Multivariable logistic regression analysis showed EAT volume and attenuation to independently associate with the presence of MetS (Additional file 1: Table S2) and NAFLD (Additional file 1: Table S3). This evidence concerns the gene MCL1 and metabolic dysfunction-associated steatotic liver disease.