Semi-quantitative analysis of volatile organic compounds (VOCs) via MetaboAnalyst 5.0 has distinctly differentiated renal cancer patients from healthy individuals, underscoring the potential of combining metabolomic data with KIM-1 measurements for a more thorough diagnostic strategy [23]. Here, HAVCR1 is linked to renal carcinoma.