These mechanistic insights align closely with our findings, in which both serum and salivary PDPN levels showed a clear stepwise increase from controls to leukoplakia to OC, and exhibited excellent diagnostic performance in ROC analyses. The gene discussed is PDPN; the disease is Oral leukoplakia.