In a mouse model of pulmonary fibrosis, intravenous injection of collagen-conjugated micelles carrying VWF-A3 fused IL-10 (A3-IL-10) significantly improved the degree of pulmonary fibrosis. Here, IL10 is linked to pulmonary fibrosis.