Abstract
Objectives
Metabolically healthy obese (MHO) children is a described subgroup of obese children who do not exhibit traditional cardiometabolic risk factors. The aim of this study was to determine the prevalence and characterize patients with this phenotype.
Methods
Cross-sectional study, performed in a paediatric obesity clinic (tertiary university hospital) in 2019. Children were classified with “MHO” or “metabolically unhealthy obesity” according to the criteria proposed by Damanhoury based on HDL, triglycerides, systolic and diastolic blood pressure (DBP) and fasting glucose values.
Results
241 participants were included, with ages between two and 17 years. The prevalence of the MHO phenotype was 61.8%. The body mass index (Z-score) in children aged five years or older was significantly lower in those with MHO (p=0.040). In the MHO group, mean total cholesterol levels were higher (p<0.001), due to the high value of HDL (p<0.001); triglyceride levels (p<0.001), systolic blood pressure (SBP) (p=0.036), DBP (p=0.029) and the homeostasis model assessment – insulin resistance (HOMA-IR) index (p=0.001) were significantly lower. HDL (OR=1.421; 95% CI 1.279–1.579; p<0.001) and SBP (OR=0.943; 95% CI 0.903–0.985; p=0.008) were the only independent predictors for the development of MHO.
Conclusions
Almost two-thirds of the participants had an MHO phenotype. The high and low values of HDL and SBP, respectively, were the only variables that proved to be predictors of MHO.
-
Research funding: This research received no specific grant from any funding agency in the public, commercial or not-for-profit sectors.
-
Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission. All authors conceived the study and made substantial contributions to the design of the work. Diana Teixeira and Cátia Martins contributed towards acquisition of data. Diana Teixeira and Raquel Soares performed the analysis and interpretation of the data. Diana Teixeira e Cátia Martins drafted the manuscript. Raquel Soares and Guiomar Oliveira revised it critically for important intellectual content.
-
Competing interests: Authors state no conflict of interest.
-
Informed consent: Written informed consent was not required according to the decision of Ethics Committee of Centro Hospitalar e Universitário de Coimbra.
-
Ethical approval: The research was conducted ethically in accordance with the World Medical Association Declaration of Helsinki. This study protocol was reviewed and approved by Ethics Committee of Centro Hospitalar e Universitário de Coimbra, approval number [094/CES of 25/02/2021].
References
1. Reilly, JJ. Descriptive epidemiology and health consequences of childhood obesity. Best Pract Res Clin Endocrinol Metabol 2005;19:327–41. https://doi.org/10.1016/j.beem.2005.04.002.Search in Google Scholar
2. Ebbeling, CB, Pawlak, DB, Ludwig, DS. Childhood obesity: public-health crisis, common sense cure. Lancet 2002;360:473–82. https://doi.org/10.1016/s0140-6736(02)09678-2.Search in Google Scholar
3. Stefan, N, Häring, HU, Hu, FB, Schulze, MB. Metabolically healthy obesity: epidemiology, mechanisms, and clinical implications. Lancet Diabetes Endocrinol 2013;1:152–62. https://doi.org/10.1016/s2213-8587(13)70062-7.Search in Google Scholar
4. Vukovic, R, Dos Santos, TJ, Ybarra, M, Atar, M. Children with metabolically healthy obesity: a review. Front Endocrinol 2019;10:865. https://doi.org/10.3389/fendo.2019.00865.Search in Google Scholar PubMed PubMed Central
5. Nasreddine, L, Tamim, H, Mailhac, A, AlBuhairan, FS. Prevalence and predictors of metabolically healthy obesity in adolescents: findings from the national “Jeeluna” study in Saudi-Arabia. BMC Pediatr 2018;18:281. https://doi.org/10.1186/s12887-018-1247-z.Search in Google Scholar PubMed PubMed Central
6. Goday, A, Calvo, E, Vázquez, LA, Caveda, E, Margallo, T, Catalina-Romero, C, et al.. Prevalence and clinical characteristics of metabolically healthy obese individuals and other obese/non-obese metabolic phenotypes in a working population: results from the Icaria study. BMC Publ Health 2016;16:248. https://doi.org/10.1186/s12889-016-2921-4.Search in Google Scholar PubMed PubMed Central
7. Blüher, S, Schwarz, P. Metabolically healthy obesity from childhood to adulthood – does weight status alone matter? Metabolism 2014;63:1084–92. https://doi.org/10.1016/j.metabol.2014.06.009.Search in Google Scholar PubMed
8. Blüher, M. Metabolically healthy obesity. Endocr Rev 2020;41:405–20.10.1210/endrev/bnaa004Search in Google Scholar PubMed PubMed Central
9. Damanhoury, S, Newton, AS, Rashid, M, Hartling, L, Byrne, JLS, Ball, GDC. Defining metabolically healthy obesity in children: a scoping review. Obes Rev 2018;19:1476–91. https://doi.org/10.1111/obr.12721.Search in Google Scholar PubMed
10. Chiesa, C, Pacifico, L, Xi, B, Cadenas-Sanchez, C. Editorial: metabolically healthy and unhealthy obese children and adolescents. Front Endocrinol 2020;11:613703. https://doi.org/10.3389/fendo.2020.613703.Search in Google Scholar PubMed PubMed Central
11. Corica, D, Aversa, T, Valenzise, M, Messina, MF, Alibrandi, A, De Luca, F, et al.. Does family history of obesity, cardiovascular, and metabolic diseases influence onset and severity of childhood obesity? Front Endocrinol 2018;9:187. https://doi.org/10.3389/fendo.2018.00187.Search in Google Scholar PubMed PubMed Central
12. Corica, D, Oreto, L, Pepe, G, Calabrò, MP, Longobardo, L, Morabito, L, et al.. Precocious preclinical cardiovascular sonographic markers in metabolically healthy and unhealthy childhood obesity. Front Endocrinol 2020;11:56. https://doi.org/10.3389/fendo.2020.00056.Search in Google Scholar PubMed PubMed Central
13. Prince, RL, Kuk, JL, Ambler, KA, Dhaliwal, J, Ball, GD. Predictors of metabolically healthy obesity in children. Diabetes Care 2014;37:1462–8. https://doi.org/10.2337/dc13-1697.Search in Google Scholar PubMed
14. Organization, WH. Obesity and overweight; 2020. Available from: https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight.Search in Google Scholar
15. Flynn, JT, Kaelber, DC, Baker-Smith, CM, Blowey, D, Carroll, AE, Daniels, SR, et al.. Clinical practice guideline for screening and management of high blood pressure in children and adolescents. Pediatrics 2017;140:784–8. https://doi.org/10.1542/peds.2017-1904.Search in Google Scholar PubMed
16. American Academy of Pediatrics. National cholesterol education program: report of the expert panel on blood cholesterol levels in children and adolescents. Pediatrics 1992;89:525–84.10.1542/peds.89.3.495Search in Google Scholar
17. European Paediatric Hepatitis C Virus Network. Three broad modalities in the natural history of vertically acquired hepatitis C virus infection. Clin Infect Dis 2005;41:45–51. https://doi.org/10.1086/430601.Search in Google Scholar PubMed
18. England, K, Thorne, C, Pembrey, L, Tovo, P, Newell, ML. Age – and sex-related reference ranges of alanine aminotransferase levels in children: European paediatric HCV network. J Pediatr Gastroenterol Nutr 2009;49:71. https://doi.org/10.1097/mpg.0b013e31818fc63b.Search in Google Scholar
19. van der Aa, MP, Knibbe, CA, Boer, A, van der Vorst, MM. Definition of insulin resistance affects prevalence rate in pediatric patients: a systematic review and call for consensus. J Pediatr Endocrinol Metab 2017;30:123–31. https://doi.org/10.1515/jpem-2016-0242.Search in Google Scholar PubMed
20. Matthews, DR, Hosker, JP, Rudenski, AS, Naylor, BA, Treacher, DF, Turner, RC. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia 1985;28:412–9. https://doi.org/10.1007/bf00280883.Search in Google Scholar
21. Rocha, E, Vogel, M, Stanik, J, Pietzner, D, Willenberg, A, Körner, A, et al.. Serum uric acid levels as an indicator for metabolically unhealthy obesity in children and adolescents. Horm Res Paediatr 2018;90:19–27. https://doi.org/10.1159/000490113.Search in Google Scholar PubMed
22. Genovesi, S, Antolini, L, Orlando, A, Gilardini, L, Bertoli, S, Giussani, M, et al.. Cardiovascular risk factors associated with the metabolically healthy obese (MHO) phenotype compared to the metabolically unhealthy obese (MUO) phenotype in children. Front Endocrinol 2020;11:27. https://doi.org/10.3389/fendo.2020.00027.Search in Google Scholar PubMed PubMed Central
23. Pizano-Zárate, ML, Horta-Baas, G, Nuñez-Hernández, JA, Montiel-Jarquín, ÁJ, Tolentino-Dolores, M, Hernández-Trejo, M, et al.. Prevalence and characteristics of the metabolically healthy obese phenotype in children and adolescents in a Mexican state. Endocrinol Diabetes Nutr 2020;67:625–35. https://doi.org/10.1016/j.endinu.2020.03.015.Search in Google Scholar PubMed
24. Alberti, KG, Zimmet, P, Shaw, J. Metabolic syndrome – a new world-wide definition. A consensus statement from the international diabetes federation. Diabet Med 2006;23:469–80.10.1111/j.1464-5491.2006.01858.xSearch in Google Scholar PubMed
25. Vukovic, R, Milenkovic, T, Mitrovic, K, Todorovic, S, Plavsic, L, Vukovic, A, et al.. Preserved insulin sensitivity predicts metabolically healthy obese phenotype in children and adolescents. Eur J Pediatr 2015;174:1649–55. https://doi.org/10.1007/s00431-015-2587-4.Search in Google Scholar PubMed
26. Reinehr, T, Wolters, B, Knop, C, Lass, N, Holl, RW. Strong effect of pubertal status on metabolic health in obese children: a longitudinal study. J Clin Endocrinol Metab 2015;100:301–8. https://doi.org/10.1210/jc.2014-2674.Search in Google Scholar PubMed
27. Yoon, DY, Lee, YA, Lee, J, Kim, JH, Shin, CH, Yang, SW. Prevalence and clinical characteristics of metabolically healthy obesity in Korean children and adolescents: data from the korea national health and nutrition examination survey. J Korean Med Sci 2017;32:1840–7. https://doi.org/10.3346/jkms.2017.32.11.1840.Search in Google Scholar PubMed PubMed Central
28. Li, L, Yin, J, Cheng, H, Wang, Y, Gao, S, Li, M, et al.. Identification of genetic and environmental factors predicting metabolically healthy obesity in children: data from the BCAMS study. J Clin Endocrinol Metab 2016;101:1816–25. https://doi.org/10.1210/jc.2015-3760.Search in Google Scholar PubMed
29. Rey-López, JP, de Rezende, LF, Pastor-Valero, M, Tess, BH. The prevalence of metabolically healthy obesity: a systematic review and critical evaluation of the definitions used. Obes Rev 2014;15:781–90. https://doi.org/10.1111/obr.12198.Search in Google Scholar PubMed
30. Cadenas-Sanchez, C, Ruiz, JR, Labayen, I, Huybrechts, I, Manios, Y, González-Gross, M, et al.. Prevalence of metabolically healthy but overweight/obese phenotype and its association with sedentary time, physical activity, and fitness. J Adolesc Health 2017;61:107–14. https://doi.org/10.1016/j.jadohealth.2017.01.018.Search in Google Scholar PubMed
31. Chun, S, Lee, S, Son, HJ, Noh, HM, Oh, HY, Jang, HB, et al.. Clinical characteristics and metabolic health status of obese Korean children and adolescents. Korean J Fam Med 2015;36:233–8. https://doi.org/10.4082/kjfm.2015.36.5.233.Search in Google Scholar PubMed PubMed Central
32. Fusillo, S, Rudolph, B. Nonalcoholic fatty liver disease. Pediatr Rev 2015;36:198–205. https://doi.org/10.1542/pir.36-5-198.Search in Google Scholar PubMed
© 2022 Walter de Gruyter GmbH, Berlin/Boston
Articles in the same Issue
- Frontmatter
- Review Article
- Effects and dose-response relationships of exercise intervention on weight loss in overweight and obese children: a meta-regression and system review
- Original Articles
- Diabetic ketoacidosis in children with new-onset type 1 diabetes mellitus: demographics, risk factors and outcome: an 11 year review in Hong Kong
- Incidence tendency, etiological classification and outcome of congenital hypothyroidism in Guangzhou, China: an 11-year retrospective population-based study
- Metabolically healthy obesity in a paediatric obesity clinic
- Universal salt iodization potentially contributes to health equity: socio-economic status of children does not affect iodine status
- Association between clinical variations and copy number variations in cases with Turner syndrome
- The mediating function of obesity on endocrine-disrupting chemicals and insulin resistance in children
- Relationship between prolactin level and puberty in girls with early breast development
- Pattern of presentation of paediatric endocrine disorders in a Nigerian tertiary institution: an 11-year survey
- Case Reports
- Novel non-stop variant of the NR0B1 gene in two siblings with adrenal hypoplasia congenita
- Identification of two novel ACAT1 variant associated with beta-ketothiolase deficiency in a 9-month-old boy
- Craniosynostosis in a patient with Fanconi–Bickel syndrome: a case report
- Severe loss of adipose tissue in a Vietnamese lipodystrophy patient caused by LMNA p.G465D mutation: a first clinical characterization and two-year follow-up
- The response to growth hormone treatment in a child with short stature, growth hormone deficiency and autosomal dominant cutis laxa type 3 – case report
- Novel homozygous inactivating mutation in the luteinizing hormone receptor gene (LHCGR) associated with 46, XY DSD in a Moroccan family
Articles in the same Issue
- Frontmatter
- Review Article
- Effects and dose-response relationships of exercise intervention on weight loss in overweight and obese children: a meta-regression and system review
- Original Articles
- Diabetic ketoacidosis in children with new-onset type 1 diabetes mellitus: demographics, risk factors and outcome: an 11 year review in Hong Kong
- Incidence tendency, etiological classification and outcome of congenital hypothyroidism in Guangzhou, China: an 11-year retrospective population-based study
- Metabolically healthy obesity in a paediatric obesity clinic
- Universal salt iodization potentially contributes to health equity: socio-economic status of children does not affect iodine status
- Association between clinical variations and copy number variations in cases with Turner syndrome
- The mediating function of obesity on endocrine-disrupting chemicals and insulin resistance in children
- Relationship between prolactin level and puberty in girls with early breast development
- Pattern of presentation of paediatric endocrine disorders in a Nigerian tertiary institution: an 11-year survey
- Case Reports
- Novel non-stop variant of the NR0B1 gene in two siblings with adrenal hypoplasia congenita
- Identification of two novel ACAT1 variant associated with beta-ketothiolase deficiency in a 9-month-old boy
- Craniosynostosis in a patient with Fanconi–Bickel syndrome: a case report
- Severe loss of adipose tissue in a Vietnamese lipodystrophy patient caused by LMNA p.G465D mutation: a first clinical characterization and two-year follow-up
- The response to growth hormone treatment in a child with short stature, growth hormone deficiency and autosomal dominant cutis laxa type 3 – case report
- Novel homozygous inactivating mutation in the luteinizing hormone receptor gene (LHCGR) associated with 46, XY DSD in a Moroccan family