The intersection of these three machine learning approaches revealed six potential biomarkers associated with PANoptosis in periodontitis: PECAM1, CXCR4, SELP, IL2RG, CD48, and ZBP1 (Figure 6G). This evidence concerns the gene PECAM1 and periodontitis.