These metabolites are involved in key pathways such as glucagon signaling, the TCA cycle, pyruvate metabolism, and renal cell carcinoma pathways, indicating disruptions in energy metabolism, glucose regulation, and oxidative stress. Here, GCG is linked to hereditary clear cell renal cell carcinoma.