Four reliable variables associated with the low IGF-1 group (P < 0.05) (body fat percentage, dyslipidemia, hyperuricemia and natural log-transformed HS-CRP) were enrolled and we applied the forward–backward stepwise variable selection procedure. The gene discussed is CRP; the disease is metabolic syndrome.