In this study, a composite delivery platform based on GVs-HV@MM-Lipo was proposed, which combined the anticoagulant and anti-inflammatory effect of hirudin with the acoustic response characteristics of gas vesicle protein, and achieved significant therapeutic effect in the ApoE−/− mouse atherosclerosis model. Here, APOE is linked to atherosclerosis.