Kidney diseases, including diabetic kidney disease (DKD) [64], chronic kidney disease (CKD) [65], and end-stage renal disease (ESRD) [66], are associated with a notable decrease in the Roseburia genus, potentially linked to its involvement in butyrate production, indole synthesis, and mucin degradation [67]. Here, MUC5AC is linked to stage 5 chronic kidney disease.