ArticleBiology of sex differences2025
Associations of street-view greenspace exposure with cardiovascular health (Life's Essential 8) among women in midlife.
Article in Biology of sex differences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Social determinants of health and sex differences: insights from NIH Specialized Centers of Research Excellence (SCORE).Biology of sex differences · 2026Article
- Social Determinants of Cardiovascular Health: Yes, They Matter-But What Can We Do to Address Them?Current cardiology reports · 2026Review
- Street-view greenspace distribution across racial/ethnic, neighborhood income, and individual education subgroups.Environmental epidemiology (Philadelphia, Pa.) · 2025Article
- Smartphone GPS-Based Exposure to Greenspace and Walkability and Accelerometer-Assessed Physical Activity During Pregnancy and Early Postpartum-Evidence from the MADRES Cohort.Journal of urban health : bulletin of the New York Academy of Medicine · 2024Article
- Measuring Environmental and Behavioral Drivers of Chronic Diseases Using Smartphone-Based Digital Phenotyping: Intensive Longitudinal Observational mHealth Substudy Embedded in 2 Prospective Cohorts of Adults.JMIR public health and surveillance · 2024Observational
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Abstract
backgroundMany women experience suboptimal cardiovascular health (CVH) during midlife. Greenspace exposure has been inversely associated with cardiovascular disease because it may reduce harmful environmental exposures and promote healthy behaviors. Most prior studies used satellite-based rather than ground-level exposures and did not examine overall CVH.
methodsWe performed a longitudinal analysis of women in the Project Viva cohort based in Eastern Massachusetts. We applied deep learning algorithms to Google Street View images to derive metrics of visible trees, grass, and other greenspace within 500 m of participant's residential addresses in 2012-2016 (mean age 46 years). About five years later (mean age 51 years), participants completed questionnaires and research measurements including blood collection. We calculated CVH scores using Life's Essential 8 (LE8) construct (0-100 points, higher = better), which includes four behavioral (diet, physical activity, sleep, and avoidance of smoking) and four biomedical measures (body mass index, blood pressure, blood lipids, and blood glucose). We used linear regression models adjusted for age and both individual- and neighborhood-level socioeconomic status.
resultsAmong 767 participants, 68% were non-Hispanic White, and 74% were college graduates. Mean (SD) CVH score was 72 (13) points. When including three greenspace components in the same model, higher % trees (per SD) was associated with higher overall CVH score (β = 2.4; 95% CI: 1.3, 3.5), as well as higher behavioral (β = 2.8; 95% CI: 1.4, 4.3) and biomedical (β = 2.8; 95% CI: 1.0, 4.7) sub-scores. Additionally, % other greenspace (per SD) was associated with better biomedical CVH scores (β = 2.2; 95% CI: 0.4, 3.9), whereas associations for % grass were non-significant. Higher % trees (per SD) was associated with higher scores for most individual CVH components, including diet (β = 2.1 points; 95% CI: 0.7, 3.4), physical activity (β = 4.0; 95% CI: 1.2, 6.9), sleep (β = 2.6; 95% CI: 0.9, 4.4), BMI (β = 5.8; 95% CI: 2.8, 8.8), and blood glucose (β = 2.2; 95% CI: 0.3, 4.2).
conclusionsGreater street-view greenspace exposure, especially visible trees in streetscapes, was associated with better CVH among midlife women. Increasing trees in neighborhoods may be a valuable public health strategy to improve multiple metrics of cardiovascular health.
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