In a bleomycin-induced PF model, elevated NRP-1 expression enhanced fluorescence-labeled MLT targeting in fibrotic lungs, enabling MLT to exert dose-dependent anti-fibrotic effects through EndMT suppression and significantly improve survival in PF mice. Here, NRP1 is linked to pemphigus foliaceus.