# Exploring syndemic vulnerability among adolescents living in urban cities in the Netherlands: a latent class analysis

**Authors:** Samantha Frederika Francisca Groenestein, Sabine Plag, Eveline Margaretha Dubbeldeman, Robert R J M Vermeiren, Jet Bussemaker, Suzan van der Pas, Matty R Crone

PMC · DOI: 10.1136/bmjph-2024-002032 · BMJ Public Health · 2026-01-19

## TL;DR

This study identifies clusters of health conditions among Dutch adolescents and links them to social factors and higher healthcare use.

## Contribution

The paper introduces a novel application of syndemic theory to understand adolescent multimorbidity in high-income urban settings.

## Key findings

- 25.7% of adolescents had at least two health conditions, forming four distinct multimorbidity classes.
- Classes with behavioral and internalizing conditions were linked to adverse social factors like early school dropout.
- All multimorbidity classes showed increased healthcare use and costs compared to those with one or no conditions.

## Abstract

The increase of adolescent multimorbidity in welfare states is a major concern for current and future population health. However, current health interventions remain insufficient. Syndemic research among adolescents in high-income countries could improve understanding of mechanisms contributing to social and health inequalities.

This study explores the existence of clustered health conditions among adolescents aged 10–19 registered at general practices in two average Dutch cities: The Hague and Leiden. We examine which social and contextual factors are associated with these clustered health conditions and to what extent these clusters relate to healthcare use and costs.

This cross-sectional study used general practitioner registration data on diagnoses from the Extramural Leiden University Medical Centrum Academic Network database to explore multimorbidity based on the 2-year prevalence of 20 health conditions among adolescents (n=10 841). Latent class analysis was applied to distinguish multimorbidity classes. Statistics Netherlands provided information on factors at the individual (eg, country of origin), family (eg, divorced parents) and household (eg, income) levels. Multinomial logistic regression analysis was applied to identify multimorbidity class differences in these social contextual factors, healthcare use and costs.

In 2018 and 2019, 25.7% (n=2781) of adolescents had at least two health conditions. We identified four classes characterised by a high probability of health conditions: ‘asthma-skin conditions’ (n=442), ‘skin conditions-pain’ (n=794), ‘externalising behavioural disorders and skin conditions’ (n=565) and ‘gastrointestinal conditions, internalising disorders and pain’ (n=980). Adolescents in classes characterised by externalising or internalising conditions combined with physical and somatic health conditions were most often linked to several more prominent adverse social contextual factors, such as early school dropout. Increased healthcare use and costs across all classes indicated a higher disease burden for adolescents with clustered health conditions compared with those with one or no health conditions.

Disease clusters are prevalent in adolescents living in Dutch cities, driven by social contextual factors at the individual, household and parental levels, and show increased healthcare use and costs. Our results support the need for integrated preventative strategies focusing on multi-level aspects.

## Linked entities

- **Diseases:** asthma (MONDO:0004979)

## Full-text entities

- **Diseases:** gastrointestinal conditions (MESH:D005767), internalising disorders (MESH:D009358), skin conditions (MESH:D012871), pain (MESH:D010146), behavioural disorders (MESH:D001523), asthma (MESH:D001249)

## Full text

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## References

68 references — full list in the complete paper: https://tomesphere.com/paper/PMC12820875/full.md

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Source: https://tomesphere.com/paper/PMC12820875