Thirteen SNPs (e.g., EXOC3: 6, SLC25A26: 1, YIF1B: 6) and intestinal microbiomes were significant features of the random forest for the prediction of inflammatory bowel disease. Here, YIF1B is linked to inflammatory bowel disease.