Postpartum depression (PPD) is a severe mental health disorder affecting 10% to 15% of postpartum women worldwide. Pre-eclampsia is a hypertensive disorder of pregnancy that has been identified as a significant factor for PPD due to its vascular dysfunction, systemic inflammation and neurobiological alterations. The neuroinflammatory mechanisms common to both pre-eclampsia and PPD, that contribute to depressive symptoms include elevated proinflammatory cytokines (interleukin-6, tumor necrosis factor-alpha), activation of the kynurenine pathway, and oxidative stress. To critically evaluate Wu 's study, which investigates blood pressure variability (BPV) and gestational body mass index (BMI) as independent predictors of PPD. To integrate recent findings on the metabolic and cardiovascular links between depression, pre-eclampsia, and postpartum mental health outcomes. Pre-pregnancy BMI is found to be a stronger predictor of PPD than gestational weight gain. A vascular-neuropsychiatric connection has been indicated in pre-eclamptic women, indicating a significant correlation between BPV and depressive postpartum symptoms. There is increased susceptibility to depression due to neuroinflammation contributed by blood pressure fluctuations and metabolic dysregulation. The incidence of PPD could be reduced by early identification and intervention for BP fluctuations. Early detection and intervention in high-risk pregnancies should be conducted through public health strategies that prioritize awareness, education, and accessibility to mental health care.