Moreover, a positive causal relationship was identified between IgD- CD38+ B cells and Glycerate levels, with the latter also exhibiting a positive causal relationship with the risk of BC (p < 0.05 in IVW method, Figure 5). Here, CD38 is linked to breast cancer.