Researchers at Karolinska Institutet in Sweden found that women with a history of infertility had denser breasts than other women.
The association was more pronounced in women who had undergone controlled ovarian stimulation (COS), the hormone treatment required for in vitro fertilisation.
"The results from our study indicate that infertile women, especially those who undergo COS, might represent a group with an increased breast cancer risk," said lead author Frida Lundberg, from Karolinska Institutet.
Women with extremely dense breasts have a four to six fold higher risk of developing breast cancer than women with non-dense breasts, previous research has found.
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In this study, women with a history of infertility were found to have higher absolute dense volume - that is more dense, fibroglandular breast tissue.
Among infertile women, those who had undergone COS had higher absolute dense volume than those who had not received any hormone treatment.
Hormone replacement therapy, like COS, increases oestrogen and progesterone levels and has been suspected to increase breast cancer risk.
The researchers selected 43,313 women aged between 40 and 69 years who had mammograms as part of the KARolinska MAmmography project for risk prediction of breast cancer (KARMA) between 2010 and 2013.
The women also responded to a questionnaire including questions about age, height, weight, smoking status, alcohol consumption, history of infertility, and family history of breast cancer.
They found a stronger association between COS and mammographic density in older women, which may point to a potential long-term effect of COS on the breast tissue.
Whether differences in breast density may affect potential breast cancer risk remains unknown.
The study was published in the journal Breast Cancer Research.