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.