The three-stranded DNA-RNA triplex hybridization is involved in various biological processes, including gene expression regulation, DNA repair, and chromosomal stability. However, the DNA-RNA triplex mediating mechanisms underlying tumorigenesis remain to be fully elucidated. Here, we show that peptidylprolyl isomerase A (PPIA) serves as anchor to recruit GAU1 lncRNA by interacting with exon 4 of GAU1 and enhances the formation of SENP5/GAU1 DNA-lncRNA triplex. Intriguingly, TFR4 region of GAU1 exon 3 and TTS4 region of SENP5 promoter DNA constitute fragments forming the SENP5/GAU1 triplex. The SENP5/GAU1 triplex subsequently triggers the recruitment of the methyltransferase SET1A to exon 1 of GAU1, leading to the enrichment of H3K4 trimethylation and the activation of SENP5 transcription for driving the tumorigenesis of gastric cancer in vitro and in vivo. Our study reveals a mechanism of PPIA-guided SENP5/GAU1 DNA-lncRNA triplex formation in tumorigenesis and providing a concept in the dynamics of isomerase assisted DNA-RNA hybridization.