Machine learning liver histology scores correlate with portal hypertension assessments in nonalcoholic steatohepatitis cirrhosis
Noureddin M, Goodman Z, Tai D, Chng E, Ren Y, Boudes P, Shlevin H, Garcia‐Tsao G, Harrison S, Chalasani N. Machine learning liver histology scores correlate with portal hypertension assessments in nonalcoholic steatohepatitis cirrhosis. Alimentary Pharmacology & Therapeutics 2023, 57: 409-417. PMID: 36647687, PMCID: PMC10107331, DOI: 10.1111/apt.17363.Peer-Reviewed Original ResearchConceptsHepatic venous pressure gradientPresence of varicesEnd of treatmentValidation cohortLiver histology scoresPhase 2b trialPrimary efficacy endpointVenous pressure gradientDevelopment of varicesNonalcoholic steatohepatitis cirrhosisImportant histologic featuresImportant clinical relevanceHVPG changesEfficacy endpointHVPG measurementLiver histologyUpper endoscopyLiver biopsyLiver outcomesHistologic variablesNASH cirrhosisHistologic featuresHypertension assessmentCirrhosis (HALT-C) TrialClinical trials