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. This evidence concerns the gene GCG and renal cell carcinoma.