Consistent with previous studies by Caronni et al. [24], and Tu et al. [23], our scRNA-seq and multispectral staining support a signaling crosstalk between TNFα-secreting macrophages and tumor cells whereby TNFα-mediated epigenetic reprogramming promotes cell migration and IL1β expression in tumor cells. This evidence concerns the gene TNF and neoplasm.