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- 1University of Udine, Udine, Italy
- 2Experimental Laboratory for Auxo-Endocrinological Research, Piancavallo, Italy
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
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
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.