Association between smoking and breast cancer was not modified by menopausal status, obesity, alcohol or hormone therapy use, and seemed to be limited to the estrogen receptor positive breast cancer subtype. This evidence concerns the gene ESR1 and obesity due to melanocortin 4 receptor deficiency.