Exploratory multi-omics analyses revealed three key phenomenon including specific reduction in Lactobacillus abundance, decreased serum indole levels, and increased CD8+ T cell proportions, suggesting their potential involvement in breast cancer-related depression. The gene discussed is CD8A; the disease is major depressive disorder.