In conclusion, we identified IL1B, PTGS2, and SELL as key interacting genes in AAA and periodontitis through machine learning and various bioinformatics analysis methods, along with the significant roles of Tregs and neutrophils. The gene discussed is IL1B; the disease is periodontitis.