We conducted enrichment analysis of 50 signature gene sets using the ssGSEA algorithm, revealing significant differences in several signature gene sets between the kidney stone group and the control group, including downregulation of KRAS signaling transduction and markers of spermatogenesis. The gene discussed is KRAS; the disease is nephrolithiasis.