PLOD1 and central precocious puberty: ROC curve analysis confirmed that basal LH is a highly effective diagnostic marker for CPP, with an AUC of 0.927 and a cut-off value of 0.47 IU/L, providing 91.0% sensitivity and 85.1% specificity.