# Disrupted gut microbiome networks and unhealthy behaviors predict metabolic dysfunction in children and adolescents in the long term

**Authors:** Silvia Turroni, Kathrin Günther, Federica D’Amico, Toomas Veidebaum, Yiannis Kourides, Dénes Molnár, Lauren Lissner, Ronja Foraita, Monica Barone, Carlos Mora-Martínez, Yolanda Sanz, Arno Fraterman, Maike Wolters, Patrizia Brigidi, Marco Candela, Wolfgang Ahrens, Simone Rampelli

PMC · DOI: 10.1016/j.isci.2026.114763 · 2026-01-24

## TL;DR

Disrupted gut microbiome networks and unhealthy habits in children and adolescents may lead to long-term metabolic issues like obesity.

## Contribution

The study links gut microbiome network structure and unhealthy behaviors to future metabolic dysfunction in youth.

## Key findings

- Unbalanced gut microbiome profiles with low diversity and activity are linked to obesity risk.
- Healthy eating and physical activity can protect against metabolic dysfunction.
- A diverse and connected gut microbiome may promote long-term metabolic health.

## Abstract

We recently showed that the individual gut microbiome (GM) configuration in children and adolescents, together with long-term dietary habits, can predict the development of obesity. Here, we expanded our previous cohort to include 218 individuals and used 16S rRNA amplicon sequencing, shotgun metatranscriptomics, and a network approach to analyze fecal samples collected at a baseline survey and after a 4-year follow-up, investigating associations with health status, dietary intake, and other health-related behaviors. Our results showed that an unbalanced GM profile in children/adolescents, with few represented species, poor connectivity, and low transcriptional activity (especially in relation to molecular effectors that positively influence gut and immune health), combined with unhealthy behaviors (i.e., low-fiber diet and reduced physical activity), may favor the onset of obesity. This knowledge may pave the way for the development of adjunct GM-based precision intervention strategies aimed at rewiring microbial networks to promote long-term health.

•Disrupted gut microbiome networks and unhealthy behaviors may favor obesity•Few, poorly connected taxa with low activity are risk factors for metabolic health•A diverse and connected microbiome may protect against metabolic dysfunction•Medium-to-high levels of healthy eating and physical activity provide protection

Disrupted gut microbiome networks and unhealthy behaviors may favor obesity

Few, poorly connected taxa with low activity are risk factors for metabolic health

A diverse and connected microbiome may protect against metabolic dysfunction

Medium-to-high levels of healthy eating and physical activity provide protection

Genomics; Transcriptomics; Microbial genomics

## Linked entities

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

## Full-text entities

- **Diseases:** metabolic dysfunction (MESH:D008659), obesity (MESH:D009765)
- **Species:** Homo sapiens (human, species) [taxon 9606], gut metagenome (species) [taxon 749906]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12907672/full.md

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Source: https://tomesphere.com/paper/PMC12907672