These variants of gut microbiota were associated with sub-phenotypes of IgAN, i.e., early age at onset, elevated Gd-IgA1 levels, severe hematuria, and advanced chronic kidney disease (CKD) stage. The gene discussed is IGHA1; the disease is chronic kidney disease.