To comprehensively enhance the efficacy, WRN exonuclease is conjugated to TM to form new nanoparticles (TMW) capable of effectively eliminating ecDNA, globally promoting tumor cell fibroblast‐like transformation, and validated in a PDX model to inhibit cancer progression. The gene discussed is WRN; the disease is cancer.