Metabolic processes in living organisms depend on the synergistic actions of enzymes working in proximity and in concert, catalyzing reactions effectively while regulating the formation of metabolites. This enzyme synergy offers promising therapeutic application for diseases such as alcohol intoxication, cancer, and hyperinflammation. Despite their potential, the clinical translation of enzyme cascades is restricted by challenges including poor enzyme stability, short half-life, and a lack of delivery strategies that maintain enzyme proximity. In this study, multi-enzyme nanocascades synthesized are developed through in situ atom transfer radical polymerization using a zwitterionic monomer. This method markedly enhances enzyme stability and proximity, thereby prolonging their circulation half-life after systemic administration. It is demonstrated that the nanocascades of uricase and catalase effectively reduce uric acid levels without excessive hydrogen peroxide production, providing a potential antidote for hyperuricemia. Moreover, in a murine breast cancer model, the nanocascades of glucose oxidase and catalase inhibited tumor progression and enhanced the therapeutic efficacy of doxorubicin. The prolonged circulation and promoted reaction efficacy of these nanocascades underscore their substantial potential in enzyme replacement therapy and the treatment of various diseases.