We observed a weak negative correlation between preoperative PTH and creatinine (r = −0.24), suggesting that patients with more advanced renal dysfunction may not always manifest proportionally elevated PTH levels, potentially due to nutritional factors or uremic suppression of parathyroid gland function. This evidence concerns the gene PTH and Abnormal renal physiology.