TNF and depressive symptom measurement: Elevated pro-inflammatory cytokines like interleukin-6 (IL-6), interleukin-1β (IL-1β), and tumor necrosis factor-alpha (TNF-α) have been consistently observed in women with PPD, further supporting the inflammatory hypothesis of depression and the involvement of the MGB axis (21).