Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project

Abstract Background & Aim Metabolic and cardiovascular health outcomes are strongly influenced by diet. Dietary habits established in early childhood may persist into adulthood. This study aimed to examine the association between dietary patterns at both 2 and 8 years of age, explaining the maxi...

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Main Authors: Mariona Gispert-Llauradó, Joaquin Escribano, Natalia Ferré, Veit Grote, Berthold Koletzko, Gina Ambrosini, Elvira Verduci, Dariusz Gruszfeld, Annick Xhonneux, Veronica Luque
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Nutrition Journal
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Online Access:https://doi.org/10.1186/s12937-025-01080-1
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author Mariona Gispert-Llauradó
Joaquin Escribano
Natalia Ferré
Veit Grote
Berthold Koletzko
Gina Ambrosini
Elvira Verduci
Dariusz Gruszfeld
Annick Xhonneux
Veronica Luque
author_facet Mariona Gispert-Llauradó
Joaquin Escribano
Natalia Ferré
Veit Grote
Berthold Koletzko
Gina Ambrosini
Elvira Verduci
Dariusz Gruszfeld
Annick Xhonneux
Veronica Luque
author_sort Mariona Gispert-Llauradó
collection DOAJ
description Abstract Background & Aim Metabolic and cardiovascular health outcomes are strongly influenced by diet. Dietary habits established in early childhood may persist into adulthood. This study aimed to examine the association between dietary patterns at both 2 and 8 years of age, explaining the maximum variability of high- and low-quality fats, sugars, and fibre, and cardiometabolic markers at age 8 years. Methods This was a secondary analysis of the European Childhood Obesity Project, formerly a randomized clinical trial across five European countries performed in healthy term newborns. Children in the study were categorized at ages 2 and 8 years into two groups based on cluster analysis of dietary patterns (DP) derived from Reduction Rank Regression (RRR). A cross-sectional and prospective analysis was conducted to evaluate the associations between these DPs and cardiometabolic outcomes, including body mass index (BMI), blood pressure (BP), and biochemical markers. Triglycerides, HDL cholesterol and insulin resistance index (HOMA-IR) were also categorized as altered versus normal values. Asociations between dietary patterns and health outcomes were assessed using linear and logistic regression models, adjusting for covariates based on a step-wise approach. Results A total of 336 children were classified based on quality of nutrient intakes into either a “Poor-Quality dietary pattern” (PQ-DP) (48% and 66% of infants at 2 and 8 years, respectively) or the “Health-Conscious dietary pattern” (HC-DP) (52% and 34% of infants at 2 and 8 years, respectively). Following a PQ-DP at both ages 2 and 8 was associated with higher triglycerides (β = 0.061, p = 0.049), systolic and diastolic BP (β = 13.019, p < 0.001 & β = 7.612, p = 0.014, respectively) and altered levels of HOMA-IR (OR = 3.1, p = 0.037, 95% CI = 1.1–9.1) at 8 years, compared to children with an HC-DP at both ages, after adjusting for confounders. Conclusion Adherence to a dietary pattern with a poorer nutritional profile in early childhood and school age is associated with worse cardiometabolic risk markers at 8 years old.
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spelling doaj-art-2685c7d8d45d4f4eaa25df29bb628ff22025-02-02T12:09:59ZengBMCNutrition Journal1475-28912025-01-0124111210.1186/s12937-025-01080-1Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity ProjectMariona Gispert-Llauradó0Joaquin Escribano1Natalia Ferré2Veit Grote3Berthold Koletzko4Gina Ambrosini5Elvira Verduci6Dariusz Gruszfeld7Annick Xhonneux8Veronica Luque9Paediatrics, Nutrition and Development Research Unit, Universitat Rovira i Virgili. ReusPaediatrics, Nutrition and Development Research Unit, Universitat Rovira i Virgili. ReusPaediatrics, Nutrition and Development Research Unit, Universitat Rovira i Virgili. ReusDepartment of Paediatrics, Dr. von Hauner Children’s Hospital, LMU - Ludwig Maximilians Universität Munich, LMU University HospitalsDepartment of Paediatrics, Dr. von Hauner Children’s Hospital, LMU - Ludwig Maximilians Universität Munich, LMU University HospitalsSchool of Population and Global Health, University of Western AustraliaMetabolic Diseases Unit, Department of Paediatrics, Vittore Buzzi Children’s Hospital, University of MilanNeonatal Department, Children’s Memorial Health InstituteGroupe Santé CHCPaediatrics, Nutrition and Development Research Unit, Universitat Rovira i Virgili. ReusAbstract Background & Aim Metabolic and cardiovascular health outcomes are strongly influenced by diet. Dietary habits established in early childhood may persist into adulthood. This study aimed to examine the association between dietary patterns at both 2 and 8 years of age, explaining the maximum variability of high- and low-quality fats, sugars, and fibre, and cardiometabolic markers at age 8 years. Methods This was a secondary analysis of the European Childhood Obesity Project, formerly a randomized clinical trial across five European countries performed in healthy term newborns. Children in the study were categorized at ages 2 and 8 years into two groups based on cluster analysis of dietary patterns (DP) derived from Reduction Rank Regression (RRR). A cross-sectional and prospective analysis was conducted to evaluate the associations between these DPs and cardiometabolic outcomes, including body mass index (BMI), blood pressure (BP), and biochemical markers. Triglycerides, HDL cholesterol and insulin resistance index (HOMA-IR) were also categorized as altered versus normal values. Asociations between dietary patterns and health outcomes were assessed using linear and logistic regression models, adjusting for covariates based on a step-wise approach. Results A total of 336 children were classified based on quality of nutrient intakes into either a “Poor-Quality dietary pattern” (PQ-DP) (48% and 66% of infants at 2 and 8 years, respectively) or the “Health-Conscious dietary pattern” (HC-DP) (52% and 34% of infants at 2 and 8 years, respectively). Following a PQ-DP at both ages 2 and 8 was associated with higher triglycerides (β = 0.061, p = 0.049), systolic and diastolic BP (β = 13.019, p < 0.001 & β = 7.612, p = 0.014, respectively) and altered levels of HOMA-IR (OR = 3.1, p = 0.037, 95% CI = 1.1–9.1) at 8 years, compared to children with an HC-DP at both ages, after adjusting for confounders. Conclusion Adherence to a dietary pattern with a poorer nutritional profile in early childhood and school age is associated with worse cardiometabolic risk markers at 8 years old.https://doi.org/10.1186/s12937-025-01080-1Poor quality dietary patternEarly childhood nutritionCardiometabolic healthReduction rank regressionClusterProspective analyses
spellingShingle Mariona Gispert-Llauradó
Joaquin Escribano
Natalia Ferré
Veit Grote
Berthold Koletzko
Gina Ambrosini
Elvira Verduci
Dariusz Gruszfeld
Annick Xhonneux
Veronica Luque
Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
Nutrition Journal
Poor quality dietary pattern
Early childhood nutrition
Cardiometabolic health
Reduction rank regression
Cluster
Prospective analyses
title Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
title_full Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
title_fullStr Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
title_full_unstemmed Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
title_short Association between early dietary patterns and cardiometabolic health at age 8: a confirmatory analysis of the European Childhood Obesity Project
title_sort association between early dietary patterns and cardiometabolic health at age 8 a confirmatory analysis of the european childhood obesity project
topic Poor quality dietary pattern
Early childhood nutrition
Cardiometabolic health
Reduction rank regression
Cluster
Prospective analyses
url https://doi.org/10.1186/s12937-025-01080-1
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