Multivariable regression analysis revealed that triglycerides, hepatic steatosis index, MBOAT7 rs641738 (C/T+T/T), and PTPN2 rs2542151 (G/T+G/G) were independent predictors of MASLD susceptibility. Here, PTPN2 is linked to fatty liver disease.