As CXCR4 is highly expressed on GICs and glioma tumor sites, meanwhile, the activation of CXCR4 induces the receptor‐stimulated macropinocytosis pathway in GICs, this CXCR4 receptor‐stimulated lipoprotein‐like nanoparticle (SLNP) achieves efficient accumulation in GICs in vitro and in vivo. Here, CXCR4 is linked to central nervous system cancer.