Evidence map›Paper›PMID 42747589›Full record

Observational studyEuropean journal of pediatrics2026

The temporal relationship among socioeconomic vulnerability, dietary intake, and childhood obesity across six European countries: longitudinal results from the Feel4Diabetes-study.

Lubna Mahmood, Guiomar Masip, Luis A Moreno, Peter Schwarz, Lena Roth, Maxi Bretschneider, Ruben Willems, Greet Cardon, Violeta Iotova, Natalya Usheva and 5 more

Registry-linked trialAbstract readMulticenter StudyObservational Study
PubMed Publisher
In one paragraph

Observational study in European journal of pediatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02393872 (Developing and Implementing a Community-based Intervention to Create a More Supportive Social and Physical Environment for Lifestyle Changes to Prevent Diabetes in Vulnerable Families Across Europe.), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT02393872 naunknown statusnot on this map

Developing and Implementing a Community-based Intervention to Create a More Supportive Social and Physical Environment for Lifestyle Changes to Prevent Diabetes in Vulnerable Families Across Europe.

TypeinterventionalSponsorHarokopio UniversityRan2016 to 2019Enrolled9,000ConditionsObesity, Type 2 DiabetesArmsFeel4Diabetes-intervention
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Lubna MahmoodNUTRI-GENUD (B34_23R-Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Saragossa, Spain.
Guiomar MasipNUTRI-GENUD (B34_23R-Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Saragossa, Spain.
Luis A MorenoNUTRI-GENUD (B34_23R-Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Saragossa, Spain. lmoreno@unizar.es.ORCID https://orcid.org/0000-0003-0454-653X
Peter SchwarzDepartment for Prevention and Care of Diabetes, Medical Faculty Carl Gustav Carusat the , Technical University of Dresden, Dresden, Germany.
Lena RothDepartment for Prevention and Care of Diabetes, Medical Faculty Carl Gustav Carusat the , Technical University of Dresden, Dresden, Germany.
Maxi BretschneiderDepartment for Prevention and Care of Diabetes, Medical Faculty Carl Gustav Carusat the , Technical University of Dresden, Dresden, Germany.
Ruben WillemsDepartment of Public Health and Primary Care, Ghent University, Ghent, Belgium.
Greet CardonDepartment of Movement and Sports Sciences, Ghent University, Ghent, Belgium.
Violeta IotovaDepartment of Pediatrics, Faculty of Medicine, Medical University of Varna, Varna, Bulgaria.
Natalya UshevaDepartment of Social Medicine and Health Care Organization, Faculty of Public Health, Medical University of Varna, Varna, Bulgaria.
Tsvetalina TankovaDivision of Diabetology, Department of Endocrinology, Medical University of Sofia, Sofia, Bulgaria.
Eva KaraglaniDepartment of Nutrition and Dietetics, School of Health Science & Education, Harokopio University, Athens, Greece.
Yannis ManiosDepartment of Nutrition and Dietetics, School of Health Science & Education, Harokopio University, Athens, Greece.
Esther M Gonzalez-GilNUTRI-GENUD (B34_23R-Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Saragossa, Spain.
Feel4Diabetes-Study Group13

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aims to examine the temporal relationship between socioeconomic vulnerability, dietary intake, and childhood obesity in European children using longitudinal data; 1,796 parent-child dyads from the control group of the Feel4Diabetes study in six European countries were assessed at baseline (2016) and two follow-ups (2017, 2018). Socioeconomic vulnerability was measured using a cumulative index of parental education, employment, and income security. Children's dietary intake was reported by parents via a food frequency questionnaire, and BMI z-scores were objectively measured. Cross-lagged panel models tested temporal relationships between socioeconomic vulnerability and dietary intake, while moderation analyses assessed if diet moderated the socioeconomic vulnerability-BMI relationship. Higher socioeconomic vulnerability predicted poorer dietary patterns over time, with lower intake of meat (β =  - 0.100) and fruits, vegetables, legumes (β =  - 0.119), and higher consumption of salty snacks (β = 0.129) and sweets/sweetened beverages (β = 0.084, all p < 0.001). Reverse diet-to-socioeconomic vulnerability associations were mostly non-significant. Meat intake also moderated the baseline socioeconomic vulnerability-BMI association (interaction p < 0.05).

conclusionSocioeconomic vulnerability influences children's dietary habits and contributes to obesity risk over time. These findings underscore the need for public health interventions targeting vulnerable populations to improve diet quality and reduce health disparities.

trial registrationThe Feel4Diabetes-study is registered with the clinical trials registry (NCT02393872), http://clinicaltrials.gov . WHAT IS KNOWN: • Childhood obesity remains a major public health concern, with socioeconomic inequalities influencing both dietary habits and obesity risk. • Previous research has shown associations between socioeconomic status and diet or obesity, but limited evidence exists on their temporal and longitudinal interrelationships in children. WHAT IS NEW: • This study provides longitudinal evidence that socioeconomic vulnerability precedes and predicts unfavourable dietary patterns in children over time. • It demonstrates that these diet-related inequalities contribute to the development of childhood obesity, highlighting a temporal pathway linking socioeconomic vulnerability, diet, and obesity risk.

Indexed as

DietFeeding BehaviorPediatric ObesityBody Mass IndexChildEuropeFemaleHumansLongitudinal StudiesLow Socioeconomic StatusMaleRandomized Controlled Trials as TopicRisk FactorsSocioeconomic Disparities in HealthSocioeconomic FactorsChildrenDietary intakeEuropeObesitySocioeconomic vulnerability

Identifiers

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.