Tumour cell-derived factors contributing to these interactions had well-established roles in immune suppression and metastasis, including Ccl2, Cxcl1, Il11, Apoe and Serpine2 (refs. 26–30) (Fig. 4a,c). Here, CXCL1 is linked to neoplasm.