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. Here, PDP1 is linked to periodontitis.