In this study, we designed a cancer cell membrane-coated oxygen delivery nanoprobe CCm–HSA–ICG–PFTBA, which exhibited appropriate structural characteristics, stable optical properties, high biocompatibility, and showed no obvious biotoxicity, making it ideal for biomedical applications. The gene discussed is ALB; the disease is cancer.