Hypogonadism was causally associated with a higher risk of gout (effect size = 0.40, p < 0.03), while higher levels of SHBG was associated with a lower risk of chronic heart failure (effect size = − 0.09, p < .04) (Supplementary Fig. S9). This evidence concerns the gene SHBG and gout.