Developmental trajectories of adiposity from birth until early adulthood and association with cardiometabolic risk factors
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Updated: Apr 7, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
J Araújo1,2, M Severo1,2, H Barros1,2
1EPIUnit, Institute of Public Health, University of Porto, Porto, Portugal.
Insights
Two distinct body mass index (BMI) growth trajectories were identified from birth to adulthood. The "Higher BMI growth" trajectory is linked to increased cardiometabolic risk factors in young adulthood, mediated by current BMI.
Area of Science:
- Pediatric and adolescent health
- Cardiovascular and metabolic disease research
- Growth and development studies
Background:
- Understanding long-term adiposity trajectories is crucial for predicting adult cardiometabolic health.
- Early life factors may influence childhood and adolescent BMI development.
- Identifying distinct growth patterns can inform targeted health interventions.
Purpose of the Study:
- To identify developmental trajectories of adiposity from birth to early adulthood.
- To examine the association between these adiposity trajectories and cardiometabolic risk factors at age 21.
- To understand the mediating role of adult BMI on this association.
Main Methods:
- Utilized EPITeen cohort data, including birth records and measurements at ages 13, 17, and 21.
- Modeled individual growth curves using mixed-effects fractional polynomials and identified trajectories via normal mixture modeling.
- Assessed cardiometabolic risk factors (blood pressure, lipids, insulin resistance) at age 21 and used ANCOVA for group comparisons.
Main Results:
- Identified two adiposity trajectories: 'Average BMI growth' (80.7%) and 'Higher BMI growth' (19.3%).
- The 'Higher BMI growth' group exhibited poorer cardiometabolic profiles at 21 years, including higher blood pressure and lower HDL cholesterol, with differences mediated by BMI at 21.
- Specific sex differences were observed for triglycerides and HOMA-IR, with higher levels in the 'Higher BMI growth' group.
Conclusions:
- Two distinct adiposity trajectories from birth to adulthood were identified.
- These trajectories are significantly associated with cardiometabolic risk factors in young adulthood.
- The influence of adiposity trajectory on cardiometabolic health appears to be mediated by current BMI levels.
Objective:
To identify developmental trajectories of adiposity from birth until early adulthood, and to investigate how they relate with cardiometabolic risk factors at 21 years of age.
Methods:
Participants' weight and height measurements were obtained using the EPITeen cohort protocol at 13, 17 and 21 years of age, and extracted from child health books as recorded during health routine evaluations since birth. Blood pressure, triglycerides, cholesterol and insulin resistance (HOMA-IR) were assessed at 21 years. Trajectories were defined using 719 participants contributing 11 459 measurements. The individual growth curves were modelled using mixed-effects fractional polynomial, and the trajectories were estimated using normal mixture modelling for model-based clustering. Differences in cardiometabolic risk factors at 21 years according to adiposity trajectories were estimated through analysis of covariance (ANCOVA), and adjusted means are presented.
Results:
Two trajectories-'Average body mass index (BMI) growth' (80.7%) and 'Higher BMI growth' (19.3%)-were identified. Compared with those in 'Average BMI growth', 'Higher BMI growth' participants were more frequently delivered by caesarean section, mothers were younger and had higher BMI, and parental education was lower; and at 21 years showed higher adjusted mean systolic (111.6 vs 108.3 mm Hg, P<0.001) and diastolic blood pressure (71.9 vs 68.4 mm Hg, P<0.001), and lower high-density lipoprotein cholesterol (53.3 vs 57.0 mg dl(-1), P=0.001). As there was a significant interaction between trajectories and sex, triglycerides and HOMA-IR were stratified by sex and we found significantly higher triglycerides, in males, and higher HOMA-IR in both sexes in 'Higher BMI growth' trajectory. All the differences were attenuated after adjustment for BMI at 21 years.
Conclusions:
In this long-term follow-up, we were able to identify two adiposity trajectories, statistically related to the BMI and cardiometabolic profile in adulthood. Our results also suggest that the impact of the adiposity trajectory on cardiometabolic profile is mediated by current BMI.
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