We further examined pathways interaction using the Characteristic Sub-Pathway Network (CSPN) algorithm3175 the human protein-protein interaction (PPI) network76. We restricted the analysis specifically to the aforementioned merged gene set and their enriched pathways. In the final step, we selected the significant pathway interaction pairs based on permutation P-values less than 0.05.