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Then, gene-gene conversation sites and paths regarding breast cancer and its own subtypes and stages had been further identified. The similarity and huge difference among these subtype-related (and stage-related) systems and paths had been examined, which revealed highly certain for subtype Basal-like and Stages IV and V. eventually, gene pairwise interactions connected with cancer of the breast prognosis had been identified by a Cox proportional hazards regression design,