IFNG and neoplasm: These microregions were also highly enriched for IFN gamma and alpha response signatures in the tumor compartment (Fig. 3I and Supplementary Fig. S3K), but expression of inflammatory programs was not restricted to invasive microregions, suggesting the presence of inflammation in earlier stages of melanoma as well.