Besides, some classical tumor-related pathways, such as the PI3K-AKT signaling pathway and activated protein kinase (AMPK) signaling pathway, were also significantly enriched (Additional File 1: Supplementary Table 4). This evidence concerns the gene AKT1 and neoplasm.