Meanwhile, LncRNA ALDH7A1 downregulates glycerophosphorylcholine and phosphorylcholine levels, inhibits fatty acid (FAs) synthesis, and affects ccRCC cell membrane formation. Here, ALDH7A1 is linked to nonpapillary renal cell carcinoma.