The univariate analysis revealed that BMI, ALT > 40 U/L, TG > 1.7 mmol/L, IR, and PLA2R1 rs35771982 were significantly associated with an increased risk of moderate-severe MASLD in patients without obesity. Here, PLA2R1 is linked to obesity disorder.