Consistent with these backgrounds, we found that high expression of IL-34 in refractory metastatic melanoma correlates positively with increased frequencies of CD163+ (a marker for M2-polarization) macrophages compared to primary melanoma (Fig. 2b). Here, IL34 is linked to metastatic melanoma.