An increase in the apolipoprotein B (APOB) to APOA1 ratio is associated with the worsening of metabolic syndrome (MetS) components in PCOS, including IR, elevated androgen levels, and increased liver enzyme levels (49). This evidence concerns the gene APOB and metabolic syndrome.