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Updated: Aug 20, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
A longitudinal study of pediatric body mass index values predicted health in middle age
Yin Bun Cheung1, David Machin, Johan Karlberg
1Division of Clinical Trials and Epidemiological Sciences, National Cancer Centre, Singapore 169610. cheungyb@graduate.hku.hk
Insights
Childhood body mass index (BMI) measured at age 11 effectively predicts adult obesity and overweight. This pediatric measure also shows potential for forecasting conditions like diabetes and hypertension later in life.
Area of Science:
- Pediatric Endocrinology
- Public Health
- Longitudinal Cohort Studies
Background:
- Childhood obesity is a growing public health concern with long-term health implications.
- Understanding early predictors of adult obesity and related diseases is crucial for timely interventions.
Purpose of the Study:
- To evaluate the predictive accuracy of pediatric body mass index (BMI) for identifying obesity, overweight status, and disease history in middle age.
- To assess BMI measurements at different childhood ages (7, 11, and 16 years) as predictors.
Main Methods:
- A longitudinal study analyzed data from 12,327 individuals born in 1958.
- Body mass index (BMI) was measured at ages 7, 11, and 16.
- Obesity (BMI ≥ 30) and overweight (BMI ≥ 25) at age 33, and self-reported disease history at age 42 were the primary outcomes.
- Receiver operating characteristic (ROC) analysis was employed to determine predictive accuracy.
Main Results:
- BMI at age 11 demonstrated strong predictive ability for obesity (AUC 0.78 males, 0.80 females) and overweight in adulthood (age 33).
- Age 11 BMI also predicted a history of diabetes (AUC 0.60) and hypertension (AUC 0.56).
- Predictive accuracy was less robust for BMI at age 7 and showed limited improvement at age 16.
Conclusions:
- Pediatric BMI, particularly at age 11, serves as a valuable predictor of adult obesity and overweight.
- The findings suggest that childhood BMI measurements can offer a reasonable profile for predicting future health risks, including certain chronic diseases.
Background And Objective:
To characterize the use of pediatric body mass index (BMI) to predict obesity, overweight, and diseases in middle age.
Methods:
A longitudinal study of people born in a week in 1958 (n=12,327). The main outcome measures are obesity (BMI > or = 30) and overweight (BMI > or = 25) at age 33 and disease history self-reported at age 42. Receiver operating characteristic (ROC) analysis was performed using BMI measured at ages 7, 11, and 16 years as predictors.
Results:
BMI values measured at age 11 could predict obesity at age 33 with areas under ROC curve (AUC) of 0.78 for males and 0.80 for females (each P < .001). BMI values at age 11 predicted overweight with slightly smaller AUC (each P < .001). They could also predict history of diabetes and hypertension (AUC=0.60 and 0.56, respectively, each P < .01), both sexes pooled. Prediction based on BMI at age 7 was less satisfactory; that at 16 gave limited improvement. Cutoff points based on ROC curves, the international reference, and the 85th and 95th percentiles gave very different profiles of diagnostic features.
Conclusion:
Pediatric BMI may predict adult obesity and overweight with a reasonable profile of sensitivity and specificity.
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