As shown in Figure 11 and Figure S11, critical genes within the Hallmark Apoptosis pathway, such as ERBB2 (HER2) [69] and CCNA1 [70] are crucial for regulating tumor aggressiveness and responsiveness to therapy. Here, ERBB2 is linked to neoplasm.