Here, we designed the biomimetic oxygen delivery nanoprobe, namely cancer cell membrane-coated HSA–ICG–doped perfluorotributylamine (CCm–HSA–ICG–PFTBA) for homologous targeting and hypoxia relieving at tumor sites. The gene discussed is ALB; the disease is cancer.