CRISPR/Cas9 system has been used as the most powerful gene editing tool for precision medicine and advanced gene therapy. However, its wide applications are limited by the poor biosafety of lentivirus delivery vectors though with high-efficiency transduction. To construct a safer vector and promote genome integration, the CRISPR/Cas9 gene is cloned into a plasmid-based non-viral safe vector Sleeping-Beauty (SB) transposon in this study to obtain pT2SpCas9. Meanwhile, PDA/DEX-PEI@HA (PDPH) nanoparticles are constructed to facilitate the precise CRISPR/Cas9 targeting delivery, by using polydopamine (PDA) as the carrier, hyaluronic acid (HA) as the cell-targeting ligand and dexamethasone (DEX) as the nuclear localization signal (NLS). The results showed that PDPH could deliver pDNA efficiently into the cell and further into the nucleus. The transfection efficiency of PDPH is much higher than that of NPs without HA and DEX. Remarkably, the cytotoxicity of PDPH is negligible in comparison to PEI_25k and PEI_10k. Western blots showed that after the transfection of PDPH/pT2SpCas9-Nanog/SB11, Nanog protein in HeLa cells is knocked out, and the proliferation and migration abilities of tumor cells are significantly decreased. This study demonstrates that PDA/DEX-PEI_25k@HA/pT2SpCas9 (PDPH_25 K/pT2SpCas9) has the great potential as a non-viral gene vector for CRISPR/Cas9 delivery and clinical medication.