Socioeconomic backgrounds modified the effects of adolescent physical activity and fruit and vegetable consumption on adult cardiometabolic health, indicating that population-wide interventions promoting healthy behaviours during adolescence have the potential to either mitigate or exacerbate long-term socioeconomic inequalities in cardiometabolic health.
Key Findings
Results
Sufficient physical activity during adolescence lowered adiposity biomarkers to a greater extent among adolescents from disadvantaged neighbourhood backgrounds.
Additional decreases of 2.2 cm (95% CI: -0.1 to 4.7) in waist circumference among adolescents from disadvantaged neighbourhoods
Additional decrease of 1 kg/m2 (95% CI: 0.2 to 1.9) in BMI among adolescents from disadvantaged neighbourhoods
Effects were estimated via inverse-probability-weighted marginal structural models
Neighbourhood socioeconomic background was measured during adolescence (ages 12-18 years)
Results
Daily fruit and vegetable consumption during adolescence lowered blood pressure to a greater extent among adolescents with advantaged parental or neighbourhood socioeconomic backgrounds.
Additional blood pressure reductions of 2.0-3.6 mmHg (95% CI: 0.3 to 6.1) among adolescents with advantaged parental or neighbourhood socioeconomic backgrounds
The effect was observed for both parental- and neighbourhood-related socioeconomic backgrounds
Blood pressure was measured in adulthood at ages 33-40 years
Effects were estimated using inverse-probability-weighted marginal structural models
Results
There was little evidence for differential effects of no smoking and no alcohol consumption on adult cardiometabolic health by socioeconomic background.
No smoking and no alcohol consumption were included as healthy behaviours alongside physical activity and fruit and vegetable consumption
These behaviours showed little evidence of differential effects across socioeconomic groups
Socioeconomic backgrounds examined included both parental- and neighbourhood-related measures
Multiple cardiometabolic outcomes were examined including adiposity, cardiovascular, and metabolic biomarkers
Methods
The study used a population-based cohort of Finnish adolescents followed from adolescence into adulthood over approximately two decades.
The Young Finns Study included n = 2984 participants
Adolescent measurements were taken from 1980-89 when participants were aged 12-18 years
Adult follow-up occurred in 2001-11 when participants were aged 33-40 years
Four healthy behaviours were assessed: no smoking, no alcohol consumption, sufficient physical activity, and daily fruit and vegetable consumption
Biomarkers included waist circumference, BMI, blood pressure, cholesterol, apolipoprotein B, plasma glucose, and insulin resistance
Results
There was little evidence for differential effects of healthy behaviours on cardiovascular and metabolic biomarkers other than blood pressure and adiposity by socioeconomic background.
Cardiovascular biomarkers examined included cholesterol and apolipoprotein B
Metabolic biomarkers examined included plasma glucose and insulin resistance
Differential effects were primarily observed for physical activity on adiposity and fruit/vegetable consumption on blood pressure
Both parental and neighbourhood socioeconomic backgrounds were examined as effect modifiers
Jackisch J, Noor N, Raitakari O, Lehtimäki T, Kähönen M, Cullati S, et al.. (2026). Differential effects of adolescent health behaviours on adult cardiometabolic health by parental and neighbourhood socioeconomic background.. European journal of public health. https://doi.org/10.1093/eurpub/ckaf212