Currently, the present invention provides a pH-sensitive lipid nanoparticle, comprising: a nanoparticle core composed of a mixture of lipid and/or surfactant, and the surface of the nanoparticle core comprising: a imine-omPEG, the imine is a pH-sensitive linker; and a PEG-peptide, wherein the peptide is selected from the group consisting of a RF peptide, a K peptide, and a H peptide; wherein the RF peptide is a potent CPP, the K peptide is a mitochondria-targeting peptide and the H peptide is a cancer specific binding peptide; a lipid, inside the nanoparticle core; wherein the lipid nanoparticle encapsulating a targeting agent.