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Published on: April 3, 2017
Association between adiposity distribution and low-grade systemic inflammation: Tackling multicollinearity
Vanda Craveiro1, Milton Severo2, Elisabete Ramos3
1EPIUnit - Instituto de Saúde Pública, Universidade do Porto, Porto, Portugal; Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto, Porto, Portugal.
This study found that overall body fat is linked to inflammation. Trunk fat showed a greater inflammatory effect than limb fat, particularly in men, highlighting the importance of considering fat distribution in health research.
Area of Science:
- Cardiovascular Health
- Metabolic Syndrome Research
- Obesity Studies
Background:
- Low-grade systemic inflammation is a key factor in metabolic and cardiovascular diseases.
- Adiposity distribution, beyond overall body fat, plays a crucial role in metabolic health.
- Understanding the relationship between specific fat depots and inflammation is vital for targeted interventions.
Purpose of the Study:
- To investigate the association between different measures of adiposity distribution and low-grade systemic inflammation.
- To evaluate statistical methods for addressing multicollinearity among adiposity variables.
- To explore sex-specific differences in the inflammatory impact of fat distribution.
Main Methods:
- Cross-sectional analysis of 987 adults from the EPITeen cohort.
- Adiposity assessed using whole-body dual-energy X-ray absorptiometry (DXA).
- Systemic inflammation measured by serum high-sensitivity C-reactive protein (hsCRP); analyzed using linear regression models stratified by sex, accounting for multicollinearity.
Main Results:
- Total body fat was positively associated with hsCRP in both women (β=0.332) and men (β=0.256).
- Trunk fat showed a statistically significant positive association with hsCRP in men (β=0.130) but not in women (β=0.019).
- Limb fat showed a statistically significant negative association with hsCRP in men (β=-0.136) but not in women (β=-0.014).
Conclusions:
- Overall adiposity contributes to systemic inflammation.
- Trunk fat is a more significant predictor of inflammation than limb fat, especially in men.
- Statistical approaches must account for multicollinearity in adiposity variables, though simpler models may suffice.
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