STUB1 and hyperlipidemia: Therefore, to explore the connection between nephrolithiasis and hyperlipidemia, we conducted bioinformatics and enrichment analyses by merging independent datasets for both diseases, leading to the identification of three diagnostic genes (HSP90AB1, HSPA5, and STUB1), offering new insights and potential directions for future research.