The 7 angiogenesis genes present in the list were also predominantly down-regulated (e.g. NRP1, JMJD6, CYR61, FGFR1) and again the impact of these genes on the carcinogenesis of breast cancer cells has been described[36,45,46]. Here, CCN1 is linked to breast cancer.