DUSP1 and type 1 diabetes mellitus: This study systematically identified key hub genes (FOS, JUNB, NR4A2 and DUSP1) and their associated signaling pathways (e.g., MAPK and JAK-STAT) in T1DM by integrating transcriptomic, PPI network, and metabolomic analyses.