As with this study, the effect size of the metabolism gene polymorphisms are relatively small but, taken together with PPARGC1B and fibroblast growth factor receptor, show that the estrogen receptor signaling axis that engages both upstream and downstream components may have, in the composite, a significant role in the genesis of the most common form of breast cancer. Here, PPARGC1B is linked to breast cancer.