The shared pathways between NEK4 and other related genes emphasize the relevance of cellular structure and signaling in the pathogenesis of BD and MDD, suggesting that these pathways could serve as promising targets for future therapeutic strategies. The gene discussed is NEK4; the disease is major depressive disorder.