Also female gender, BMI, bilirubin, serum calcium, serum phosphorus PTH, fasting insulin, and insulin resistance were statistically significant predictors of OP among the NAFLD group (Table 6). This evidence concerns the gene INS and metabolic dysfunction-associated steatotic liver disease.