Single‐cell RNA sequencing revealed gingival fibroblasts (GFs) as the primary FAP and OLN source, with periodontitis‐associated GFs showing increased reactive oxygen species, cellular senescence, and mTOR pathway activation. The gene discussed is FAP; the disease is periodontitis.