Our study provides several new insights on the mutagenic processes in breast cancer including (i) association of the NER pathway and oxidation processes with the strength of clock-like Signature 5, (ii) differences between the two clock-like signatures with respect to their associations with cell cycle, and (iii) differences in mutated subnetworks associated with different signatures including APOBEC-related signatures. Here, CLOCK is linked to breast carcinoma.