Taken together, NNMT, FLI1, GAS6, lncRNA CCAT1, PDCD1LG2, and CD274, whose differential expression was confirmed, may be involved in the major mechanism of tumor-like transformation induced by chronic P. gingivalis infection. Here, CD274 is linked to neoplasm.