We applied MiXcan to perform the first cell-type-aware TWAS of breast cancer risk and identified three new susceptibility genes (ZNF703, TMEM245, and PSG4) with evidence of distinct associations in mammary epithelial versus stromal cells that were not detected by prior GWAS11–13 nor TWAS14–16,32. Here, ZNF703 is linked to breast cancer.