APOB and Cirrhosis: Accordingly, aggregated ultra-rare variants in APOB were positively associated with both true and predicted MASLD/PDFF phenotypes, LiverRisk score, and cirrhosis, but negatively associated with serum apoB, cholesterol, and ischemic heart disease.