Therefore, the existing multi-scale agent-based tumor models incorporated an EGFR signaling pathway [10,11] at the molecular scale to enable individual cells to choose their phenotypic trait between proliferation and migration based on the pathway's state [10,12,13]. Here, EGFR is linked to neoplasm.