By comprehensively dissecting the molecular mechanisms of key DUBs (e.g., USP16, A20, OTUD1) and their spatiotemporal dynamics in CIRI, we not only advance the mechanistic understanding of stroke pathogenesis but also provide a conceptual framework for developing DUBs-targeted therapeutic strategies. Here, USP16 is linked to Stroke.