Thus, 7 overlapping genes (THY1, SULF1, PRSS23, COL5A2, NNMT, SLCO2B1, and TIMP1) were ultimately selected and defined as the final hub genes that might be involved in the pathogenesis of SSc. Here, NNMT is linked to systemic sclerosis.