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Updated: Jan 3, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Determinants of new onset cardiometabolic risk among normal weight children
Andraea Van Hulst1, Marina Ybarra2,3, Marie-Eve Mathieu2,4
1Ingram School of Nursing, McGill University, Montreal, QC, Canada. andraea.vanhulst@mcgill.ca.
Insights
Children who gain adiposity during puberty, even while maintaining normal weight, risk developing metabolic issues. Increased screen time also contributes to this normal weight metabolically unhealthy (NWMU) profile.
Area of Science:
- Pediatric endocrinology and metabolic health.
- Cardiometabolic risk factor development in youth.
- Public health and preventative medicine.
Background:
- Metabolically unhealthy normal weight (NWMU) is a growing concern in pediatric populations.
- Identifying early determinants of NWMU is crucial for timely intervention.
- Understanding risk factors in normal-weight children can inform preventative strategies.
Purpose of the Study:
- To identify determinants for the development of normal weight metabolically unhealthy (NWMU) profiles.
- To examine associations between adiposity, lifestyle, fitness, and family history with incident NWMU.
- To understand risk factors in previously metabolically healthy normal weight children.
Main Methods:
- Longitudinal follow-up of 193 normal weight, metabolically healthy children (aged 8-10 at baseline) for 2 years.
- Classification of children into NWMU based on the development of cardiometabolic risk factors while remaining normal weight.
- Multivariable logistic regression analysis to assess associations with adiposity, lifestyle habits, fitness, and family history.
Main Results:
- 23% of normal weight, metabolically healthy children developed NWMU profiles within 2 years.
- Increased adiposity (e.g., ∆zBMI) was strongly associated with increased risk of NWMU (OR=3.95).
- Increased screen time over 2 years was also associated with incident NWMU status (OR=1.24).
Conclusions:
- Children increasing adiposity during puberty, despite remaining normal weight, are at risk for cardiometabolic issues.
- Further research on long-term consequences of pediatric NWMU is needed.
- Potential implications for revising pediatric screening practices for metabolic health.
Objective:
To identify determinants for the development of "normal weight metabolically unhealthy" (NWMU) profiles among previously metabolically healthy normal weight children.
Methods:
The QUALITY cohort comprises youth 8-10 years of age with a parental history of obesity (n = 630). Of these, normal weight children with no metabolic risk factors were identified and followed up 2 years later (n = 193). Children were classified as NWMU if they remained normal weight but developed at least one cardiometabolic risk factor. They were classified as normal weight metabolically healthy otherwise. Multivariable logistic regression models were used to identify whether adiposity (anthropometrics and DXA), lifestyle habits (physical activity, screen time, vegetables, and fruit- and sugar-sweetened beverages intake), fitness, and family history of cardiometabolic disease were associated with new onset NWMU.
Results:
Of the 193 normal weight and metabolically healthy children at baseline, 45 (23%) became NWMU 2 years later (i.e., 48% had elevated HDL cholesterol, 13% had elevated triglycerides, and 4% had impaired fasting glucose). Changes in adiposity between baseline and follow-up were associated with an increased risk of NWMU for all adiposity measures examined (e.g., for ∆zBMI OR = 3.95; 95% CI: 1.76, 8.83). Similarly, a 2-year change in screen time was associated with incident NWMU status (OR = 1.24; 95% CI 1.04, 1.49).
Conclusions:
Children who increase their adiposity levels as they enter puberty, despite remaining normal weight, are at risk of developing cardiometabolic risk factors. Studies examining long-term consequences of NWMU profiles in pediatrics are needed to determine whether changes in screening practice are warranted.
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