Longitudinal BMI-for-Age Trajectories Among Mexican School-Aged Children, 2015–2019

Background/Objectives: Childhood body mass index (BMI) is dynamic, and cross-sectional estimates do not capture within-child changes over time. This study aimed to characterize longitudinal BMI-for-age trajectories among Mexican school-aged children and examine differences according to individual and school-context characteristics. Methods: We analyzed 463,244 children aged 5–12 years with valid anthropometric measurements over four consecutive school years (2015–2016 to 2018–2019). BMI-for-age z-scores (BAZ) were calculated using the WHO 2007 growth reference. Longitudinal patterns were identified using latent class mixed models. Multinomial logistic regression estimated the proportions of children belonging to each trajectory group, and population-averaged generalized estimating equations (GEE) examined overweight/obesity across school grades and trajectory groups. Results: Four trajectories were identified, broadly corresponding to low-BAZ, mid-range BAZ, elevated BAZ, and very-high BAZ trajectories, comprising 13.08%, 43.68%, 32.01%, and 11.23% of children, respectively. Trajectory-group membership probabilities differed by sex and school-context characteristics. Girls had a higher proportion in the mid-range BAZ trajectory than boys (45.7 vs. 41.7%) but a lower one in the very-high BAZ trajectory (8.4 vs. 14.0%). Elevated BAZ and very-high BAZ trajectory proportions increased as municipal marginalization decreased. In the GEE model, overweight/obesity increased across school grades, particularly in the elevated BAZ trajectory (grade-by-trajectory interaction (OR = 1.33; p < 0.001); girls had lower (OR = 0.94; p < 0.001) and children attending urban schools higher (OR = 1.1; p < 0.001) overweight/obesity. Conclusions: Mexican school-aged children exhibited heterogeneous longitudinal BMI-for-age patterns. Individually linked repeated anthropometric measurements provide information on within-child BMI patterns that complement cross-sectional prevalence estimates and may improve the characterization of childhood nutritional status across school and geographic contexts.

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Journal
Nutrients
Published
2026-10-27
DOI
https://doi.org/10.3390/nu18213532
Primary Topic
Obesity, Physical Activity, Diet
Type
article
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article

Longitudinal BMI-for-Age Trajectories Among Mexican School-Aged Children, 2015–2019

Marco Antonio Ávila-Arcos, Lucía Cuevas‐Nasú, Teresa Shamah‐Levy, Abelardo Ávila-Curiel et al.
1 links
Nutrients
Obesity, Physical Activity, Diet
article

Longitudinal BMI-for-Age Trajectories Among Mexican School-Aged Children, 2015–2019

Marco Antonio Ávila-Arcos, Lucía Cuevas‐Nasú, Teresa Shamah‐Levy, Abelardo Ávila-Curiel, Elsa Berenice Gaona Pineda, Marti Yareli Del Monte Vega, Ignacio Méndez‐Gómez‐Humarán
article en

Abstract

Background/Objectives: Childhood body mass index (BMI) is dynamic, and cross-sectional estimates do not capture within-child changes over time. This study aimed to characterize longitudinal BMI-for-age trajectories among Mexican school-aged children and examine differences according to individual and school-context characteristics. Methods: We analyzed 463,244 children aged 5–12 years with valid anthropometric measurements over four consecutive school years (2015–2016 to 2018–2019). BMI-for-age z-scores (BAZ) were calculated using the WHO 2007 growth reference. Longitudinal patterns were identified using latent class mixed models. Multinomial logistic regression estimated the proportions of children belonging to each trajectory group, and population-averaged generalized estimating equations (GEE) examined overweight/obesity across school grades and trajectory groups. Results: Four trajectories were identified, broadly corresponding to low-BAZ, mid-range BAZ, elevated BAZ, and very-high BAZ trajectories, comprising 13.08%, 43.68%, 32.01%, and 11.23% of children, respectively. Trajectory-group membership probabilities differed by sex and school-context characteristics. Girls had a higher proportion in the mid-range BAZ trajectory than boys (45.7 vs. 41.7%) but a lower one in the very-high BAZ trajectory (8.4 vs. 14.0%). Elevated BAZ and very-high BAZ trajectory proportions increased as municipal marginalization decreased. In the GEE model, overweight/obesity increased across school grades, particularly in the elevated BAZ trajectory (grade-by-trajectory interaction (OR = 1.33; p < 0.001); girls had lower (OR = 0.94; p < 0.001) and children attending urban schools higher (OR = 1.1; p < 0.001) overweight/obesity. Conclusions: Mexican school-aged children exhibited heterogeneous longitudinal BMI-for-age patterns. Individually linked repeated anthropometric measurements provide information on within-child BMI patterns that complement cross-sectional prevalence estimates and may improve the characterization of childhood nutritional status across school and geographic contexts.

NutrientsVol. 18(21)
Autonomous University of Aguascalientes (MX), Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (MX), National Institute of Public Health (SI), Instituto Nacional de Salud Pública (MX), Universidad La Concordia (MX), Universidad Tecnológica de Aguascalientes (MX), Universidad Politécnica de Aguascalientes (MX), National Institute of Nutrition (IN)
Good health and well-being, Reduced inequalities
Openalex Percentile: Top 10%
Obesity, Physical Activity, Diet
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