Challenges in Histological Endpoints for MASH Therapies: An Exercise in Statistical Modelling
Amrik Shah1, Leigh MacConell2, Alexander Liberman2
1Karma Statistics LLC, Skillman, New Jersey, USA.
Alimentary Pharmacology & Therapeutics
|February 13, 2025
Summary
Histologic scoring imprecision in metabolic-dysfunction associated steatohepatitis (MASH) trials dilutes true effect sizes by approximately 50%, impacting clinical benefit assessment and supporting non-invasive biomarkers.
Area of Science:
- Hepatology
- Clinical Trial Methodology
- Biostatistics
Background:
- Current nonalcoholic steatohepatitis (NASH) trial endpoints rely on liver biopsy histology, which has significant inter-/intra-reader variability.
- This variability complicates the interpretation of trial results, as few studies have demonstrated positive outcomes using these endpoints.
Purpose of the Study:
- To statistically evaluate the impact of imprecise histologic scoring on the results of NASH/MASH clinical trials.
- To quantify the dilution of true effect size caused by scoring variability.
Main Methods:
- Simulated kappa values based on the relationship between agreement measures and scoring sensitivity.
- Utilized published kappa values from NASH trials to determine histology parameter sensitivities.
- Conducted simulations with varying over/under-scoring probabilities to estimate effect size dilution.
Main Results:
- Simulations indicated approximately 50% dilution of the true effect size for both fibrosis improvement and MASH resolution endpoints in 2-arm trials.
- This dilution effect was observed to be constant regardless of the trial's sample size.
Conclusions:
- Imprecise histologic scoring disproportionately affects the 'superior' arm in clinical trials.
- The observed dilution necessitates consideration in the risk-benefit assessment of MASH studies.
- These findings advocate for the adoption of non-invasive biomarkers over traditional histologic endpoints.
Keywords:
MASHNASHhistologymetabolic dysfunction associated steatohepatitismodellingnonalcoholic steatohepatitissimulationMore Related Videos
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