Exploring the Association between Socioeconomic Environment, Eating Habits and Level of Nutrition in Children of High School Age: A Part of National Survey
Abstract
:1. Introduction
2. Materials and Methods
2.1. Type of Study
2.2. Target Population
2.3. Sample Size and Sample Allocation
2.4. Ethical and Legal Aspects
2.5. Research Instruments
- The household info panel, for the the socio-economic characteristics of the household members;
- A questionnaire for each member’s age 15 years and above
- A questionnaire for self-completion, was used because of the sensitivity of the questions considering topics of alcohol and drug abuse, smoking or sexual behavior, which were not suitable for the face-to-face method.
- Form for the measurement of anthropometric values such as height, weight and blood pressure.
2.6. Variables
2.7. Statistical Methods
3. Results
4. Discussion
Strengths and Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Cardel, M.I.; Atkinson, M.A.; Taveras, E.M.; Holm, J.C.; Kelly, A.S. Obesity Treatment Among Adolescents: A Review of Current Evidence and Future Directions. JAMA Pediatr. 2020, 174, 609–617. [Google Scholar] [CrossRef] [PubMed]
- Jebeile, H.; Kelly, A.S.; O’Malley, G.; Baur, L.A. Obesity in children and adolescents: Epidemiology, causes, assessment, and management. Lancet Diabetes Endocrinol. 2022, 10, 351–365. [Google Scholar] [CrossRef] [PubMed]
- Prevalence of Overweight, Obesity, and Severe Obesity among Children and Adolescents Aged 2–19 Years: United States, 1963–1965 through 2017–2018. Available online: https://www.cdc.gov/nchs/data/hestat/obesity-child-17-18/obesity-child.htm (accessed on 7 June 2024).
- World Health Organization. Geneva: Obesity and Overweight. Available online: https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight (accessed on 10 June 2024).
- Institute of Public Health of the Republic of Serbia “Dr Milan Jovanović Batut”. Results of the National Health Survey of Serbia 2013; Institute of Public Health of the Republic of Serbia “Dr Milan Jovanović Batut”: Belgrade, Serbia, 2014. [Google Scholar]
- Chaput, J.P.; Tremblay, A. Obesity and physical inactivity: The relevance of reconsidering the notion of sedentariness. Obes. Facts. 2009, 2, 249–254. [Google Scholar] [CrossRef]
- Gariballa, S.; Al-Bluwi, G.S.M.; Yasin, J. Mechanisms and Effect of Increased Physical Activity on General and Abdominal Obesity and Associated Metabolic Risk Factors in a Community with Very High Rates of General and Abdominal Obesity. Antioxidants 2023, 12, 826. [Google Scholar] [CrossRef]
- Grujicic, M.; Sekulic, M.; Stepovic, M.; Zdravkovic, N.; Markovic, V.; Gavrilovic, J.; Veselinovic, M.; Vuckovic-Filipovic, J.; Nikolic, K.; Milovanovic, O.; et al. Analysis of Correlation between the Socioeconomic Environment and Level of Nutrition in the Population of Serbia: A Part of the National Survey. Sustainability 2023, 15, 11189. [Google Scholar] [CrossRef]
- European Health Interview Survey (EHIS Wave 3)—Methodological Manual. Available online: https://ec.europa.eu/eurostat/web/products-manuals-and-guidelines/-/ks-02-18-240 (accessed on 10 June 2024).
- Centers for Disease Control and Prevention. Child and Teen BMI Categories. Available online: http://www.cdc.gov/bmi/child-teen-calculator/bmi-categories.html (accessed on 11 June 2024).
- Güngör, N.K. Overweight and obesity in children and adolescents. J. Clin. Res. Pediatr. Endocrinol. 2014, 6, 129–143. [Google Scholar] [CrossRef]
- Lieb, D.C.; Snow, R.E.; DeBoer, M.D. Socioeconomic factors in the development of childhood obesity and diabetes. Clin. Sports Med. 2009, 28, 349–378. [Google Scholar] [CrossRef]
- Øvrebø, B.; Bergh, I.H.; Stea, T.H.; Bere, E.; Surén, P.; Magnus, P.M.; Juliusson, P.B.; Wills, A.K. Overweight, obesity, and thinness among a nationally representative sample of Norwegian adolescents and changes from childhood: Associations with sex, region, and population density. PLoS ONE 2021, 16, e0255699. [Google Scholar] [CrossRef]
- Poobalan, A.S.; Aucott, L.S.; Clarke, A.; Smith, W.C. Diet behaviour among young people in transition to adulthood (18–25 year olds): A mixed method study. Health Psychol. Behav. Med. 2014, 2, 909–928. [Google Scholar] [CrossRef]
- Merlo, C.L.; Jones, S.E.; Michael, S.L.; Chen, T.J.; Sliwa, S.A.; Lee, S.H.; Brener, N.D.; Lee, S.M.; Park, S. Dietary and Physical Activity Behaviors Among High School Students—Youth Risk Behavior Survey, United States, 2019. MMWR Suppl. 2020, 69, 64–76. [Google Scholar] [CrossRef]
- Partearroyo, T.; Samaniego-Vaesken, M.L.; Ruiz, E.; Aranceta-Bartrina, J.; Gil, Á.; González-Gross, M.; Ortega, R.M.; Serra-Majem, L.; Varela-Moreiras, G. Current Food Consumption amongst the Spanish ANIBES Study Population. Nutrients 2019, 11, 2663. [Google Scholar] [CrossRef]
- Albani, V.; Butler, L.T.; Traill, W.B.; Kennedy, O.B. Fruit and vegetable intake: Change with age across childhood and adolescence. Br. J. Nutr. 2017, 117, 759–765. [Google Scholar] [CrossRef] [PubMed]
- Kutbi, H.A. Picky Eating in School-Aged Children: Sociodemographic Determinants and the Associations with Dietary Intake. Nutrients 2021, 13, 2518. [Google Scholar] [CrossRef]
- Committee on Physical Activity and Physical Education in the School Environment; Food and Nutrition Board; Institute of Medicine; Kohl, H.W., III; Cook, H.D. (Eds.) 2, Status and Trends of Physical Activity Behaviors and Related School Policies. In Educating the Student Body: Taking Physical Activity and Physical Education to School; National Academies Press (US): Washington, DC, USA, 2013. Available online: https://www.ncbi.nlm.nih.gov/books/NBK201496/ (accessed on 12 June 2024).
- Malm, C.; Jakobsson, J.; Isaksson, A. Physical Activity and Sports-Real Health Benefits: A Review with Insight into the Public Health of Sweden. Sports 2019, 7, 127. [Google Scholar] [CrossRef] [PubMed]
- Li, H.; Zhang, W.; Yan, J. Physical activity and sedentary behavior among school-going adolescents in low- and middle-income countries: Insights from the global school-based health survey. PeerJ 2024, 12, e17097. [Google Scholar] [CrossRef] [PubMed]
- Llorente-Cantarero, F.J.; Aguilar-Gómez, F.J.; Anguita-Ruiz, A.; Rupérez, A.I.; Vázquez-Cobela, R.; Flores-Rojas, K.; Aguilera, C.M.; Gonzalez-Gil, E.M.; Gil-Campos, M.; Bueno-Lozano, G.; et al. Changes in Physical Activity Patterns from Childhood to Adolescence: Genobox Longitudinal Study. Int. J. Environ. Res. Public Health 2020, 17, 7227. [Google Scholar] [CrossRef]
- Liang, Y.; Ke, Y.; Liu, Y. The associations of physical activity and sedentary behavior with self-rated health in Chinese children and adolescents. PLoS ONE 2024, 19, e0304693. [Google Scholar] [CrossRef]
- Marques, A.; Loureiro, N.; Avelar-Rosa, B.; Naia, A.; Matos, M.G. Adolescents’ healthy lifestyle. J. Pediatr. (Rio J) 2020, 96, 217–224. [Google Scholar] [CrossRef]
- Cottrell, L.; Zatezalo, J.; Bonasso, A.; Lattin, J.; Shawley, S.; Murphy, E.; Lilly, C.; Neal, W.A. The relationship between children’s physical activity and family income in rural settings: A cross-sectional study. Prev. Med. Rep. 2015, 2, 99–104. [Google Scholar] [CrossRef]
- Stahlmann, K.; Lissner, L.; Bogl, L.H.; Mehlig, K.; Kaprio, J.; Klosowska, J.C.; Moreno, L.A.; Veidebaum, T.; Solea, A.; Molnár, D.; et al. Family structure in relation to body mass index and metabolic score in European children and adolescents. Pediatr. Obes. 2022, 17, e12963. [Google Scholar] [CrossRef]
- Vancampfort, D.; Van Damme, T.; Firth, J.; Hallgren, M.; Smith, L.; Stubbs, B.; Rosenbaum, S.; Koyanagi, A. Correlates of leisure-time sedentary behavior among 181,793 adolescents aged 12–15 years from 66 low- and middle-income countries. PLoS ONE 2019, 14, e0224339. [Google Scholar] [CrossRef]
- Janssen, I.; Katzmarzyk, P.T.; Boyce, W.F.; Vereecken, C.; Mulvihill, C.; Roberts, C.; Currie, C.; Pickett, W.; Health Behaviour in School-Aged Children Obesity Working Group. Comparison of overweight and obesity prevalence in school-aged youth from 34 countries and their relationships with physical activity and dietary patterns. Obes. Rev. 2005, 6, 123–132. [Google Scholar] [CrossRef]
Variable | Total | Gender | ||||
---|---|---|---|---|---|---|
Male | Female | |||||
n | % | n | % | n | % | |
Age (years) | ||||||
15 | 123 | 16.6 | 63 | 15.8 | 60 | 17.6 |
16 | 152 | 20.6 | 85 | 21.3 | 67 | 19.2 |
17 | 148 | 20.0 | 72 | 18.0 | 76 | 22.4 |
18 | 177 | 24.0 | 98 | 24.6 | 79 | 23.2 |
19 | 139 | 18.8 | 81 | 20.3 | 58 | 17.1 |
Age groups | ||||||
15–17 | 398 | 53.9 | 209 | 52.4 | 189 | 55.6 |
18–19 | 341 | 46.1 | 190 | 47.6 | 151 | 44.4 |
Region | ||||||
Belgrade region | 149 | 20.2 | 73 | 18.3 | 76 | 22.4 |
Region of Vojvodina | 170 | 23.0 | 93 | 23.3 | 77 | 22.6 |
The region of Sumadija and Western Serbia | 256 | 34.6 | 139 | 34.8 | 117 | 34.4 |
Region of Southern and Eastern Serbia | 164 | 22.2 | 94 | 23.6 | 70 | 20.6 |
Type of settlement | ||||||
Urban settlements | 420 | 56.8 | 233 | 58.4 | 187 | 55.0 |
Village settlements | 319 | 43.2 | 166 | 41.6 | 153 | 45.0 |
Variables | Nutritional Levels | p * | |||||||
---|---|---|---|---|---|---|---|---|---|
Underweight | Normal Weight | Pre-Obese | Obesity | ||||||
n | % | n | % | n | % | n | % | ||
Gender | |||||||||
Male | 10 | 3.1 | 225 | 70.5 | 51 | 16.0 | 33 | 10.3 | 0.005 |
Female | 11 | 4.3 | 206 | 80.2 | 31 | 12.1 | 9 | 3.5 | |
Mean age ± SD | 17.7 ± 1.4 | 17.3 ± 1.3 | 16.8 ± 1.4 | 16.8 ± 1.4 | ** 0.003 | ||||
Age (years) | |||||||||
15 | 3 | 4.1 | 47 | 64.4 | 14 | 19.2 | 9 | 12.3 | 0.007 |
16 | 1 | 0.8 | 86 | 67.7 | 29 | 22.8 | 11 | 8.7 | |
17 | 3 | 2.6 | 97 | 82.9 | 9 | 7.7 | 8 | 6.8 | |
18 | 7 | 4.9 | 111 | 77.6 | 17 | 11.9 | 8 | 5.6 | |
19 | 7 | 6.0 | 90 | 77.6 | 13 | 11.2 | 6 | 5.2 | |
Age groups | |||||||||
15–17 | 7 | 2.2 | 230 | 72.6 | 52 | 16.4 | 28 | 8.8 | 0.028 |
18–19 | 14 | 5.4 | 201 | 77.6 | 30 | 11.6 | 14 | 5.4 | |
Region | |||||||||
Belgrade region | 6 | 7.0 | 69 | 80.2 | 8 | 9.3 | 3 | 3.5 | 0.120 |
Region of Vojvodina | 5 | 4.2 | 84 | 70.0 | 24 | 20 | 7 | 5.8 | |
The region of Sumadija and Western Serbia | 4 | 1.8 | 173 | 75.9 | 33 | 14.5 | 18 | 7.9 | |
Region of Southern and Eastern Serbia | 6 | 4.2 | 105 | 73.9 | 17 | 2.0 | 14 | 9.9 | |
Household type | |||||||||
One parent with children | 2 | 5.9 | 25 | 73.5 | 3 | 8.8 | 4 | 11.8 | 0.557 |
Both parents with children | 10 | 4.1 | 187 | 77.3 | 31 | 12.8 | 14 | 5.8 | |
Other households | 9 | 3.0 | 219 | 73.0 | 48 | 16.0 | 24 | 8.0 |
Underweight | Normal Weight | Pre-Obese | Obesity | ||||||
---|---|---|---|---|---|---|---|---|---|
n | % | n | % | n | % | n | % | p | |
Breakfast regularity | |||||||||
Every day | 17 | 81.0 | 387 | 89.8 | 75 | 91.5 | 38 | 90.5 | 0.172 |
Sometimes | 4 | 19.0 | 39 | 9.0 | 7 | 8.5 | 2 | 4.8 | |
Never | 0 | 0.0 | 5 | 1.2 | 0 | 0.0 | 2 | 4.8 | |
Fruit, excluding juices made by squeezing fresh fruit or fruit concentrate | |||||||||
Once or more times a day | 8 | 34.8 | 158 | 36.7 | 22 | 26.8 | 15 | 36.6 | 0.270 |
4–6 times a week | 8 | 34.8 | 145 | 33.6 | 24 | 29.3 | 9 | 22 | |
1–3 times a week | 6 | 26.1 | 113 | 26.2 | 30 | 36.6 | 12 | 29.3 | |
Less than once a week | 1 | 4.3 | 14 | 3.2 | 5 | 6.1 | 5 | 12.2 | |
Never | 0 | 0.0 | 1 | 0.2 | 1 | 1.2 | 0 | 0.0 | |
Vegetables or salad, excluding potatoes and juices made from fresh vegetables | |||||||||
Once or more times a day | 7 | 33.3 | 205 | 47.6 | 30 | 36.6 | 18 | 42.9 | 0.012 |
4–6 times a week | 10 | 47.6 | 131 | 30.4 | 23 | 28.0 | 8 | 19.0 | |
1–3 times a week | 4 | 19.0 | 78 | 18.1 | 28 | 34.1 | 11 | 26.2 | |
Less than once a week | 0 | 0 | 11 | 2.6 | 1 | 1.2 | 4 | 9.5 | |
Never | 0 | 0 | 6 | 1.4 | 0 | 0.0 | 1 | 2.4 | |
Juices made from 100% pure fruit or vegetables. excluding juices made from concentrate | |||||||||
Once or more times a day | 0 | 0 | 23 | 5.3 | 6 | 7.3 | 0 | 0 | 0.383 |
4–6 times a week | 1 | 4.3 | 40 | 9.3 | 7 | 8.5 | 6 | 14.6 | |
1–3 times a week | 7 | 30.4 | 126 | 29.2 | 19 | 23.2 | 13 | 31.7 | |
Less than once a week | 9 | 39.1 | 159 | 36.9 | 29 | 35.4 | 12 | 29.3 | |
Never | 6 | 26.1 | 81 | 18.8 | 21 | 25.6 | 10 | 24.4 | |
Walking (min/week) | |||||||||
Less than 150 min | 6 | 3.8 | 115 | 73.2 | 27 | 17.2 | 9 | 5.7 | 0.561 |
More than 150 min | 15 | 3.6 | 311 | 75.1 | 55 | 13.3 | 33 | 8 | |
Bicycling (min/week) | |||||||||
Less than 150 min | 5 | 2.9 | 18 | 68.4 | 25 | 14.5 | 14 | 8.1 | 0.956 |
More than 150 min | 2 | 2.4 | 59 | 72 | 13 | 15.9 | 8 | 9.8 | |
Physical activity in free time | |||||||||
Never | 12 | 3.6 | 246 | 73 | 50 | 14.8 | 29 | 8.6 | 0.316 |
1 to 2 days a week | 5 | 6.5 | 59 | 76.6 | 7 | 9.1 | 6 | 7.8 | |
3 to 7 days a week | 4 | 2.5 | 126 | 78.3 | 24 | 14.9 | 7 | 4.3 | |
Sports/fitness/recreation minutes/week | |||||||||
Less than 150 min | 6 | 5.7 | 81 | 77.1 | 13 | 12.4 | 5 | 4.8 | 0.456 |
More than 150 min | 2 | 1.8 | 86 | 77.5 | 17 | 15.3 | 6 | 5.4 | |
Muscle strengthening exercises | |||||||||
Never | 18 | 3.8 | 360 | 76.1 | 62 | 13.1 | 33 | 7 | 0.443 |
1 to 2 days a week | 1 | 1.5 | 44 | 66.7 | 14 | 21.2 | 7 | 10.6 | |
Time spent in a sitting position | |||||||||
Up to 3 h | 6 | 3.3 | 132 | 72.5 | 25 | 13.7 | 19 | 10.4 | 0.660 |
4 to 7 h | 9 | 4 | 169 | 74.4 | 35 | 15.4 | 14 | 6.2 | |
8 or more hours | 4 | 2.8 | 110 | 76.9 | 21 | 14.7 | 8 | 5.6 |
Variables | Univariate Model | Multivariate Model | ||
---|---|---|---|---|
OR (95%CI) | p | OR (95%CI) | p | |
Gender | ||||
Female | 1 | 1 | ||
Male | 1.95 (0.96–3.95) | 0.002 | 1.85 (0.76–3.25) | 0.013 |
Age groups | ||||
15–17 | 1.57(1.04–2.36) | 0.030 | 1.47 (1.15–2.27) | 0.042 |
18–19 | 1 | 1 | ||
Region | ||||
Belgrade region | 1 | 1 | ||
Region of Vojvodina | 2.47 (1.17–5.25) | 0.018 | 1.78 (0.63-.96) | 0.019 |
The region of Sumadija and Western Serbia | 1.95 (0.96–3.95) | 0.063 | 1.33 (1.09–1.61) | 0.354 |
Region of Southern and Eastern Serbia | 1.98 (0.94–4.18) | 0.072 | 1.25 (0.82–1.94) | 0.754 |
Index of well-being | ||||
Rich layer | 1 | 1 | ||
Middle layer | 0.91 (0.48–1.73) | 0.79 | 1.14 (0.98–1.32) | 0.651 |
Poor | 1.24 (0.77–1.99) | 0.371 | 1.18 (0.97–1.39) | 0.462 |
Type of settlement | ||||
Urban settlements | 1.09 (0.72–1.65) | 0.67 | 1.29 (0.74–1.84) | 0.770 |
Village settlements | 1 | 1 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Grujicic, M.; Sekulic, M.; Radovanovic, J.; Selakovic, V.; Gavrilovic, J.; Markovic, V.; Sorak, M.; Spasic, M.; Vucic, R.; Sretenovic, S.; et al. Exploring the Association between Socioeconomic Environment, Eating Habits and Level of Nutrition in Children of High School Age: A Part of National Survey. Children 2024, 11, 1074. https://doi.org/10.3390/children11091074
Grujicic M, Sekulic M, Radovanovic J, Selakovic V, Gavrilovic J, Markovic V, Sorak M, Spasic M, Vucic R, Sretenovic S, et al. Exploring the Association between Socioeconomic Environment, Eating Habits and Level of Nutrition in Children of High School Age: A Part of National Survey. Children. 2024; 11(9):1074. https://doi.org/10.3390/children11091074
Chicago/Turabian StyleGrujicic, Mladen, Marija Sekulic, Jovana Radovanovic, Viktor Selakovic, Jagoda Gavrilovic, Vladan Markovic, Marija Sorak, Marko Spasic, Rada Vucic, Snezana Sretenovic, and et al. 2024. "Exploring the Association between Socioeconomic Environment, Eating Habits and Level of Nutrition in Children of High School Age: A Part of National Survey" Children 11, no. 9: 1074. https://doi.org/10.3390/children11091074
APA StyleGrujicic, M., Sekulic, M., Radovanovic, J., Selakovic, V., Gavrilovic, J., Markovic, V., Sorak, M., Spasic, M., Vucic, R., Sretenovic, S., Radmanovic, O., Rajkovic Pavlovic, Z., Nikic Djuricic, K., Tomovic, J., Maricic, M., & Radovanovic, S. (2024). Exploring the Association between Socioeconomic Environment, Eating Habits and Level of Nutrition in Children of High School Age: A Part of National Survey. Children, 11(9), 1074. https://doi.org/10.3390/children11091074