The tumor modeling results are in agreement with another clinical study which reported that patients with breast cancer had higher CCL2 in serum than healthy controls and this elevated serum CCL2 is closely related to high malignancy and poor prognosis41. This evidence concerns the gene CCL2 and breast carcinoma.