“…We utilized identical methodologies for single nucleotide polymorphisms (SNPs) selection as described in a previously published study that identified gene targets for lipid-lowering drugs. We conducted LD pruning by using the clump_data() function implemented in TwoSampleMR (https://github.com/MRCIEU/TwoSam-pleMR) R package [1,5,6]. The SNPs employed as instrumental variables in our study were consistent with those used in other studies (Huang et al, Zhao et al, Qin et al), thus mitigating the risk of reducing the standard error of the observed association or narrowing the confidence interval beyond the true value [1,3,4].…”