In the present study, preliminary SMR analysis suggested potential causal relationships between TNXB, BTN2A1, DNPH1, CGA, TLR1, and breast cancer; however, these associations were not validated in the MR analysis, resulting in only tertiary evidence support, which indicates insufficient strength of evidence. This evidence concerns the gene TNXB and breast cancer.