This is a pilot study evaluating the effect of hydroxytyrosol, a component of olive oil, on mammographic density in women at high risk of developing breast cancer. Participants will take hydroxytyrosol orally once daily for 1 year. Breast density as determined by mammography and the safety/toxicity