According to breastcancer.org, fertility treatments seem to affect breast cancer risk in younger women who succeed in conceiving. These findings are from a July 12, 2012, study by the Journal of the National Cancer Institute. Women whose fertility treatments resulted in conception were found more likely to develop breast cancer than those who did not conceive.