# Age, socioeconomic status, and weight status as determinants of dietary patterns among German youth: findings from the LIFE child study

**Authors:** Emmelie Hähnel, Carolin Sobek, Peggy Ober, Wieland Kiess, Mandy Vogel

PMC · DOI: 10.3389/fnut.2025.1578176 · Frontiers in Nutrition · 2025-04-30

## TL;DR

This study explores how age, socioeconomic status, and weight affect dietary patterns in German youth, finding that older children eat fewer healthy foods and higher socioeconomic status is linked to healthier diets.

## Contribution

The study identifies age and socioeconomic status as key determinants of dietary patterns in children and adolescents.

## Key findings

- Food consumption frequency, including healthy foods like fruits and vegetables, decreases with age.
- Higher socioeconomic status is associated with healthier dietary patterns.
- Overweight and obese children are less likely to follow infrequent diets and more likely to follow neutral diets.

## Abstract

Malnutrition and its consequences, such as obesity, are growing problems, especially in disadvantaged subpopulations. In order to pinpoint possible contributors to children’s nutritional habits, we examined potential determinants as age, sex, socioeconomic status, and weight status of different dietary patterns (dp) in a large German research project.

The data was collected within a population-based longitudinal cohort study. We used the Food Frequency Questionnaire (FFQ) to assess food intake in 484 children and adolescents aged 5–18 years across 1,068 visits. Cluster analysis was used to identify food groups. Study participants who consumed food groups with a similar frequency were grouped together as dietary patterns. We applied logistic and linear regression to test for whether group membership in different food groups and dietary patterns was associated with age, sex, socioeconomic status (SES), or body mass index (BMI).

Overall, food consumption frequency decreased with age, including healthy foods like fruits (β = −0.39, p < 0.001) and vegetables (β = −0.17, p = 0.020). Boys consumed more meat and carbohydrates, milk/egg products, and junk food than girls did, but dietary patterns showed no significant sex differences. There was a trend toward a healthier diet with increasing SES (OR = 1.33, p < 0.001). Children with overweight or obesity were less likely to follow an infrequent diet (OROW = 0.56, p = 0.075; OROB = 0.41, p < 0.001) and were not significantly underrepresented in the healthiest pattern but were more likely to follow a neutral diet (OROW = 4.14, p = 0.042; OROB = 1.47, p = 0.504).

Our study identified age and SES as key factors in children’s and adolescents’ nutrition, highlighting their importance for improvement measures. The findings on weight and diet suggest both the complexity of obesity aetiology and potential reporting bias in certain weight groups.

## Linked entities

- **Diseases:** obesity (MONDO:0011122)

## Full-text entities

- **Diseases:** Obesity (MESH:D009765), Malnutrition (MESH:D044342), Childhood and (MESH:D063766), dental disease (MESH:D009057), osteoporosis (MESH:D010024), cardiovascular disease (MESH:D002318), Overweight (MESH:D050177), Civilization Diseases (MESH:D004194), diabetes mellitus (MESH:D003920), weight gain (MESH:D015430), cancer (MESH:D009369)
- **Chemicals:** carbohydrate (MESH:D002241), sugar (MESH:D000073893), salt (MESH:D012492)
- **Species:** Homo sapiens (human, species) [taxon 9606], Oryza sativa (Asian cultivated rice, species) [taxon 4530], Beta vulgaris subsp. vulgaris (field beet, subspecies) [taxon 3555]

## Full text

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## Figures

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## References

81 references — full list in the complete paper: https://tomesphere.com/paper/PMC12075125/full.md

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Source: https://tomesphere.com/paper/PMC12075125