P. gingivalis is enriched in ESCC at higher levels than normal tissues, and it utilizes the miR-194/GRHL3/PTEN/AKT signaling pathway to promote ESCC proliferation and migration. Here, AKT1 is linked to esophageal squamous cell carcinoma.