MR analysis corroborated the inferences drawn from scRNA-seq, identifying ten causal gene markers associated with periodontitis, including LIMA1, PEA15, TMEM158, CMTM6, PDP1, FFAR4, VAC14, and ENHO. This evidence concerns the gene FFAR4 and periodontitis.