CD4+ activated cells was causally associated with BC, mediated by the unknown metabolite X-12730, with the highest mediation ratio of 11.1% CD4/CD8br showing a causal relationship with BC, mediated by choline levels, with a mediation ratio of 8.78%. Here, CD4 is linked to breast cancer.