Only few general population studies were performed and the following factors were associated with higher FGF23 levels: female sex, smoking, parathyroid hormone levels, GFR, C‐reactive protein, higher serum calcium levels, higher energy intake, lower iron intake, adiposity, and dyslipidemia.14, 26, 27, 28. This evidence concerns the gene FGF23 and metabolic syndrome.