD patients. In silico modeling suggests bile acid transporter inhibition is a key mechanism, potentially predicting safety concerns before clinical trials.
Area of Science:
- Pharmacology
- Toxicology
- Computational Biology
Background:
- Obeticholic acid (OCA) is approved for primary biliary cholangitis but has shown liver safety concerns.
- OCA was investigated for metabolic dysfunction-associated steatotic liver disease (MASLD) but faced FDA rejection due to hepatotoxicity.
- Understanding OCA's liver injury mechanisms is crucial for patient safety and drug development.
Purpose of the Study:
- To investigate the mechanisms of OCA-induced liver injury in silico.
- To assess OCA's safety profile in virtual healthy and MASLD populations.
- To evaluate the predictive capability of DILIsym modeling for OCA hepatotoxicity.
Main Methods:
- A physiologically based pharmacokinetic model simulated OCA and metabolite exposures in virtual populations.
- The DILIsym model incorporated mechanistic parameters like bile acid transporter inhibition and mitochondrial dysfunction.
- Liver injury was predicted using eDISH plots and elevations in liver biomarkers (ALT, AST, total hepatic bile acids).
Main Results:
- Simulations recapitulated observed liver biomarker elevations in healthy subjects at supratherapeutic OCA doses.
- Increased OCA exposures in the virtual MASLD population predicted significant biomarker increases.
- Bile acid transporter inhibition alone explained simulated biomarker elevations, while mitochondrial uncoupling had a lesser effect.
Conclusions:
- DILIsym modeling accurately predicted OCA-associated liver biomarker elevations in healthy and MASLD virtual populations.
- Bile acid transporter inhibition appears to be a primary driver of OCA-induced liver injury.
- In silico DILIsym modeling could have foreseen the liver safety concerns leading to OCA's market withdrawal.
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