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The prevalence of depression, a common mental disorder in clinical practice, has been continuously increasing in recent years, with its intricate etiology and pathogenesis incompletely understood. MicroRNA (miRNA), a highly conserved and widely distributed genetic regulatory factor in eukaryotic organisms, plays a crucial role in the pathophysiology of depression. miR-132, a miRNA molecule specifically enriched in the central nervous system, has emerged as a significant focus in the study of depression. miR-132 is involved in the pathogenesis by modulating critical processes such as dendritic spine remodeling and synaptic efficacy. Current research confirms that the expression profile of miR-132 in peripheral blood and brain tissue samples from animal models of depression shows significant abnormal fluctuations, and its expression level is dose-dependently associated with disease severity, progression, and treatment response. Therefore, this article focuses on a few key elements, including brain-derived neurotrophic factor, neuroinflammatory cascade reactions, neurogenesis, and plasticity, to comprehensively examine the potential role of miR-132 expression in the onset and progression of depression. This review also aims to provide a theoretical foundation for future in-depth research and clinical applications in the field of depression therapy.