Beginning with 12 genomic regions associated with circulating SHBG concentrations and gene expression profiles from never‐smoking NSCLC in Chinese women, candidate SNP rs12233719 and rs7439366 both located in candidate gene UGT2B7, which may be related to circulating SHBG concentrations and cancer risk, were identified. Here, UGT2B7 is linked to cancer.