Contrary to the conditions of tumor core region, upregulated DEGs in the IIE are characterized by immunoglobin families and two prominent chemokines, CCL19 and CCL21, and the results are verified by our second data analysis on a previous study 23. This evidence concerns the gene CCL19 and neoplasm.