The final model, accounting for age, gender, BMI, phosphorus, Cr, PTH, hypertension, diabetes, smoking status and drinking status, revealed an effect magnitude of 0.907 (95% CI: 0.675 - 1.139, P-value < 0.001). This evidence concerns the gene PTH and diabetes mellitus.