We identify the LCN2 gene being over-expressed in IPF, CF, Schistosomiasis and SSc and the FBLN1 gene being under-expressed in CF, Myelofibrosis, Polycystic Kidney Disease and SSc and over-expressed in IgG4-related Disease. Here, FBLN1 is linked to systemic sclerosis.