Similarly, the IGFBP3, IGF1R, IRS1, and PI3KCB genes have a purported relationship with breast cancer risk due to either their role in IGF1 signaling regulation (15, 18, 27), or association with strong breast cancer risk factors (17, 28). Here, IRS1 is linked to breast cancer.