Through pair-wise and block-wise interactive OS analyses on SNPs of INPP4B and RAD50, we identified two disease-associating blocks, each containing five SNPs (INPP4B) and two SNPs (RAD50), respectively, which synergistically affect breast cancer clinical outcome. This evidence concerns the gene RAD50 and breast cancer.