What the study found
The study found that depression in this All of Us research program sample was associated with both overlapping personal identities and area-level social conditions. The authors report several protective and risk-related patterns, including differences by sex at birth, age, military service, housing concerns, and neighborhood deprivation.
Why the authors say this matters
The authors conclude that clinical and public health strategies for depression prevention and intervention should account for overlapping identities and place-aware approaches. They suggest that using intersectionality, a framework that looks at how identities overlap, along with area-level indicators may give a more nuanced picture of depression disparities.
What the researchers tested
This was a cross-sectional study using electronic health records and survey data from the All of Us research network. The cohort included 33,994 people who completed social determinants of health surveys and had at least one inpatient visit, and the analysis used mixed-effects logistic regression with 3-digit ZIP code as a random effect after LASSO-based variable selection.
What worked and what didn't
Protective associations were reported for male sex at birth among straight and non-binary individuals, older adults with active military service or health insurance, and younger adults with 1–2 children. Higher depression risk was reported for inability to work, housing concerns, frequent disrespect, high area deprivation in older adults, and several intersectional combinations such as non-binary identity in older adults, non-binary individuals born outside the U.S., women with children, and Hispanic active-duty members.
What to keep in mind
The authors note that aggregation at the 3-digit ZIP code level may have obscured some area-level effects. The abstract does not describe other limitations in detail.
- The study analyzed 33,994 All of Us participants who completed social determinants of health surveys.
- Depression was reported in 31.7% of the sample between 2020 and 2025.
- Risk was strongest for inability to work, with a reported OR of 2.01.
- Non-binary identity in older adults and non-binary individuals born outside the U.S. showed particularly high reported odds ratios.
- The authors say depression prevention and intervention should consider overlapping identities and place-aware approaches.
