Between NBW and NBW + BA groups, differential metabolites with a greater influence on the pathway were mainly enriched in the intestinal immune network for IgA production, renal cell carcinoma, and Th17 cell differentiation. Here, CD79A is linked to hereditary clear cell renal cell carcinoma.