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ORIGINAL RESEARCH article

Front. Nutr.

Sec. Sport and Exercise Nutrition

Volume 12 - 2025 | doi: 10.3389/fnut.2025.1624696

This article is part of the Research TopicBioimpedance Analysis: Lifelong Health, Disease, and Sport ApplicationsView all 12 articles

The role of body composition, cardiometabolic parameters, and resting substrate oxidation in protecting against metabolic syndrome in adolescents with obesity

Provisionally accepted
Mattia  D'AllevaMattia D'Alleva1*Stefano  LazzerStefano Lazzer1Maria  De MartinoMaria De Martino1Lara  MariLara Mari1Enrico  RejcEnrico Rejc1Simone  ZaccaronSimone Zaccaron1Jacopo  StafuzzaJacopo Stafuzza1Miriam  IsolaMiriam Isola1Adele  BondesanAdele Bondesan2Diana  CaroliDiana Caroli2Francesca  FrigerioFrancesca Frigerio2Laura  AbbruzzeseLaura Abbruzzese2Enrica  VenturaEnrica Ventura2Alessandro  SartorioAlessandro Sartorio2
  • 1University of Udine, Udine, Italy
  • 2Experimental Laboratory for Auxo-Endocrinological Research, Piancavallo, Italy

The final, formatted version of the article will be published soon.

The aetiology of metabolic syndrome (MetS) in young people involves a complex interplay between lifestyle, body composition, and cardiometabolic risk factors. The present study aimed to explore the relationships between anthropometric characteristics, body composition, cardiometabolic parameters and resting substrate metabolism in the development of MetS in severely adolescents with obesity.Methods: Seven hundred and thirty adolescents with obesity (mean age: 14.6 ± 2.1 years, BMI > 97 th percentile for gender and age) were included in this study. Body composition analysis was obtained using tetrapolar bioelectrical impedance analysis (BIA), while resting substrate oxidation was measured using an indirect calorimeter.Results: MetS was present in 27% of the participants. Compared to those without MetS, adolescents with MetS had significantly higher body mass (+15 kg, P<0.001), fat-free mass (FFM; +6 kg, P<0.001), fat mass (+9 kg, P<0.001), carbohydrate oxidation at rest (CHO; +0.02 g•min⁻¹, P=0.015), and Homeostasis Model Assessment for Insulin Resistance (HOMA-IR; +0.8, P<0.001).In adjusted-univariate logistic regression, HOMA-IR (OR: 1.22; 95% CI: 1.12-1.34, P<0.001) was associated with higher odds of MetS. Conversely, higher FFM percentage (OR: 0.96; 95% CI: 0.93-0.99, P=0.003) and HDL cholesterol levels (OR: 0.83; 95% CI: 0.81-0.86, P=0.003) were protective.In adolescents with severe obesity, resting carbohydrate oxidation and HOMA-IR emerged as independent risk factors for MetS, offering additional insight beyond conventional anthropometric and lipid indicators. Conversely, higher FFM and HDL cholesterol levels appeared to exert a protective effect. These findings underscore the importance of incorporating metabolic and body composition variables into MetS risk models and support the promotion of targeted interventions, such as endurance and resistance training, to address modifiable risk factors and reduce the likelihood of developing MetS.

Keywords: Obesity, metabolic syndrome, respiratory quotient, Cardiometabolic index, Fat-free mass

Received: 07 May 2025; Accepted: 18 Jul 2025.

Copyright: © 2025 D'Alleva, Lazzer, De Martino, Mari, Rejc, Zaccaron, Stafuzza, Isola, Bondesan, Caroli, Frigerio, Abbruzzese, Ventura and Sartorio. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Mattia D'Alleva, University of Udine, Udine, Italy

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