Notably, Ruminococcus torques, which is known to degrade gastrointestinal mucin [44, 45] and is more frequently found in relatives of CD patients compared with healthy individuals [46], was positively correlated with the disease progression paths leading to Cluster 4. Here, MUC5AC is linked to Cowden disease.