The pathways with higher gene ratio include PI3K-Akt signaling pathway, MAPK signaling pathway, virus infection-related pathway, tumor-related pathway, diabetic complication-related pathway, TNF signaling pathway, IL-17 signaling pathway, etc. Among them, the PI3K-Akt signaling pathway was the most significant enrichment. This evidence concerns the gene TNF and neoplasm.