The present invention provides a cancer targeted therapeutic agent including a drug-linker-AS1411 structure, wherein the drug may be selected from monomethyl auristatin E (MMAE), monomethyl auristatin F (MMAF), cytarabine, gemcitabine, maytansine, DM1, DM4, calicheamicin and a derivative thereof, doxorubicin, duocarmycin and a derivative thereof, pyrrolobenzodiazepine (PBD), SN-38, a-amanitin, and a tubulysin analog.