Overweight/Obesity Prevalence among Under-Five Children and Risk Factors in India: A Cross-Sectional Study Using the National Family Health Survey (2015–2016)
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Sampling Weights
2.2. Study Participants
2.3. Outcome Characteristics
2.4. Explanatory Characteristics
Explanation of Explanatory Variables
2.5. Statistical Analyses
3. Results
3.1. Children in Pairs from Different Sociodemographic and Household Characteristics in India
3.2. Dietary Characteristics of Children in India
3.3. Prevalence of Overweight/Obesity by Sociodemographic and Household Characteristics of Under-Five Children in India
3.4. Prevalence of Overweight/Obesity According to Dietary Characteristics of Under-Five Children in India
3.5. Factors Associated with Childhood Overweight/Obesity in India
4. Discussion
Strengths and Weaknesses of the Research
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Gupta, N.; Shah, P.; Nayyar, S.; Misra, A. Childhood obesity and the metabolic syndrome in developing countries. Indian J. Pediatr. 2013, 80, 28–37. [Google Scholar] [CrossRef]
- National Institutes of Health, National Heart, Lung, and Blood Institute. Disease and Conditions Index: What Are Overweight and Obesity? National Institutes of Health, National Heart, Lung, and Blood Institute: Bethesda, MD, USA, 2010.
- WHO. Obesity. Available online: https://www.who.int/health-topics/obesity#tab=tab_1 (accessed on 6 February 2022).
- GBD Obesity Collaborators. Health Effects of Overweight and Obesity in 195 Countries over 25 Years. N. Engl. J. Med. 2017, 377, 13–27. [Google Scholar] [CrossRef] [PubMed]
- Shawon, M.S.R.; Hossain, F.B.; Thomson, B.; Adhikary, G.; Chowdhury, A.; Chowdhury, R.; Townsend, N. Trends in the prevalence of overweight among Bangladeshi children aged 24–59 months (2004–2014) by sex and socioeconomic status. Int. J. Obes. 2020, 44, 664–674. [Google Scholar] [CrossRef] [PubMed]
- Corvalán, C.; Garmendia, M.L.; Jones-Smith, J.; Lutter, C.K.; Miranda, J.J.; Pedraza, L.S.; Popkin, B.M.; Ramirez-Zea, M.; Salvo, D.; Stein, A.D. Nutrition Status of Children in Latin America. Obes. Rev. 2017, 18, 7–18. [Google Scholar] [CrossRef]
- McPherson, K. Reducing the global prevalence of overweight and obesity. Lancet 2014, 384, 728–730. [Google Scholar] [CrossRef]
- Neupane, S.; Prakash, K.C.; Doku, D.T. Overweight and Obesity among Women: Analysis of Demographic and Health Survey Data from 32 Sub-Saharan African Countries. BMC Public Health 2016, 16, 1–19. [Google Scholar] [CrossRef]
- May, A.L.; Freedman, D.; Sherry, B.; Blanck, H.M.; Centers for Disease Control and Prevention. Obesity—United States, 1999–2010. MMWR Surveill Summ. 2013, 62, 120–128. Available online: https://www.cdc.gov/mmwr/pdf/other/su6203.pdf (accessed on 30 July 2022).
- Koirala, M.; Khatri, R.; Khanal, V.; Amatya, A. Prevalence and factors associated with childhood overweight/obesity of private school children in Nepal. Obes. Res. Clin. Pract. 2015, 9, 220–227. [Google Scholar] [CrossRef] [PubMed]
- Dietz, W.H. Overweight in childhood and adolescence. N. Engl. J. Med. 2004, 350, 855–857. [Google Scholar] [CrossRef]
- Ruano, C.; Lucumi, E.; Albán, J.; Arteaga, S.; Fors, M. Obesity and Cardio-Metabolic Risk Factors in Ecuadorian University Students. First Report, 2014–2015. Diabetes Metab. Syndr. Clin. Res. Rev. 2018, 12, 917–921. [Google Scholar] [CrossRef]
- McPhee, P.G.; Singh, S.; Morrison, K.M. Childhood Obesity and Cardiovascular Disease Risk: Working toward Solutions. Can. J. Cardiol. 2020, 36, 1352–1361. [Google Scholar] [CrossRef] [PubMed]
- Stabouli, S.; Kotsis, V.; Papamichael, C.; Constantopoulos, A.; Zakopoulos, N. Adolescent Obesity is Associated with High Ambulatory Blood Pressure and Increased Carotid Intimal-Medial Thickness. J. Pediatr. 2005, 147, 651–656. [Google Scholar] [CrossRef] [PubMed]
- Rumińska, M.; Majcher, A.; Pyrźak, B.; Czerwonogrodzka-Senczyna, A.; Brzewski, M.; Demkow, U. Cardiovascular Risk Factors in Obese Children and Adolescents. Adv. Exp. Med. Biol. 2016, 878, 39–47. [Google Scholar] [CrossRef]
- Maggio, A.B.R.; Aggoun, Y.; Marchand, L.M.; Martin, X.E.; Herrmann, F.; Beghetti, M.; Farpour-Lambert, N.J. Associations among obesity, blood pressure, and left ventricular mass. J. Pediatr. 2008, 152, 489–493. [Google Scholar] [CrossRef] [PubMed]
- Ranjani, H.; Mehreen, T.S.; Pradeepa, R.; Anjana, R.M.; Garg, R.; Anand, K.; Mohan, V. Epidemiology of childhood overweight & obesity in India: A systematic review. Indian J. Med. Sci. 2016, 143, 160–174. [Google Scholar] [CrossRef]
- Varghese, J.; Gupta, A.; Mehta, R.; Stein, A.; Patel, S. Changes in child undernutrition and overweight in india from 2006 to 2019: An analysis of 22 states. Medicine, 2021; in press. [Google Scholar] [CrossRef]
- Thomas, U.M.; Narayanappa, D.; Sujatha, M.S. Prevalence of Overweight and Obesity among School Children in Mysuru, Karnataka. J. Fam. Med. Prim. Care 2021, 10, 2788. [Google Scholar] [CrossRef]
- Jain, S.; Pant, B.; Chopra, H.; Tiwari, R. Obesity among adolescents of affluent public schools in Meerut. Indian J. Public Health 2010, 54, 158–160. [Google Scholar] [CrossRef]
- Macwana, J.I.; Mehta, K.G.; Baxi, R.K. Predictors of overweight and obesity among school going adolescents of Vadodara city in Western India. Int. J. Adolesc. Med. Health 2017, 29, 1–7. [Google Scholar] [CrossRef]
- Kotian, M.S.; Saya, G.K.; Kotian, S.S. Prevalence and determinants of overweight and obesity among adolescent school children of South Karnataka, India. Indian J. Community Med. Off. Publ. Indian Assoc. Prev. Soc. Med. 2010, 35, 176–178. [Google Scholar] [CrossRef]
- Luhar, S.; Timæus, I.M.; Jones, R.; Cunningham, S.; Patel, S.A.; Kinra, S.; Clarke, L.; Houben, R. Forecasting the Prevalence of Overweight and Obesity in India to 2040. PLoS ONE 2020, 15, e0229438. [Google Scholar] [CrossRef] [PubMed]
- Mistry, S.; Puthussery, S. Risk factors of overweight and obesity in childhood and adolescence in South Asian countries: A systematic review of the evidence. Public Health 2015, 129, 200–209. [Google Scholar] [CrossRef] [PubMed]
- IIPS & ICF National Family Health Survey (NFHS-4). Available online: http://rchiips.org/NFHS/NFHS-4Reports/UttarPradesh.pdf%0Ahttps://dhsprogram.com/pubs/pdf/FR338/FR338.UP.pdf (accessed on 22 August 2022).
- Bishwajit, G.; Yaya, S. Overweight and obesity among under-five children in South Asia. Child Adolesc. Obes. 2020, 3, 105–121. [Google Scholar] [CrossRef]
- Weldearegay, H.G.; Gebrehiwot, T.G.; Abrha, M.W.; Mulugeta, A. Overweight and obesity among children under five in Ethiopia: Further analysis of 2016 national demographic health survey: A case control study. BMC Res. Notes 2019, 12, 1–6. [Google Scholar] [CrossRef] [PubMed]
- Rutstein, S.O.; Johnson, K. The DHS Wealth Index. DHS Comparative Reports No. 6; ORC Macro: Calverton, MD, USA, 2004; Available online: http://dhsprogram.com/pubs/pdf/CR6/CR6.pdf (accessed on 7 March 2022).
- Aryeetey, R.; Lartey, A.; Marquis, G.S.; Nti, H.; Colecraft, E.; Brown, P. Prevalence and predictors of overweight and obesity among school-aged children in urban Ghana. BMC Obes. 2017, 4, 38. [Google Scholar] [CrossRef]
- Karki, A.; Shrestha, A.; Subedi, N. Prevalence and associated factors of childhood overweight/obesity among primary school children in urban Nepal. BMC Public Health 2019, 19, 1055. [Google Scholar] [CrossRef]
- Ahmed, J.; Laghari, A.; Naseer, M.; Mehraj, V. Prevalence of and factors associated with obesity among Pakistani school children: A school-based, cross-sectional study. Int. J. Environ. Health Res. 2013, 19, 242–247. [Google Scholar]
- Tchoubi, S.; Sobngwi-Tambekou, J.; Noubiap, J.J.N.; Asangbeh, S.L.; Nkoum, B.A.; Sobngwi, E. Prevalence and risk factors of overweight and obesity among children aged 6–59 months in Cameroon: A multistage, stratified cluster sampling nationwide survey. PLoS ONE 2015, 10, e0143215. [Google Scholar] [CrossRef]
- Zhang, J.; Wang, H.; Wang, Z.; Du, W.; Su, C.; Zhang, J.; Jiang, H.; Jia, X.; Huang, F.; Ouyang, Y.; et al. Prevalence and stabilizing trends in overweight and obesity among children and adolescents in China, 2011–2015. BMC Public Health 2018, 18, 571. [Google Scholar] [CrossRef]
- Pelegrini, A.; Bim, M.A.; de Souza, F.U.; da Silva Kilim, K.S.; de Araújo Pinto, A. Prevalence of overweight and obesity in Brazilian children and adolescents: A systematic review. Rev. Bras. Cineantropometria Desempenho Hum. 2021, 23, 1–19. [Google Scholar] [CrossRef]
- Shah, B.; Cost, K.T.; Fuller, A.; Birken, C.S.; Anderson, L.N. Sex and gender differences in childhood obesity: Contributing to the research agenda. BMJ Nutr. Prev. Health 2020, 3, 387–390. [Google Scholar] [CrossRef] [PubMed]
- Ulbricht, L.; De Campos, M.F.; Esmanhoto, E.; Ripka, W.L. Prevalence of excessive body fat among adolescents of a south Brazilian metropolitan region and State capital, associated risk factors, and consequences. BMC Public Health 2018, 18, 312. [Google Scholar] [CrossRef] [Green Version]
- Kitsantas, P.; Gaffney, K.F. Risk profiles for overweight/obesity among preschoolers. Early Hum. Dev. 2010, 86, 563–568. [Google Scholar] [CrossRef] [PubMed]
- Simen-Kapeu, A.; Kuhle, S.; Veugelers, P.J. Geographic Differences in Childhood Overweight, Physical Activity, Nutrition and Neighbourhood Facilities: Implications for Prevention. Can. J. Public Health 2010, 101, 128–132. [Google Scholar] [CrossRef] [PubMed]
- Larson, N.I.; Story, M.T.; Nelson, M.C. Neighborhood Environments: Disparities in Access to Healthy Foods in the US. Am. J. Prev. Med. 2009, 36, 74–81.e10. [Google Scholar] [CrossRef]
- Damaris, M.; Nguimbus, E.; Bikono, F. Prevalence of overweight and obesity among rural preschool school children Cameroon. Int. J. Adv. Res. 2017, 5, 673–678. [Google Scholar] [CrossRef]
- Rachmi, C.N.; Li, M.; Baur, L.A. Overweight and Obesity in Indonesia: Prevalence and Risk Factors—a Literature Review. Public Health 2017, 147, 20–29. [Google Scholar] [CrossRef]
- Sidik, S.M.; Rampal, L. The prevalence and factors associated with obesity among adult women in Selangor, Malaysia. Asia Pac. Fam. Med. 2009, 8, 2. [Google Scholar] [CrossRef]
- Huang, J.; Zhang, Z.; Wu, Y.; Wang, Y.; Wang, J.; Zhou, L.; Ni, Z.; Hao, L.; Yang, N.; Yang, X. Early feeding of larger volumes of formula milk is associated with greater body weight or overweight in later infancy. Nutr. J. 2018, 17, 12. [Google Scholar] [CrossRef]
- Wang, L.; Collins, C.; Ratliff, M.; Xie, B.; Wang, Y. Breastfeeding Reduces Childhood Obesity Risks. Child. Obes. 2017, 13, 197–204. [Google Scholar] [CrossRef]
- Yan, J.; Liu, L.; Zhu, Y.; Huang, G.; Wang, P.P. The association between breastfeeding and childhood obesity: A meta-analysis. BMC Public Health 2014, 14, 1267. [Google Scholar] [CrossRef] [PubMed]
- Morgen, C.S.; Larsson, M.W.; Ängquist, L.; Sørensen, T.I.A.; Michaelsen, K.F. Overweight in childhood of exclusively breastfed infants with a high weight at 5 months. Matern. Child Nutr. 2021, 17, e13057. [Google Scholar] [CrossRef] [PubMed]
- Stolzer, J.M. Breastfeeding and obesity: A meta-analysis. Open J. Prev. Med. 2011, 1, 88–93. [Google Scholar] [CrossRef]
- Al-Hussaini, A.; Bashir, M.S.; Khormi, M.; AlTuraiki, M.; Alkhamis, W.; Alrajhi, M.; Halal, T. Overweight and obesity among Saudi children and adolescents: Where do we stand today? Saudi J. Gastroenterol. Off. J. Saudi Gastroenterol. Assoc. 2019, 25, 229–235. [Google Scholar] [CrossRef]
- Feng, Y.; Ding, L.; Tang, X.; Wang, Y.; Zhou, C. Association between maternal education and school-age children weight status: A study from the China Health Nutrition Survey, 2011. Int. J. Environ. Res. Public Health 2019, 16, 2543. [Google Scholar] [CrossRef]
- Kurmanov, B.; Pena-Boquete, Y.; Samambayeva, A.; Makhmejanov, G. Determinants of Overweight and Underweight among Children under 5 in Kazakhstan. Open Public Health J. 2021, 14, 501–508. [Google Scholar] [CrossRef]
- Morrissey, T.W.; Dunifon, R.E.; Kalil, A. Maternal Employment, Work Schedules, and Children’s Body Mass Index. Child Dev. 2011, 82, 66–81. [Google Scholar] [CrossRef]
- Brandstetter, S.; Atzendorf, J.; Seelbach-Gobel, B.; Melter, M.; Kabesch, M.; Apfelbacher, C. Sociodemographic factors associated with health literacy in a large sample of mothers of newborn children: Cross-sectional findings from the KUNO-Kids birth cohort study. Eur. J. Pediatr. 2019, 179, 165–169. [Google Scholar] [CrossRef]
- Barclay, K.; Myrskylä, M. Advanced maternal age and offspring outcomes: Reproductive aging and counterbalancing period trends. Popul. Dev. Rev. 2016, 42, 69–94. [Google Scholar] [CrossRef]
- Heslehurst, N.; Vieira, R.; Akhter, Z.; Bailey, H.; Slack, E.; Ngongalah, L.; Pemu, A.; Rankin, J. The association between maternal body mass index and child obesity: A systematic review and meta-analysis. PLoS Med. 2019, 16, e1002817. [Google Scholar] [CrossRef] [PubMed]
- Seth, A.; Sharma, R. Childhood obesity. Indian J. Pediatr. 2013, 80, 309–317. [Google Scholar] [CrossRef] [PubMed]
- Godfrey, K.M.; Reynolds, R.M.; Prescott, S.L.; Nyirenda, M.; Jaddoe, V.W.V.; Eriksson, J.G.; Broekman, B.F.P. Influence of maternal obesity on the long-term health of offspring. Lancet Diabetes Endocrinol. 2017, 5, 53–64. [Google Scholar] [CrossRef] [Green Version]
- Nettle, D.; Andrews, C.; Bateson, M. Food insecurity as a driver of obesity in humans: The insurance hypothesis. Cambridge Core 2017, 40, e105. [Google Scholar] [CrossRef] [PubMed]
- Bush, N.R.; Allison, A.L.; Miller, A.L.; Deardorff, J.; Adler, N.E.; Boyce, W.T. Socioeconomic disparities in childhood obesity risk: Association with an oxytocin receptor polymorphism. JAMA Pediatr. 2017, 171, 61–67. [Google Scholar] [CrossRef] [PubMed]
- Hernández-Vásquez, A.; Bendezú-Quispe, G.; Santero, M.; Azañedo, D. Prevalence of Childhood Obesity by Sex and Regions in Peru, 2015. Rev. Esp. Salud Publica 2016, 90, e1–e10. [Google Scholar]
- Markowska, M.; Przychodni, A.M.; Nowak-Starz, G.; Cieśla, E. The frequency of overweight and obesity occurrence among Polish children (age 6–7 years) in relation to the place of residence, the education level of parents. Anthropol. Rev. 2017, 80, 381–392. [Google Scholar] [CrossRef]
- Stark, M.J.; Niederhauser, V.P.; Camacho, J.M.; Shirai, L. The prevalence of overweight and obesity in children at a Health Maintenance Organization in Hawai’ i. Hawaii Med. J. 2011, 70, 27–31. [Google Scholar]
- Wang, Y.; Chen, H.-J.; Shaikh, S.; Mathur, P. Is obesity becoming a public health problem in India? Examine the shift from under-to overnutrition problems over time. Obes. Rev. 2009, 10, 456–474. [Google Scholar] [CrossRef]
- Kshatriya, G.K.; Acharya, S.K. Triple burden of obesity, undernutrition, and cardiovascular disease risk among Indian tribes. PLoS ONE 2016, 11, e0147934. [Google Scholar] [CrossRef]
- Islam, T.; Mandal, S.; Chouhan, P. Influence of socio-demographic factors on coverage of full vaccination among children aged 12–23 months: A study in Indian context (2015-2016). Hum. Vaccines Immunother. 2021, 17, 5226–5234. [Google Scholar] [CrossRef]
- Tabacchi, G.; Giammanco, S.; La Guardia, M.; Giammanco, M. A review of the literature and a new classification of the early determinants of childhood obesity: From pregnancy to the first years of life. Nutr. Res. 2007, 27, 587–604. [Google Scholar] [CrossRef]
- Golpour-Hamedani, S.; Rafie, N.; Pourmasoumi, M.; Saneei, P.; Safavi, S.M. The association between dietary diversity score and general and abdominal obesity in Iranian children and adolescents. BMC Endocr. Disord. 2020, 20, 181. [Google Scholar] [CrossRef] [PubMed]
- Amin, T.T.; Al-Sultan, A.I.; Ali, A. Overweight and obesity and their relation to dietary habits and socio-demographic characteristics among male primary school children in Al-Hassa, Kingdom of Saudi. Eur. J. Nutr. 2007, 47, 310–318. [Google Scholar] [CrossRef] [PubMed]
- Min, K.; Wang, J.; Liao, W.; Astell-Burt, T.; Feng, X.; Cai, S.; Liu, Y.; Zhang, P.; Su, F.; Yang, K.; et al. Dietary patterns and their associations with overweight/obesity among preschool children in Dongcheng District of Beijing: A cross-sectional study. BMC Public Health 2021, 21, 223. [Google Scholar] [CrossRef]
- Jayawardena, R.; Byrne, N.M.; Soares, M.J.; Katulanda, P.; Yadav, B.; Hills, A.P. High dietary diversity is associated with obesity in Sri Lankan adults: An evaluation of three dietary scores. BMC Public Health 2013, 13, 314. [Google Scholar] [CrossRef] [PubMed]
- Karimbeiki, R.; Pourmasoumi, M.; Feizi, A.; Abbasi, B.; Hadi, A.; Rafie, N.; Safavi, S.M. Higher dietary diversity score is associated with obesity: A case–control study. Public Health 2018, 157, 127–134. [Google Scholar] [CrossRef] [PubMed]
Characteristics | Frequency (n) | Percentage (%) |
---|---|---|
Child’s BMI | ||
Overweight/obesity | 5130 | 2.6 |
Normal | 171,125 | 97.4 |
Child characteristics | ||
Sex of child | ||
Male | 90,091 | 51.4 |
Female | 86,164 | 48.7 |
Child age in months | ||
0–11 | 29,822 | 16.4 |
12–23 | 35,174 | 20.1 |
24–35 | 35,833 | 20.6 |
36–47 | 38,474 | 22.0 |
48–59 | 36,952 | 21.0 |
Birth weight | ||
Low (<2.5 kg) | 20,056 | 15.5 |
Normal (≥2.5 kg) | 113,125 | 84.5 |
Currently breastfeeding | ||
No | 61,722 | 36.4 |
Yes | 114,533 | 63.6 |
Birth rank | ||
1 | 65,979 | 38.9 |
2 | 54,663 | 32.3 |
3 | 27,968 | 15.1 |
4+ | 27,645 | 13.7 |
Mother Characteristics | ||
Mother’s level of education | ||
Illiterate | 52,295 | 29 |
Primary | 25,666 | 14.1 |
Secondary | 81,248 | 46.1 |
Higher | 17,046 | 10.8 |
Age at marriage | ||
<18 years | 65,608 | 40.7 |
≥18 years | 107,334 | 59.3 |
Number of children | ||
≥4 | 34,496 | 17.3 |
<4 | 141,759 | 82.7 |
Mother’s BMI | ||
Thin | 38,518 | 23.2 |
Normal | 110,440 | 60.7 |
Overweight/obese | 26,673 | 16.1 |
Media exposure | ||
Low | 113,679 | 64.5 |
Medium | 49,609 | 28.4 |
High | 12,967 | 7.1 |
Household/community-level factors | ||
Place of residence | ||
Rural | 133,644 | 71.9 |
Urban | 42,611 | 28.1 |
Region | ||
North | 33,769 | 13.4 |
Central | 51,135 | 27.7 |
East | 35,662 | 25.8 |
Northeast | 27,462 | 3.8 |
West | 11,187 | 11.6 |
South | 17,040 | 17.7 |
Social group | ||
SC | 32,843 | 22.6 |
ST | 34,349 | 10.0 |
OBC | 69,164 | 46.6 |
Other | 31,782 | 20.8 |
Religious belief | ||
Hindu | 125,550 | 78.3 |
Muslim | 28,333 | 16.9 |
Other | 22,259 | 4.8 |
Wealth quintile | ||
Poorest | 43,257 | 24.1 |
Poorer | 41,557 | 21.9 |
Middle | 35,981 | 20.2 |
Richer | 30,509 | 18.7 |
Richest | 24,951 | 15.1 |
Characteristics | Frequency (n) | Percentage (%) |
---|---|---|
Dietary characteristics of children | ||
Food items eaten | ||
Milk or curd | ||
Never/rarely | 68,494 | 34.2 |
Daily | 66,574 | 42.3 |
Weekly | 41,187 | 23.5 |
Pulses or beans | ||
Never/rarely | 22,819 | 10.1 |
Daily | 73,236 | 44.6 |
Weekly | 80,200 | 45.3 |
Dark-green leafy vegetables | ||
Never/rarely | 26,940 | 15.0 |
Daily | 84,856 | 46.7 |
Weekly | 64,459 | 38.3 |
Fruits | ||
Never/rarely | 106,496 | 58.2 |
Daily | 16,516 | 10.5 |
Weekly | 53,243 | 31.3 |
Eggs | ||
Never/rarely | 111,601 | 59.2 |
Daily | 5774 | 4.0 |
Weekly | 58,880 | 36.8 |
Fish | ||
Never/rarely | 123,552 | 66.8 |
Daily | 6528 | 4.8 |
Weekly | 46,175 | 28.4 |
Chicken or meat | ||
Never/rarely | 122,997 | 67.8 |
Daily | 2237 | 1.1 |
Weekly | 51,021 | 31.1 |
Fried food | ||
Never/rarely | 97,131 | 55.3 |
Daily | 19,589 | 8.9 |
Weekly | 59,535 | 35.8 |
Aerated drinks | ||
Never/rarely | 139,822 | 78.6 |
Daily | 7258 | 4.0 |
Weekly | 29,175 | 17.5 |
Characteristics | Overweight/Obese Children (Row %) | Normal Children (Row %) | Pearson’s χ2 Value | p-Value |
---|---|---|---|---|
Child characteristics | ||||
Sex of child | 7.5 | 0.006 | ||
Male | 2.7 | 97.3 | ||
Female | 2.6 | 97.4 | ||
Child age in months | 1900 | <0.001 | ||
0–11 | 5.8 | 94.3 | ||
12–23 | 2.4 | 97.6 | ||
24–35 | 1.8 | 98.2 | ||
36–47 | 1.8 | 98.2 | ||
48–59 | 2 | 98 | ||
Birth weight | 28.7 | <0.001 | ||
Low (<2.5 kg) | 2.3 | 97.7 | ||
Normal (≥2.5 kg) | 2.9 | 97.1 | ||
Currently breastfeeding | 64.5 | <0.001 | ||
No | 2.5 | 97.6 | ||
Yes | 2.7 | 97.3 | ||
Birth rank | 63.4 | <0.001 | ||
1 | 3 | 97.1 | ||
2 | 2.7 | 97.4 | ||
3 | 2.5 | 97.6 | ||
4+ | 1.8 | 98.2 | ||
Mother characteristics | ||||
Mother’s level of education | 213.5 | <0.001 | ||
Illiterate | 2 | 98 | ||
Primary | 2.1 | 97.9 | ||
Secondary | 2.7 | 97.3 | ||
Higher | 4.7 | 95.3 | ||
Age at marriage | 177.3 | <0.001 | ||
<18 years | 2 | 98.1 | ||
≥18 years | 3.1 | 96.9 | ||
Number of children | 82.3 | <0.001 | ||
≥4 | 1.7 | 98.3 | ||
<4 | 2.8 | 97.2 | ||
Mother’s BMI | 276.9 | <0.001 | ||
Thin | 1.6 | 98.4 | ||
Normal | 2.8 | 97.2 | ||
Overweight/obese | 3.4 | 96.7 | ||
Media exposure | 106.2 | <0.001 | ||
Low | 2.3 | 97.7 | ||
Medium | 3.1 | 96.9 | ||
High | 4 | 96 | ||
Household/community-level factors | ||||
Place of residence | 47.3 | <0.001 | ||
Rural | 2.3 | 97.7 | ||
Urban | 3.4 | 96.6 | ||
Region | 417 | <0.001 | ||
North | 3.2 | 96.8 | ||
Central | 2.1 | 97.9 | ||
East | 2.1 | 97.9 | ||
Northeast | 3.3 | 96.8 | ||
West | 2.6 | 97.4 | ||
South | 3.6 | 96.4 | ||
Social group | 182.6 | <0.001 | ||
SC | 2.4 | 97.7 | ||
ST | 2.9 | 97.1 | ||
OBC | 2.6 | 97.4 | ||
Other | 2.9 | 97.1 | ||
Religious belief | 146.9 | <0.001 | ||
Hindu | 2.6 | 97.4 | ||
Muslim | 2.4 | 97.7 | ||
Other | 3.1 | 96.9 | ||
Wealth quintile | 106.2 | <0.001 | ||
Poorest | 1.9 | 98.1 | ||
Poorer | 2.1 | 97.9 | ||
Middle | 2.5 | 97.5 | ||
Richer | 3.1 | 96.9 | ||
Richest | 4.1 | 95.9 |
Characteristics | Overweight/Obese Children (Row %) | Normal Children (Row %) | Pearson’s χ2 Value | p-Value |
---|---|---|---|---|
Dietary characteristics of children | ||||
Food items eaten | ||||
Milk or curd | 59.9 | <0.001 | ||
Never/rarely | 2.1 | 97.9 | ||
Daily | 3.1 | 96.9 | ||
Weekly | 2.5 | 97.5 | ||
Pulses or beans | 28.7 | <0.001 | ||
Never/rarely | 2.8 | 97.2 | ||
Daily | 2.8 | 97.2 | ||
Weekly | 2.4 | 97.6 | ||
Dark-green leafy vegetables | 72.0 | <0.001 | ||
Never/rarely | 2.1 | 98.0 | ||
Daily | 3.0 | 97.1 | ||
Weekly | 2.4 | 97.6 | ||
Fruits | 85.3 | <0.001 | ||
Never/rarely | 2.4 | 97.7 | ||
Daily | 3.6 | 96.4 | ||
Weekly | 2.8 | 97.2 | ||
Eggs | 76.8 | <0.001 | ||
Never/rarely | 2.4 | 97.6 | ||
Daily | 3.5 | 96.5 | ||
Weekly | 2.8 | 97.2 | ||
Fish | 42.1 | <0.001 | ||
Never/rarely | 2.4 | 97.6 | ||
Daily | 3.3 | 96.7 | ||
Weekly | 3.0 | 97.0 | ||
Chicken or meat | 57.6 | <0.001 | ||
Never/rarely | 2.5 | 97.5 | ||
Daily | 3.6 | 96.4 | ||
Weekly | 2.9 | 97.1 | ||
Fried food | 29.6 | <0.001 | ||
Never/rarely | 2.5 | 97.5 | ||
Daily | 3.3 | 96.7 | ||
Weekly | 2.6 | 97.4 | ||
Aerated drinks | 17.0 | <0.001 | ||
Never/rarely | 2.5 | 97.5 | ||
Daily | 3.6 | 96.4 | ||
Weekly | 2.8 | 97.3 |
Characteristics | Unadjusted Risk Ratio (URR)— 95% CI | Adjusted Risk Ratio (ARR)— 95% CI |
---|---|---|
Sex of child | ||
Male | 1.08 *** (1.02–1.14) | 1.079 ** (1.02–1.14) |
Female † | 1 | 1 |
Child age in months | ||
0–11 | 3.38 *** (3.12–3.70) | 3.77 *** (3.41–4.16) |
12–23 | 1.36 *** (1.24–1.50) | 1.47 *** (1.33–1.64) |
24–35 | 0.88 ** (0.80–0.98) | 0.89 ** (0.80–0.99) |
36–47 | 0.91 * (0.82–1.01) | 0.94 (0.85–1.05) |
48–59† | 1 | 1 |
Birth weight | ||
Low (<2.5 kg) † | 1 | |
Normal (≥2.5 kg) | 1.30 *** (1.18–1.43) | |
Currently breastfeeding | ||
No † | 1 | 1 |
Yes | 1.28 *** (1.21–1.36) | 0.85 *** (0.79–0.92) |
Birth rank | ||
1 | 1.42 *** (1.30–1.56) | 1.24 *** (1.12–1.38) |
2 | 1.28 *** (1.16–1.41) | 1.12 ** (1.01–1.25) |
3 | 1.21 *** (1.09–1.34) | 1.16 *** (1.04–1.30) |
4+ † | 1 | 1 |
Mother’s level of education | ||
Illiterate † | 1 | 1 |
Primary | 1.09 * (0.99–1.20) | 0.98 (0.88–1.09) |
Secondary | 1.29 *** (1.20–1.38) | 0.93 (0.85–1.02) |
Higher | 1.92 *** (1.75–2.11) | 1.11 * (0.98–1.26) |
Number of children | ||
≥4 † | 1 | |
<4 | 1.44 *** (1.33–1.55) | |
Age at marriage | ||
<18 years † | 1 | 1 |
≥18 years | 1.52 *** (1.43–1.62) | 1.15 *** (1.08–1.24) |
Mother’s BMI | ||
Thin† | 1 | 1 |
Normal | 1.90 *** (1.75–2.07) | 1.70 *** (1.56–1.86) |
Overweight/obese | 2.19 *** (1.98–2.42) | 1.81 *** (1.62–2.02) |
Media exposure | ||
Low † | 1 | |
Medium | 1.30 *** (1.22–1.38) | |
High | 1.46 *** (1.33–1.61) | |
Place of residence | ||
Rural † | 1 | 1 |
Urban | 1.24 *** (1.17–1.321) | 1.06 (0.98–1.14) |
Region | ||
North † | 1 | 1 |
Central | 0.61 *** (0.56–0.66) | 0.67 *** (0.614–0.737) |
East | 0.60 *** (0.55–0.66) | 0.69 *** (0.616–0.762) |
Northeast | 1.18 *** (1.09–1.29) | 1.07 (0.956–1.202) |
West | 0.75 *** (0.65–0.84) | 0.75 *** (0.649–0.857) |
South | 1.10 ** (1.00–1.22) | 1.07 (0.956–1.194) |
Social group | ||
SC † | 1 | 1 |
ST | 1.66 *** (1.48–1.77) | 1.46 *** (1.31–1.62) |
OBC | 1.04 (0.96–1.13) | 1.05 (0.96–1.15) |
Other | 1.32 *** (1.20–1.45) | 1.15 *** (1.04–1.27) |
Religious belief | ||
Hindu † | 1 | 1 |
Muslim | 0.99 (0.91–1.07) | 0.87 *** (0.79–0.96) |
Other | 1.56 *** (1.45–1.68) | 0.94 (0.85–1.05) |
Wealth quintile | ||
Poorest † | 1 | 1 |
Poorer | 1.02 (0.93–1.11) | 0.84 *** (0.76–0.93) |
Middle | 1.29 *** (1.18–1.40) | 0.98 (0.88–1.09) |
Richer | 1.38 *** (1.27–1.51) | 0.97 (0.87–1.09) |
Richest | 1.72 *** (1.58–1.88) | 1.07 (0.94–1.22) |
Dietary diversity score | ||
<3 food items † | 1 | 1 |
4–6 food items | 1.14 *** (1.07–1.22) | 1.00 (0.94–1.08) |
7–9 food items | 1.47 *** (1.36–1.58) | 1.22 *** (1.12–1.34) |
Constant | 0.01 ***(0.00952–0.0135) | |
Pseudo R2 | 0.05 | |
Log-likelihood | −20281.044 | |
Probability χ2 | <0.001 | |
Mean VIF for ARR model | 1.74 |
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Saha, J.; Chouhan, P.; Ahmed, F.; Ghosh, T.; Mondal, S.; Shahid, M.; Fatima, S.; Tang, K. Overweight/Obesity Prevalence among Under-Five Children and Risk Factors in India: A Cross-Sectional Study Using the National Family Health Survey (2015–2016). Nutrients 2022, 14, 3621. https://doi.org/10.3390/nu14173621
Saha J, Chouhan P, Ahmed F, Ghosh T, Mondal S, Shahid M, Fatima S, Tang K. Overweight/Obesity Prevalence among Under-Five Children and Risk Factors in India: A Cross-Sectional Study Using the National Family Health Survey (2015–2016). Nutrients. 2022; 14(17):3621. https://doi.org/10.3390/nu14173621
Chicago/Turabian StyleSaha, Jay, Pradip Chouhan, Farooq Ahmed, Tanmoy Ghosh, Sabbir Mondal, Muhammad Shahid, Saireen Fatima, and Kun Tang. 2022. "Overweight/Obesity Prevalence among Under-Five Children and Risk Factors in India: A Cross-Sectional Study Using the National Family Health Survey (2015–2016)" Nutrients 14, no. 17: 3621. https://doi.org/10.3390/nu14173621
APA StyleSaha, J., Chouhan, P., Ahmed, F., Ghosh, T., Mondal, S., Shahid, M., Fatima, S., & Tang, K. (2022). Overweight/Obesity Prevalence among Under-Five Children and Risk Factors in India: A Cross-Sectional Study Using the National Family Health Survey (2015–2016). Nutrients, 14(17), 3621. https://doi.org/10.3390/nu14173621