Additionally, a meta-analysis of 14 cross-sectional studies reported that female sex, insulin use, diabetes complications, low educational level, physical inactivity, living alone, and unemployment were significant risk factors for depressive symptoms in people with diabetes [18]. Here, INS is linked to diabetes mellitus.