Although the correlation between cancer cluster density (a measure of spatial structure) and most phenotypic properties of cancer cells is almost zero, there are several properties that are influenced by spatial organization of cells, namely, the population-level expression of EGFR and the apoptosis state of cancer cells. This evidence concerns the gene EGFR and cancer.