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Peer-reviewed articleOpen access

Network pharmacology of cellular targets in major depressive disorder and differential mechanisms of fluoxetine, ketamine and esketamine.

Tapia-Gonzalez SiD, Yagüe JG, Barreto GE

Computational and structural biotechnology journalDec 29, 2025License: open accessSpain, Ireland0 citationsDOI: 10.1016/j.csbj.2025.12.023

Abstract

Major depressive disorder (MDD) is a multifactorial mental health condition involving genetic, environmental, and neurobiological factors. Conventional antidepressants such as fluoxetine, a selective serotonin reuptake inhibitor, require weeks to exert therapeutic effects, whereas ketamine and esketamine act rapidly via glutamatergic modulation. These drugs may also converge on the inhibition of glycogen synthase kinase 3 beta (<i>GSK3B</i>) as a key mechanism for their antidepressant effects, increasing neuroplasticity, synaptic transmission, and neuronal survival through upregulation of brain-derived neurotrophic factor (<i>BDNF)</i>. Part of the antidepressant effects of ketamine also seems to depend on opioid receptor activation. Despite recent progress, variability in antidepressant response in MDD remains unclear. This work explores, via meta-analysis and network fragility analysis, key molecular mechanisms in MDD, how these drugs exert actions, and highlights potential therapeutic targets for MDD. We performed a network pharmacology approach to unravel the key cellular processes involved in MDD, including altered synaptic plasticity, neurogenesis, apoptosis, and neuroinflammation. Second, we explored the therapeutic role of these treatments on these altered cellular processes. By integrating drug-target data with MDD-associated genes, we identified the opioid receptor mu 1 (<i>OPRM1</i>), epidermal growth factor receptor (<i>EGFR</i>) and <i>GSK3B</i> as key druggable targets. Network analysis further suggested that nuclear factor kappa B (<i>NFKB</i>) may regulate all three, positioning it as a central node linking inflammation, synaptic plasticity, and neuronal metabolism in MDD. We hypothesize that targeted modulation of these genes may optimize the therapeutic efficacy, while <i>NFKB</i> emerges as a promising candidate biomarker for guiding treatment strategies in MDD.

Topics & conditions

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KetamineDepression

Keywords

fluoxetineMajor Depressive DisorderGsk3bOprm1NfkbNetwork PharmacologyEsketamine

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