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Updated: Jun 25, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
PACE: a Novel Eating Behavior Phenotype to Assess Risk for Obesity in Middle Childhood
Kathleen L Keller1, Alaina L Pearce2, Bari Fuchs2
1Department of Nutritional Sciences, The Pennsylvania State University, PA, United States; Department of Food Science, The Pennsylvania State University, PA, United States.
Insights
A new eating behavior risk score, called PACE, effectively predicts future weight gain in children. This score can help identify children at risk for obesity and inform early intervention strategies.
Area of Science:
- Pediatric obesity research
- Behavioral science
- Nutritional epidemiology
Background:
- Identifying children susceptible to obesity requires understanding behavioral phenotypes predicting future weight gain.
- Early identification is crucial for developing effective obesity prevention strategies.
Purpose of the Study:
- To develop and validate an eating behavior risk score for predicting changes in adiposity over one year in children.
- To assess the predictive accuracy of the developed score in a cohort of healthy children.
Main Methods:
- A prospective study involving 76 healthy 7- to 8-year-old children with varying familial risk for obesity.
- Eating behaviors and appetitive traits were assessed at baseline (T1).
- Adiposity, measured as fat mass index (FMI), was assessed at baseline and 1-year follow-up (T2) using dual-energy x-ray absorptiometry.
Main Results:
- Four eating measures (portion susceptibility, appetitive traits, loss of control eating, eating rate) were combined into the PACE score.
- The PACE score significantly improved the prediction of T2 FMI, explaining 80% of the variance.
- PACE was positively associated with an increase in FMI over one year, independent of familial risk.
Conclusions:
- The PACE (Predicting Adiposity in Children's Eating) score is a cumulative eating behavior risk score that accurately predicts adiposity gain in middle childhood.
- Further validation in diverse populations is needed to inform the development of targeted obesity interventions.
- This study provides a novel tool for early identification of children at risk for obesity.
Background:
Behavioral phenotypes that predict future weight gain are needed to identify children susceptible to obesity.
Objectives:
This prospective study developed an eating behavior risk score to predict change in adiposity over 1 y in children.
Methods:
Data from 6 baseline visits (Time 1, T1) and a 1-y follow-up visit (Time 2, T2) were collected from 76, 7- to 8-y-old healthy children recruited from Central Pennsylvania. At T1, children had body mass index (BMI) percentiles <90 and were classified with either high (n = 33; maternal BMI ≥30 kg/m2) or low (n = 43; maternal BMI ≤25 kg/m2) familial risk for obesity. Appetitive traits and eating behaviors were assessed at T1. Adiposity was measured at T1 and T2 using dual-energy x-ray absorptiometry, with a main outcome of fat mass index (FMI; total body fat mass divided by height in meters squared). Hierarchical linear regressions determined which eating measures improved prediction of T2 FMI after adjustment for covariates in the baseline model (T1 FMI, sex, income, familial risk, and Tanner stage).
Results:
Four eating measures-Portion susceptibility, Appetitive traits, loss of control eating, and eating rate-were combined into a standardized summary score called PACE. PACE improved the baseline model to predict 80% variance in T2 FMI. PACE was positively associated with the increase in FMI in children from T1 to T2, independent of familial risk (r = 0.58, P < 0.001). Although PACE was higher in girls than boys (P < 0.05), it did not differ by familial risk, income, or education.
Conclusions:
PACE represents a cumulative eating behavior risk score that predicts adiposity gain over 1 y in middle childhood. If PACE similarly predicts adiposity gain in a cohort with greater racial and socioeconomic diversity, it will inform the development of interventions to prevent obesity. This trial was registered at clinicaltrials.gov as NCT03341247.
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