Proteins like DAG1, IL10, IL12B, IL23R, MST1, STAT3, and TNFRSF6B showed overlapping positive associations across IBD, CD, and UC phenotypes (Supplementary Table 5), maintaining the same direction of association. The gene discussed is IL12B; the disease is inflammatory bowel disease.