This study aims to investigate whether 11 candidate single nucleotide polymorphisms (SNPs) in vitamin D and calcium pathway genes (CYP2R1, CYP24A1, and CYP27B1) are associated with the risk of NAFLD. Here, CYP24A1 is linked to metabolic dysfunction-associated steatotic liver disease.