The causal relationships between leisure-time physical activity and body mass index in adulthood: A triangulation study
Kankaanää, A.; Joensuu, L.; Ekelund, U.; Pitkänen, A.; Waller, K.; Palviainen, T.; Kaprio, J.; Ollikainen, M.; Aaltonen, S.; Sillanpää, E.
Show abstract
BackgroundPrevious studies have presented conflicting findings regarding the potential causal relationships between leisure-time physical activity (LTPA) and body mass index (BMI). Here, we use individual-level data and apply a triangulation framework that incorporates three complementary methods to investigate the bidirectional causal associations between LTPA and BMI. MethodsWe used data from a longitudinal Finnish twin cohort with four measurement points spanning 36 years. The data included 22,696 twin individuals aged 18-50 years at baseline (52.4% women); 8,527 had genetic data available. We applied three analytical approaches suggested to strengthen causal inference in observational studies: Random intercept cross-lagged path model (RI-CLPM) for longitudinal data, one-sample Mendelian Randomization (MR) and Direction of Causation (DoC and MR-DoC) twin models for cross-sectional data at each measurement point. ResultsAll three approaches provided evidence for a causal effect of higher BMI on lower LTPA, particularly at the later follow-up stages. Only twin models suggested a negative causal effect of LTPA on BMI. Men and women showed mainly similar effects. ConclusionsEvidence triangulation across the three methodologies provided support for a causal effect of higher BMI on lower LTPA, whereas the evidence for a reverse effect was less convincing. Our results indicate that the role of high BMI in limiting LTPA becomes more important with advancing age, while also highlighting the importance of accounting for timing when studying the causal effects of LTPA on BMI and vice versa.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Genetic and environmental effects on weight gain from young adulthood to old age and its association with body mass index at early young adulthood: an individual-based pooled analysis of 16 twin cohorts 95%
- Joint associations between objectively measured physical activity volume and intensity with body-fatness. The Fenland Study 95%
- Genetic and environmental influences on educational disparities in adult weight change: an individual-based pooled analysis of 11 twin cohorts 93%
Similar papers in this journal
- Within-family studies for Mendelian randomization: avoiding dynastic, assortative mating, and population stratification biases 95%
- Twin pair analysis uncovers novel links between DNA methylation, mitochondrial DNA quantity and obesity 94%
- Distinct genetic profiles influence body mass index between infancy and adolescence 94%
Similar papers in this journal
- Polygenic risk of obesity and BMI trajectories over 36 years: a longitudinal study of adult Finnish twins 95%
- MRI assessment of adipose tissue fatty acid composition in the UK Biobank and its association with diet and disease 91%
- Establishing causal relationships between sleep and adiposity traits using Mendelian randomisation 90%
Similar papers in this journal
Similar papers in this journal
- Cohort Profile: Genetic data in the German Socio-Economic Panel Innovation Sample (Gene-SOEP) 95%
- Genetic Underpinnings of Regional Adiposity Distribution in African Americans: Assessments from the Jackson Heart Study 95%
- The effect of liver enzymes on body composition: a Mendelian randomization study 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.