After correcting for multiple comparisons, only lithocholate sulfate (1) (rs10425975; SULT2A1) showed a positive association with CLL (OR = 2.19; 95% CI: 1.45–3.31; p = 2 × 10−4). Here, SULT2A1 is linked to B-cell chronic lymphocytic leukemia.