PARP12 and hepatocellular carcinoma: We demonstrated that PARP12 deficiency increased the transcription of TGF-β1, promoted the EMT process, and supported the invasion and migration of HCC cells in vitro and in vivo, which are dependent on the protein level of FHL2.