In particular, the genes REG1A, MMP3, and DUOX2 strongly influenced model predictions and have been found to be associated with IBD and disease severity in previous studies, but were not identified as significantly differentially expressed9,50,51. The gene discussed is MMP3; the disease is inflammatory bowel disease.