However, four additional GS that are not directly associated with proliferation but rather represent growth factor signalling pathways were significantly higher in non-responder tumours: ERBB2-GS, IGF1-GS, STAT1-GS, GDNF-GS (Table 2; Additional file 2: Table S7). This evidence concerns the gene IGF1 and neoplasm.