Moderate oxygen (O2) supply and uneven distribution of oxygen at the tumor site usually hinder the therapeutic efficacy of hypoxia-activated prodrugs. In this report, we designed a ferrocene-containing supramolecular nanomedicine (PFC/GOD-TPZ) with the PEG corona and disulfide-bond cross-linked core to co-encapsulate 4-di-N-oxide tirapazamine (TPZ) and glucose oxidase (GOD). The PEG corona of PFC/GOD-TPZ could be weakly acidic tumor pH-responsively detached for an enhanced cellular internalization, while the disulfide-bond cross-linked core could be cleavaged by intracellular glutathione (GSH) to present a GSH-triggered drug-release behavior. Subsequently, the cascade reactions, including catalytic reactions among the released GOD, glucose, and O2 to generate H2O2 and the subsequent Fenton reaction between ferrocene and H2O2, occurred. With the depletion of O2, the non-toxic TPZ was activated and converted into the cytotoxic therapeutic agent benzotriazinyl (BTZ) radical under the exacerbated hypoxic microenvironment. Collectively, the PFC/GOD-TPZ provides a promising strategy for effective combination therapy of GOD-mediated starvation therapy, chemodynamic therapy (CDT), and hypoxia-activated chemotherapy (CT).