JUN and major depressive disorder: Our computational approach delineated a coherent pathogenic cascade: network toxicology prioritized key targets; human prefrontal cortex transcriptomics specifically pinpointed SIRT3 as the most significantly suppressed gene in depression; and Mendelian randomization confirmed the genetic causality of downstream signaling orchestrators JUN and PTK2.