Subsequently, through protein–protein interaction networks and multi-dataset machine learning algorithms, we further narrowed down these candidates to four key ferroptosis-related genes differentially expressed in periodontitis, namely SLC1A5, SLC2A14, LURAP1L, and HERPUD1. The gene discussed is LURAP1L; the disease is periodontitis.