Among these proteins, half was reported to be associated with NAFLD, including HMGCS2, ACAT2, SHMT1 (Asif et al, 2022; Liu et al, 2021; Mardinoglu et al, 2014; Romeo, 2022). This evidence concerns the gene SHMT1 and metabolic dysfunction-associated steatotic liver disease.