Collectively, our research highlights the important role of TAMs/CXCL1 in mediating breast cancer chemoresistance through the regulation of autophagy, and proposes IGF1/IGF1R as a potential upstream signaling that governs autophagy via STAT3/HMGB1 activation. The gene discussed is STAT3; the disease is breast cancer.