Notably, SIRT3 and PTK2, despite their slightly lower topological significance (degree = 8 and 6, respectively), were retained for further investigation based on their well-established roles in mitochondrial dysfunction and synaptic plasticity, both of which are key pathways in depression pathogenesis. Here, SIRT3 is linked to major depressive disorder.