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Updated: Nov 17, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Fat mass and vascular health in overweight/obese children
Maria Rosaria Licenziati1, Gabriella Iannuzzo2, Delia Morlino2
1Obesity and Endocrine Disease Unit, Department of Neurosciences, Santobono-Pausilipon Children's Hospital, Naples, Italy.
Insights
A new fat mass estimation model shows it is linked to early signs of atherosclerosis in obese children. This finding is crucial for understanding cardiovascular risks in pediatric obesity.
Area of Science:
- Pediatric Endocrinology
- Cardiovascular Health
- Public Health
Background:
- Childhood obesity is a major 21st-century public health concern.
- Body Mass Index (BMI) has limitations in assessing body fatness in children.
- Accurate assessment of fat mass is needed to understand associated health risks.
Purpose of the Study:
- To investigate the association between estimated fat mass and subclinical atherosclerosis markers in overweight/obese children.
- To evaluate a new prediction model for fat mass estimation.
- To assess carotid intima media thickness (IMT) and intima media complex cross-sectional area (CSA-IMC) as markers.
Main Methods:
- Study included 375 Italian overweight/obese children (ages 5-15).
- Ultrasound carotid examination was performed on all participants.
- Multiple regression analyses were used to assess associations, controlling for cardiovascular risk factors.
Main Results:
- Estimated fat mass was significantly associated with carotid IMT (β=0.156, p=0.01).
- Estimated fat mass was significantly associated with CSA-IMC (β=0.216, p<0.001).
- These associations remained significant after adjusting for major cardiovascular risk factors.
Conclusions:
- Fat mass, calculated using a new formula, is independently associated with subclinical atherosclerosis in overweight and obese children.
- This highlights the importance of accurate fat mass assessment in pediatric obesity management.
- The findings suggest potential for early cardiovascular risk identification in this population.
Background And Aim:
Childhood obesity is one of the most serious public health challenges of the 21st century. Body mass index (BMI), the most widely used marker of body fatness, has serious limitations, particularly in children, since it does not accurately discriminate between lean and fat mass. Aim of our study was to investigate if the estimate of fat mass, as derived by a new prediction model, was associated with carotid intima media thickness (IMT) and the cross-sectional area of the intima media complex (CSA-IMC) in overweight or obese children.
Methods And Results:
As many as 375 overweight/obese Italian children, 54.7% males, aged 5-15 years, admitted to a tertiary care hospital, were consecutively enrolled in a study on cardiovascular markers of atherosclerosis. All children underwent an ultrasound carotid examination. Mean weight was 62.2 ± 20.8 Kg and fat-mass was 26.2 ± 10.7 Kg. Multiple regression analyses showed a significant association of fat mass with carotid IMT (β 0.156, p 0.01) and CSA-IMC (β 0.216, p < 0.001); these associations remained significant after controlling for the main cardiovascular risk factors (age, sex, blood pressure, HOMA-index, triglycerides, LDL-cholesterol, HDL-cholesterol, birth weight and high-sensitivity C-reactive protein).
Conclusion:
Fat mass calculated with the new formula is independently associated with subclinical atherosclerosis in overweight/obese children.
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