The Association of Maternal Weight Status throughout the Life-Course with the Development of Childhood Obesity: A Secondary Analysis of the Healthy Growth Study Data
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Population
2.2. Family and Sociodemographic Data
2.3. Physical Activity Levels of Children
2.4. Perinatal Data
2.5. Maternal Recommendation-Based Weight Status Trajectory Groups
2.6. Anthropometric Measurements of Children
2.7. Statistical Analyses
2.8. Confounding Variables
3. Results
3.1. Socio-Demographic and Anthropometric Characteristics
3.2. Perinatal Characteristics
3.3. Weight Status Prevalence
3.4. Associations between Maternal Weight Status and Child Obesity
3.5. Associations between Recommendation-Based Maternal Weight Trajectory Groups and Child Obesity
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Oussaada, S.M.; van Galen, K.A.; Cooiman, M.I.; Kleinendorst, L.; Hazebroek, E.J.; van Haelst, M.M.; ter Horst, K.W.; Serlie, M.J. The pathogenesis of obesity. Metabolism 2019, 92, 26–36. [Google Scholar] [CrossRef]
- World Health Organization. Obesity and Overweight. Available online: https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight (accessed on 24 March 2023).
- Eurostat. Body Mass Index (BMI) by Sex, Age and Educational Attainment Level. 2022. Available online: https://ec.europa.eu/eurostat/databrowser/view/HLTH_EHIS_BM1E__custom_1162105/bookmark/table?lang=en&bookmarkId=6f21bd9e-cbe6-4467-9821-2050435af363 (accessed on 18 October 2022).
- Tsolakis, C.; Cherouveim, E.D.; Skouras, A.Z.; Antonakis-Karamintzas, D.; Czvekus, C.; Halvatsiotis, P.; Savvidou, O.; Koulouvaris, P. The Impact of Obesity on the Fitness Performance of School-Aged Children Living in Rural Areas—The West Attica Project. Int. J. Environ. Res. Public Health 2022, 19, 11476. [Google Scholar] [CrossRef]
- World Health Organization. Prevalence of Obesity Among Adults, BMI ≥ 30, Crude; Estimates by Country. 2016. Available online: https://apps.who.int/gho/data/node.main.BMI30C?lang=en (accessed on 18 October 2022).
- World Health Organization. Prevalence of Overweight among Adults, BMI ≥ 25, Age-Standardized; Estimates by Country. 2016. Available online: https://apps.who.int/gho/data/view.main.CTRY2430A?lang=en (accessed on 18 October 2022).
- World Health Organization. Prevalence of Obesity among Children and Adolescents, BMI>+2 Standard Deviation above the Median, Crude; Estimates by Country, among Children Aged 5–19 Years. 2016. Available online: https://apps.who.int/gho/data/view.main.BMIPLUS2C05-19v (accessed on 18 October 2022).
- Hruby, A.; Hu, F.B. The Epidemiology of Obesity: A Big Picture. Pharmacoeconomics 2015, 33, 673–689. [Google Scholar] [CrossRef] [PubMed]
- Llewellyn, C.H. Genetic susceptibility to the “obesogenic” environment: The role of eating behavior in obesity and an appetite for change. Am. J. Clin. Nutr. 2018, 108, 429–430. [Google Scholar] [CrossRef] [PubMed]
- Wahlqvist, M.L.; Krawetz, S.A.; Rizzo, N.S.; Dominguez-Bello, M.G.; Szymanski, L.M.; Barkin, S.; Yatkine, A.; Waterland, R.A.; Mennella, J.A.; Desai, M.; et al. Early-life influences on obesity: From preconception to adolescence. Ann. N. Y. Acad. Sci. 2015, 1347, 1–28. [Google Scholar] [CrossRef]
- Liberali, R.; Kupek, E.; Assis, M.A.A. Dietary Patterns and Childhood Obesity Risk: A Systematic Review. Obes. Child. 2020, 16, 70–85. [Google Scholar] [CrossRef] [PubMed]
- Swinburn, B.; Egger, G.; Raza, F. Dissecting Obesogenic Environments: The Development and Application of a Framework for Identifying and Prioritizing Environmental Interventions for Obesity. Prev. Med. 1999, 29, 563–570. [Google Scholar] [CrossRef]
- Drozdz, D.; Alvarez-Pitti, J.; Wójcik, M.; Borghi, C.; Gabbianelli, R.; Mazur, A.; Herceg-Čavrak, V.; Lopez-Valcarcel, B.G.; Brzeziński, M.; Lurbe, E.; et al. Obesity and Cardiometabolic Risk Factors: From Childhood to Adulthood. Nutrients 2021, 13, 4176. [Google Scholar] [CrossRef]
- Baker, J.L.; Olsen, L.W.; Sørensen, T.I.A. Childhood Body-Mass Index and the Risk of Coronary Heart Disease in Adulthood. N. Engl. J. Med. 2007, 357, 2329–2337. [Google Scholar] [CrossRef]
- Juonala, M.; Magnussen, C.G.; Berenson, G.S.; Venn, A.; Burns, T.L.; Sabin, M.A.; Srinivasan, S.R.; Daniels, S.R.; Davis, P.H.; Chen, W.; et al. Childhood Adiposity, Adult Adiposity, and Cardiovascular Risk Factors. N. Engl. J. Med. 2011, 365, 1876–1885. [Google Scholar] [CrossRef]
- Weihrauch-Blüher, S.; Schwarz, P.; Klusmann, J.-H. Childhood obesity: Increased risk for cardiometabolic disease and cancer in adulthood. Metabolism 2019, 92, 147–152. [Google Scholar] [CrossRef]
- Börnhorst, C.; Russo, P.; Veidebaum, T.; Tornaritis, M.; Molnár, D.; Lissner, L.; Mårild, S.; De Henauw, S.; Moreno, L.A.; Floegel, A.; et al. The role of lifestyle and non-modifiable risk factors in the development of metabolic disturbances from childhood to adolescence. Int. J. Obes. 2020, 44, 2236–2245. [Google Scholar] [CrossRef] [PubMed]
- Güngör, N.K. Overweight and obesity in children and adolescents. J. Clin. Res. Pediatr. Endocrinol. 2014, 6, 129–143. [Google Scholar] [CrossRef] [PubMed]
- Saelens, B.E.P.; Sallis, J.F.P.; Frank, L.D.P.; Couch, S.C.P.R.D.; Zhou, C.P.; Colburn, T.P.; Cain, K.L.M.A.; Chapman, J.M.; Glanz, K.P.M.P.H. Obesogenic Neighborhood Environments, Child and Parent Obesity. Am. J. Prev. Med. 2012, 42, e57–e64. [Google Scholar] [CrossRef] [PubMed]
- Hughes, S.O.; Power, T.G.; O’Connor, T.M.; Fisher, J.O.; Micheli, N.E.; Papaioannou, M.A. Maternal feeding style and child weight status among Hispanic families with low-income levels: A longitudinal study of the direction of effects. Int. J. Behav. Nutr. Phys. Act. 2021, 18, 30. [Google Scholar] [CrossRef] [PubMed]
- Manios, Y.; Birbilis, M.; Moschonis, G.; Birbilis, G.; Mougios, V.; Lionis, C.; Chrousos, G.P. Childhood Obesity Risk Evaluation based on perinatal factors and family sociodemographic characteristics: CORE Index. Eur. J. Pediatr. 2013, 172, 551–555. [Google Scholar] [CrossRef] [PubMed]
- Manios, Y.; Androutsos, O.; Moschonis, G.; Birbilis, M.; Maragkopoulou, K.; Giannopoulou, A.; Argyri, E.; Kourlaba, G. Criterion validity of the Physical Activity Questionnaire for Schoolchildren (PAQ-S) in assessing physical activity levels: The Healthy Growth Study. J. Sports Med. Phys. Fit. 2013, 53, 502–508. [Google Scholar]
- Pavlidou, E.; Papandreou, D.; Taha, Z.; Mantzorou, M.; Tyrovolas, S.; Kiortsis, D.N.; Psara, E.; Papadopoulou, S.K.; Yfantis, M.; Spanoudaki, M.; et al. Association of Maternal Pre-Pregnancy Overweight and Obesity with Childhood Anthropometric Factors and Perinatal and Postnatal Outcomes: A Cross-Sectional Study. Nutrients 2023, 15, 3384. [Google Scholar] [CrossRef]
- Ino, T. Maternal smoking during pregnancy and offspring obesity: Meta-analysis. Pediatr. Int. 2010, 52, 94–99. [Google Scholar] [CrossRef]
- Magriplis, E.; Farajian, P.; Panagiotakos, D.B.; Risvas, G.; Zampelas, A. Maternal smoking and risk of obesity in school children: Investigating early life theory from the GRECO study. Prev. Med. Rep. 2017, 8, 177–182. [Google Scholar] [CrossRef]
- Santos da Silva, L.L.; Malta, M.B.; Lourenço, B.H.; Mosquera, P.S.; Araújo Damasceno, A.A.; Neves, P.A.R.; Cardoso, M.A. Maternal pre-pregnancy body mass index, gestational weight gain and child weight during the first 2 years of life in an Amazonian birth cohort. J. Hum. Nutr. Diet. 2023, 36, 1327–1338. [Google Scholar] [CrossRef] [PubMed]
- Birbilis, M.; Moschonis, G.; Mougios, V.; Manios, Y. Obesity in adolescence is associated with perinatal risk factors, parental BMI and sociodemographic characteristics. Eur. J. Clin. Nutr. 2013, 67, 115–121. [Google Scholar] [CrossRef]
- NCD risk factor collaboration. Worldwide trends in body-mass index, underweight, overweight, and obesity from 1975 to 2016: A pooled analysis of 2416 population-based measurement studies in 128.9 million children, adolescents, and adults. Lancet 2017, 390, 2627–2642. [Google Scholar] [CrossRef] [PubMed]
- Voerman, E.; Santos, S.; Patro Golab, B.; Gaillard, R.; Jaddoe, V.W.V.; Charles, M.-A.; Heude, B.; Chatzi, L.; Georgiu, V.; Chevrier, C.; et al. Maternal body mass index, gestational weight gain, and the risk of overweight and obesity across childhood: An individual participant data meta-analysis. PLoS Med. 2019, 16, e1002744. [Google Scholar] [CrossRef] [PubMed]
- Mannino, A.; Sarapis, K.; Moschonis, G. The Effect of Maternal Overweight and Obesity Pre-Pregnancy and During Childhood in the Development of Obesity in Children and Adolescents: A Systematic Literature Review. Nutrients 2022, 14, 5125. [Google Scholar] [CrossRef] [PubMed]
- Dias, M.d.S.; Matijasevich, A.; Barros, A.J.D.; Menezes, A.M.B.; Schneider, B.C.; Hartwig, F.P.; Barros, F.C.; Wehrmeister, F.C.; Goncalves, H.; Santos, I.S.; et al. Influence of maternal pre-pregnancy nutritional status on offspring anthropometric measurements and body composition in three Brazilian Birth Cohorts. Public Health Nutr. 2021, 24, 882–894. [Google Scholar] [CrossRef] [PubMed]
- Huang, D.Y.C.; Lanza, H.I.; Anglin, M.D. Trajectory of Adolescent Obesity: Exploring the Impact of Prenatal to Childhood Experiences. J. Child Fam. Stud. 2014, 23, 1090–1101. [Google Scholar] [CrossRef]
- Yoshida, S.; Kimura, T.; Noda, M.; Takeuchi, M.; Kawakami, K. Association of maternal prepregnancy weight and early childhood weight with obesity in adolescence: A population-based longitudinal cohort study in Japan. Pediatr. Obes. 2020, 15, e12597. [Google Scholar] [CrossRef]
- Yu, Z.; Han, S.; Zhu, J.; Sun, X.; Ji, C.; Guo, X. Pre-pregnancy body mass index in relation to infant birth weight and offspring overweight/obesity: A systematic review and meta-analysis. PLoS ONE 2013, 8, e61627. [Google Scholar] [CrossRef]
- Lau, E.Y.; Junxiu, L.; Archer, E.; McDonald, S.M.; Jihong, L. Maternal Weight Gain in Pregnancy and Risk of Obesity among Offspring: A Systematic Review. J. Obes. 2014, 2014, 1–16. [Google Scholar] [CrossRef]
- Castillo, H.; Santos, I.S.; Matijasevich, A. Relationship between maternal pre-pregnancy body mass index, gestational weight gain and childhood fatness at 6-7 years by air displacement plethysmography. Matern. Child Nutr. 2015, 11, 606–617. [Google Scholar] [CrossRef]
- Téllez-Rojo, M.M.; Trejo-Valdivia, B.; Roberts, E.; Muñoz-Rocha, T.V.; Bautista-Arredondo, L.F.; Peterson, K.E.; Cantoral, A. Influence of post-partum BMI change on childhood obesity and energy intake. PLoS ONE 2019, 14, e0224830. [Google Scholar] [CrossRef]
- Gibson, L.; Allen, K.; Byrne, S.; Clark, K.; Blair, E.; Davis, E.; Zubrick, S. Childhood Overweight and Obesity: Maternal and Family Factors. J. Child Fam. Stud. 2016, 25, 3236–3246. [Google Scholar] [CrossRef]
- Xu, R.Y.; Zhou, Y.Q.; Zhang, X.M.; Wan, Y.P.; Gao, X. A two-year study of parental obesity status and childhood obesity in China. Nutr. Metab. Cardiovasc. Dis. 2019, 29, 260–267. [Google Scholar] [CrossRef] [PubMed]
- Kaar, J.L.; Crume, T.; Brinton, J.T.; Bischoff, K.J.; McDuffie, R.; Dabelea, D. Maternal obesity, gestational weight gain, and offspring adiposity: The exploring perinatal outcomes among children study. J. Pediatr. 2014, 165, 509–515. [Google Scholar] [CrossRef] [PubMed]
- Leonard, S.A.; Rasmussen, K.M.; King, J.C.; Abrams, B. Trajectories of maternal weight from before pregnancy through postpartum and associations with childhood obesity. Am. J. Clin. Nutr. 2017, 106, 1295–1301. [Google Scholar] [CrossRef] [PubMed]
- Moschonis, G.; Tanagra, S.; Vandorou, A.; Kyriakou, A.E.; Dede, V.; Siatitsa, P.E.; Koumpitski, A.; Androutsos, O.; Grammatikaki, E.; Kantilafti, M.; et al. Social, economic and demographic correlates of overweight and obesity in primary-school children: Preliminary data from the Healthy Growth Study. Public Health Nutr. 2010, 13, 1693–1700. [Google Scholar] [CrossRef]
- Manios, Y.; Kafatos, A.G.; Markakis, G. Physical Activity of 6-Year-Old Children: Validation of Two Proxy Reports. Pediatr. Exerc. Sci. 1998, 10, 176–188. [Google Scholar] [CrossRef]
- Cole, T.J. Establishing A Standard Definition For Child Overweight And Obesity Worldwide: International Survey. BMJ 2000, 320, 1240–1243. [Google Scholar] [CrossRef]
- World Health Organization. Obesity: Preventing and Managing the Global Epidemic. Report of a WHO Consultation; World Health Organization: Geneva, Switzerland, 2000; Volume 894, pp. i–xii, 1–268. [Google Scholar]
- Institute of Medicine. Weight Gain during Pregnancy: Reexamining the Guidelines. 2009. Available online: https://nap.nationalacademies.org/resource/12584/Report-Brief---Weight-Gain-During-Pregnancy.pdf (accessed on 14 August 2022).
- Gadzik, J. “How much should I weigh?”—Quetelet’s equation, upper weight limits, and BMI prime. Conn. Med. 2006, 70, 81–88. [Google Scholar]
- Moschonis, G.; Kalliora, A.C.; Costarelli, V.; Papandreou, C.; Koutoukidis, D.; Lionis, C.; Chrousos, G.P.; Manios, Y. Identification of lifestyle patterns associated with obesity and fat mass in children: The Healthy Growth Study. Public Health Nutr. 2014, 17, 614–624. [Google Scholar] [CrossRef] [PubMed]
- Moschonis, G.; Karatzi, K.; Polychronopoulou, M.C.; Manios, Y. Waist circumference, trunk and visceral fat cutoff values for detecting hyperinsulinemia and insulin resistance in children: The Healthy Growth Study. Eur. J. Nutr. 2016, 55, 2331–2334. [Google Scholar] [CrossRef] [PubMed]
- Xi, B.; Zong, X.n.; Kelishadi, R.; Litwin, M.; Hong, Y.M.; Poh, B.K.; Steffen, L.M.; Galcheva, S.V.; Herter-Aeberli, I.; Nawarycz, T.; et al. International Waist Circumference Percentile Cutoffs for Central Obesity in Children and Adolescents Aged 6 to 18 Years. J. Clin. Endocrinol. Metab. 2020, 105, e1569–e1583. [Google Scholar] [CrossRef] [PubMed]
- Black, A.E. The sensitivity and specificity of the Goldberg cut-off for EI:BMR for identifying diet reports of poor validity. Eur. J. Clin. Nutr. 2000, 54, 395–404. [Google Scholar] [CrossRef] [PubMed]
- Ziauddeen, N.; Roderick, P.J.; Macklon, N.S.; Alwan, N.A. Predicting childhood overweight and obesity using maternal and early life risk factors: A systematic review. Obes. Rev. 2018, 19, 302–312. [Google Scholar] [CrossRef]
- Cole, T.J.; Lobstein, T. Extended international (IOTF) body mass index cut-offs for thinness, overweight and obesity. Pediatr. Obes. 2012, 7, 284–294. [Google Scholar] [CrossRef]
- Catalano, P.M.; Farrell, K.; Thomas, A.; Huston-Presley, L.; Mencin, P.; de Mouzon, S.H.; Amini, S.B. Perinatal risk factors for childhood obesity and metabolic dysregulation. Am. J. Clin. Nutr. 2009, 90, 1303–1313. [Google Scholar] [CrossRef]
- Choi, M.J.; Yu, J.; Choi, J. Maternal Pre-Pregnancy Obesity and Gestational Diabetes Mellitus Increase the Risk of Childhood Obesity. Children 2022, 9, 928. [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]
- Santos, S.; Voerman, E.; Amiano, P.; Barros, H.; Beilin, L.J.; Bergström, A.; Charles, M.A.; Chatzi, L.; Chevrier, C.; Chrousos, G.P.; et al. Impact of maternal body mass index and gestational weight gain on pregnancy complications: An individual participant data meta-analysis of European, North American and Australian cohorts. BJOG Int. J. Obstet. Gynaecol. 2019, 126, 984–995. [Google Scholar] [CrossRef]
- Barker, D.J.P. In utero programming of chronic disease. Clin. Sci. 1998, 95, 115–128. [Google Scholar] [CrossRef]
- Hales, C.N.; Barker, D.J. The thrifty phenotype hypothesis. Br. Med. Bull. 2001, 60, 5–20. [Google Scholar] [CrossRef] [PubMed]
- Badon, S.E.; Quesenberry, C.P.; Xu, F.; Avalos, L.A.; Hedderson, M.M. Gestational weight gain, birthweight and early-childhood obesity: Between- and within-family comparisons. Int. J. Epidemiol. 2020, 49, 1682–1690. [Google Scholar] [CrossRef] [PubMed]
- Mamun, A.; Mannan, M.; Doi, S. Gestational weight gain in relation to offspring obesity over the life course: A systematic review and bias-adjusted meta-analysis. Obes. Rev. 2014, 15, 338–347. [Google Scholar] [CrossRef]
- Sridhar, S.B.; Darbinian, J.; Ehrlich, S.F.; Markman, M.A.; Gunderson, E.P.; Ferrara, A.; Hedderson, M.M. Maternal gestational weight gain and offspring risk for childhood overweight or obesity. Am. J. Obstet. Gynecol. 2014, 211, e251–e258. [Google Scholar] [CrossRef]
- Baran, J.; Weres, A.; Czenczek-Lewandowska, E.; Leszczak, J.; Kalandyk-Osinko, K.; Łuszczki, E.; Sobek, G.; Mazur, A. Excessive Gestational Weight Gain: Long-Term Consequences for the Child. J. Clin. Med. 2020, 9, 3795. [Google Scholar] [CrossRef]
- Marciniak, A.; Patro-Małysza, J.; Kimber-Trojnar, Ż.; Marciniak, B.; Oleszczuk, J.; Leszczyńska-Gorzelak, B. Fetal programming of the metabolic syndrome. Taiwan. J. Obstet. Gynecol. 2017, 56, 133–138. [Google Scholar] [CrossRef]
- Kato, R.; Kubota, M.; Yasui, Y.; Hayashi, Y.; Higashiyama, Y.; Nagai, A. Retrospective tracking of young obese children back to birth in Japan: Special attention to the relationship with parental obesity. Asia Pac. J. Clin. Nutr. 2014, 23, 641–650. [Google Scholar] [CrossRef]
- Kjaer, T.W.; Faurholt-Jepsen, D.; Medrano, R.; Elwan, D.; Mehta, K.; Christensen, V.B.; Wojcicki, J.M. Higher Birthweight and Maternal Pre-pregnancy BMI Persist with Obesity Association at Age 9 in High Risk Latino Children. J. Immigr. Minor. Health 2019, 21, 89–97. [Google Scholar] [CrossRef]
- Vehapoglu, A.; Goknar, N.; Turel, O.; Torun, E.; Ozgurhan, G. Risk factors for childhood obesity: Do the birth weight, type of delivery, and mother’s overweight have an implication on current weight status? World J. Pediatr. 2017, 13, 457–464. [Google Scholar] [CrossRef]
- Adane, A.A.; Dobson, A.; Tooth, L.; Mishra, G.D. Maternal preconception weight trajectories are associated with offsprings’ childhood obesity. Int. J. Obes. 2018, 42, 1265–1274. [Google Scholar] [CrossRef] [PubMed]
- Archer, E. The childhood obesity epidemic as a result of nongenetic evolution: The maternal resources hypothesis. Mayo Clin. Proc. 2015, 90, 77–92. [Google Scholar] [CrossRef] [PubMed]
- Jia, P. Obesogenic environment and childhood obesity. Obes. Rev. 2021, 22, e13158. [Google Scholar] [CrossRef]
- Woo Baidal, J.A.; Locks, L.M.; Cheng, E.R.; Blake-Lamb, T.L.; Perkins, M.E.; Taveras, E.M. Risk Factors for Childhood Obesity in the First 1000 Days: A Systematic Review. Am. J. Prev. Med. 2016, 50, 761–779. [Google Scholar] [CrossRef] [PubMed]
- Valerio, G.; Bernasconi, S. A multi-etiological model of childhood obesity: A new biobehavioral perspective for prevention? Ital. J. Pediatr. 2019, 45, 169. [Google Scholar] [CrossRef]
- Zhai, L.; Liu, J.; Zhao, J.; Liu, J.; Bai, Y.; Jia, L.; Yao, X. Association of Obesity with Onset of Puberty and Sex Hormones in Chinese Girls: A 4-Year Longitudinal Study. PLoS ONE 2015, 10, e0134656. [Google Scholar] [CrossRef]
- Altwaijri, Y.A.; Day, R.S.; Harrist, R.B.; Dwyer, J.T.; Ausman, L.M.; Labarthe, D.R. Sexual Maturation Affects Diet–Blood Total Cholesterol Association in Children: Project HeartBeat! Am. J. Prev. Med. 2009, 37, S65–S70. [Google Scholar] [CrossRef]
- Boyne, M.S.; Thame, M.; Osmond, C.; Fraser, R.A.; Gabay, L.; Taylor-Bryan, C.; Forrester, T.E. The effect of earlier puberty on cardiometabolic risk factors in Afro-Caribbean children. J. Pediatr. Endocrinol. Metab. 2014, 27, 453–460. [Google Scholar] [CrossRef]
- Moran, A.; Jacobs, D.R., Jr.; Steinberger, J.; Hong, C.-P.; Prineas, R.; Luepker, R.; Sinaiko, A.R. Insulin resistance during puberty: Results from clamp studies in 357 children. Diabetes 1999, 48, 2039–2044. [Google Scholar] [CrossRef]
- Li, S.; Chen, W.; Srinivasan, S.R.; Xu, J.; Berenson, G.S. Relation of childhood obesity/cardiometabolic phenotypes to adult cardiometabolic profile: The Bogalusa Heart Study. Am. J. Epidemiol. 2012, 176 (Suppl. S7), S142–S149. [Google Scholar] [CrossRef]
- Tirosh, A.; Shai, I.; Afek, A.; Dubnov-Raz, G.; Ayalon, N.; Gordon, B.; Derazne, E.; Tzur, D.; Shamis, A.; Vinker, S.; et al. Adolescent BMI Trajectory and Risk of Diabetes versus Coronary Disease. N. Engl. J. Med. 2011, 364, 1315–1325. [Google Scholar] [CrossRef] [PubMed]
- Makri, R.; Katsoulis, M.; Fotiou, A.; Kanavou, E.; Stavrou, M.; Richardson, C.; Kanellopoulou, A.; Orfanos, P.; Benetou, V.; Kokkevi, A. Prevalence of Overweight and Obesity and Associated Diet-Related Behaviours and Habits in a Representative Sample of Adolescents in Greece. Children 2022, 9, 119. [Google Scholar] [CrossRef] [PubMed]
- Hanson, M.; Barker, M.; Dodd, J.M.; Kumanyika, S.; Norris, S.; Steegers, E.; Stephenson, J.; Thangaratinam, S.; Yang, H. Interventions to prevent maternal obesity before conception, during pregnancy, and post partum. Lancet Diabetes Endocrinol. 2017, 5, 65–76. [Google Scholar] [CrossRef]
- Shrestha, A.; Prowak, M.; Berlandi-Short, V.M.; Garay, J.; Ramalingam, L. Maternal Obesity: A Focus on Maternal Interventions to Improve Health of Offspring. Front. Cardiovasc. Med. 2021, 8, 696812. [Google Scholar] [CrossRef] [PubMed]
- Dalrymple, K.V.; Flynn, A.C.; Relph, S.A.; O’Keeffe, M.; Poston, L. Lifestyle Interventions in Overweight and Obese Pregnant or Postpartum Women for Postpartum Weight Management: A Systematic Review of the Literature. Nutrients 2018, 10, 1704. [Google Scholar] [CrossRef] [PubMed]
- Dalrymple, K.V.; Martyni-Orenowicz, J.; Flynn, A.C.; Poston, L.; O’Keeffe, M. Can antenatal diet and lifestyle interventions influence childhood obesity? A systematic review. Matern Child Nutr. 2018, 14, e12628. [Google Scholar] [CrossRef]
- Chai, L.K.; Collins, C.; May, C.; Brain, K.; Wong See, D.; Burrows, T. Effectiveness of family-based weight management interventions for children with overweight and obesity: An umbrella review. JBI Evid. Synth. 2019, 17, 1341–1427. [Google Scholar] [CrossRef]
Total Sample (n = 2519 a) | Boys (n = 1249) | Girls (n = 1270) | p-Value | |
---|---|---|---|---|
Mean ± SD | Mean ± SD | Mean ± SD | ||
Age (years) | 11.2 ± 0.67 | 11.2 ± 0.7 | 11.2 ± 0.7 | 0.999 * |
% | % | |||
Sex | 49.6 | 50.4 | ||
Study region | n (%) | n (%) | n (%) | |
Attica | 1354 (53.9) | 690 (55.4) | 664 (52.5) | 0.478 |
Aitoloakarnania | 432 (17.2) | 208 (16.7) | 224 (17.7) | |
Heraklion | 420 (16.7) | 205 (16.5) | 215 (17.0) | |
Thessaloniki | 304 (12.1) | 142 (11.4) | 162 (12.8) | |
Urbanisation degree | n (%) | n (%) | n (%) | |
Metropolitan | 1630 (64.7) | 826 (66.1) | 804 (63.3) | 0.323 |
Semi-Urban | 422 (16.8) | 199 (15.9) | 223 (17.9) | |
Rural | 467 (18.5) | 224 (17.9) | 243 (19.1) | |
Ethnicity | n (%) | n (%) | n (%) | |
National | 2136 (84.8) | 1077 (86.3) | 1059 (83.4) | 0.042 |
Non-national | 382 (15.2) | 171 (13.7) | 211 (16.6) | |
Primary guardian type | n (%) | n (%) | n (%) | |
Mother | 2322 (92.2) | 1142 (91.4) | 1180 (92.9) | 0.198 |
Other | 197 (7.8) | 107 (8.6) | 90 (7.1) | |
Maternal education | n (%) | n (%) | n (%) | |
<9 years | 530 (21.7) | 239 (19.8) | 291 (23.6) | 0.054 |
9–12 years | 960 (39.3) | 488 (40.4) | 472 (38.2) | |
>12 years | 954 (39.0) | 482 (39.9) | 472 (38.2) | |
Father’s education | n (%) | n (%) | n (%) | |
<9 years | 644 (26.1) | 313 (25.6) | 331 (26.5) | 0.914 |
9–12 years | 948 (38.4) | 472 (38.6) | 476 (38.1) | |
>12 years | 879 (35.6) | 437 (35.8) | 442 (25.4) | |
Mother’s employment status | n (%) | n (%) | n (%) | |
Unemployed | 759 (33.9) | 382 (34.9) | 377 (33.0) | 0.327 |
Employed | 1479 (66.1) | 712 (65.1) | 767 (67.0) | |
Parent’s age | Mean ± SD | Mean ± SD | Mean ± SD | |
Mothers | 39.8 ± 4.9 | 40.00 ± 4.8 | 39.6 ± 4.99 | 0.087 * |
Fathers | 44.1 ± 5.4 | 44.2 ± 5.3 | 44.2 ± 5.4 | 0.970 * |
Parent’s weight | Mean ± SD | Mean ± SD | Mean ± SD | |
Mothers (Kgs) | 66.8 ± 12.6 | 66.9 ± 12.7 | 66.7 ± 12.5 | 0.649 * |
Fathers (Kgs) | 85.6 ± 12.2 | 85.5 ± 13.3 | 85.8 ± 13.2 | 0.611 * |
Total Sample (n = 2519 a) | Boys (n = 1249) | Girls (n = 1270) | p-Value b | |
---|---|---|---|---|
Mean ± SD | Mean ± SD | Mean ± SD | ||
Body weight, kg | 45.3 ± 11.0 | 45.4 ± 11.07 | 45.2 ± 10.9 | 0.621 |
Height, cm | 148.7 ± 7.86 | 148.2 ± 7.45 | 149.2 ± 8.22 | 0.001 |
BMI (kg/m2) | 20.3 ± 3.79 | 20.5 ± 3.89 | 20.1 ± 3.69 | 0.010 |
Waist circumference, cm | 72.9 ± 10.8 | 73.2 ± 10.88 | 72.5 ± 10.6 | 0.136 |
Hip circumference, cm | 84.4 ± 9.61 | 83.9 ± 9.38 | 84.7 ± 9.44 | 0.022 |
Waist-to-hip ratio, % | 86.2 ± 6.60 | 87.0 ± 5.71 | 85.4 ± 7.28 | <0.001 |
Right arm circumference, cm | 23.8 ± 3.74 | 23.9 ± 3.90 | 23.7 ± 3.60 | 0.129 |
Fat mass, kg | 14.25 ± 7.63 | 14.2 ± 7.70 | 14.5 ± 7.52 | 0.342 |
WAZ: Weight for age z-score at birth | −0.15 ± 1.14 | −0.15 ± 1.11 | −0.14 ± 1.18 | 0.882 |
Waist Circumference Cut-offs | n (%) | n (%) | n (%) | |
Healthy | 2051 (84.4) | 1006 (83.5) | 1045 (85.3) | 0.216 |
Central Obesity | 379 (15.6) | 199 (16.5) | 180 (14.7) |
Total Sample (n = 2519 a) | Boys (n = 1249) | Girls (n = 1270) | p-Value b | |
---|---|---|---|---|
Mean ± SD | Mean ± SD | Mean ± SD | ||
Child Growth Factors | ||||
Gestational age at birth | ||||
<37 weeks | 442 (18.9) | 197 (18.1) | 225 (19.8) | 0.316 |
≥37 Weeks | 1806 (81.1) | 892 (81.9) | 914 (80.2) | |
Birth weight for age z-score | ||||
AGA | 1799 (80.7) | 888 (81.5) | 911 (80.0) | 0.192 |
SGA | 265 (11.9) | 132 (12.1) | 133 (11.7) | |
LGA | 164 (7.4) | 69 (6.3) | 95 (8.3) | |
Growth Velocity | ||||
Normal Growth | 1236 (56.6) | 638 (59.7) | 598 (53.7) | 0.002 |
Poor Growth | 231 (10.6) | 120 (11.2) | 111 (10.0) | |
Rapid Growth | 715 (32.8) | 311 (29.1) | 404 (36.3) | |
Pre-pregnancy Factors | ||||
Parity | ||||
Uniparous | 1351 (54.5) | 687 (56.0) | 664 (53.0) | 0.134 |
Multiparous | 1127 (45.5) | 539 (44.0) | 588 (47.0) | |
Miscarriage before child’s birth | ||||
Yes | 346 (15.5) | 175 (16.1) | 179 (15.7) | 0.728 |
No | 1886 (84.5) | 914 (83.9) | 960 (84.3) | |
During Pregnancy Factors | ||||
Maternal Alcohol during pregnancy | ||||
Yes | 43 (1.9) | 26 (2.4) | 17 (1.5) | 0.125 |
No | 2185 (98.1) | 1063 (97.6) | 1122 (98.5) | |
Maternal smoking during pregnancy | ||||
Smoking | 354 (15.9) | 175 (16.1) | 179 (15.7) | 0.819 |
No Smoking | 1874 (84.1) | 914 (83.9) | 960 (84.3) | |
High blood pressure during pregnancy | n (%) | n (%) | n (%) | |
Yes | 69 (3.1) | 34 (3.2) | 35 (3.1) | 0.921 |
No | 2090 (94.6) | 1021 (94.7) | 1069 (94.5) | |
Don’t Know | 50 (2.3) | 23 (2.1) | 27 (2.4) | |
GDM during pregnancy | ||||
Yes | 54 (2.4) | 32 (3.0) | 22 (1.9) | 0.033 |
No | 2100 (95.1) | 1027 (95.3) | 1073 (94.9) | |
Don’t Know | 55 (2.5) | 19 (1.8) | 36 (3.2) | |
During Childhood Factors | ||||
Type of Delivery | ||||
Vaginal | 1596 (71.6) | 784 (72.0) | 812 (71.3) | 0.192 |
Caesarean | 632 (28.4) | 305 (28.0) | 327 (28.7) | |
Infant Feeding Practices | ||||
Exclusive Breast feeding | 180 (8.1) | 90 (8.3) | 90 (7.9) | 0.695 |
Exclusive Formula | 424 (19.2) | 213 (18.6) | 211 (18.9) | |
Mixed Feeding | 1610 (72.7) | 775 (71.9) | 835 (73.5) | |
Solid Food Initiation | ||||
≤4 months | 383 (17.3) | 185 (17.1) | 198 (17.4) | 0.935 |
5–6 months | 1476 (66.6) | 723 (67.0) | 753 (66.3) | |
>6 months | 356 (16.1) | 171 (15.8) | 185 (16.3) | |
Maternal alcohol during breast feeding | ||||
Yes | 22 (1.0%) | 15 (1.4) | 7 (0.6) | 0.069 |
No | 2184 (99.0) | 1064 (98.6) | 1120 (99.4) | |
Maternal smoking during breast feeding | ||||
Yes | 21 (1.0) | 14 (1.3) | 7 (0.6) | 0.102 |
No | 2185 (99.0) | 1065 (98.7) | 1120 (99.4) | |
Maternal smoking at their child’s pre-adolescence | ||||
Yes | 843 (39.2) | 405 (38.8) | 438 (39.5) | 0.739 |
No | 1308 (60.8) | 638 (61.2) | 670 (60.5) | |
Parents smoking at home, at their child’s pre-adolescence | ||||
Yes | 879 (45.1) | 422 (44.4) | 457 (45.8) | 0.517 |
No | 1060 (54.9) | 529 (55.6) | 540 (54.2) |
Maternal Weight Status | Total Sample (OR [95%CI]) (n = 2092) | Boys (OR [95%CI]) (n = 1020) | Girls (OR [95%CI]) (n = 1072) |
---|---|---|---|
Maternal Pre-pregnancy BMI | |||
Healthy Weight | Reference | Reference | Reference |
Underweight | 0.45 [0.21, 1.00] | 0.50 [0.19, 1.30] | 0.33 [0.08, 1.44] |
Overweight | 1.90 [1.34, 2.70] | 1.65 [1.00, 2.72] | 2.43 [1.45, 4.08] |
Obese | 4.16 [2.47, 7.02] | 3.55 [1.68, 7.51] | 5.60 [2.60, 12.08] |
Gestational Weight Gain | |||
Within IOM | Reference | Reference | Reference |
Below IOM | 0.77 [5.34, 1.10] | 0.73 [0.45, 1.19] | 0.81 [0.47, 1.40] |
Above IOM | 1.50 [1.08, 2.08] | 1.66 [1.07, 3.56] | 1.45 [0.87, 2.42] |
Mothers BMI at their child’s pre-adolescence | |||
Healthy weight | Reference | Reference | Reference |
Under weight | 0.24 [0.03, 1.78] | 0.36 [0.47, 2.72] | 0.00 |
Overweight | 1.99 [1.45, 2.74] | 1.87 [1.21, 2.87] | 2.43 [1.48, 3.98] |
Obese | 3.34 [2.29, 4.87] | 3.14 [1.89, 5.23] | 4.18 [2.31, 7.56] |
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Mannino, A.; Sarapis, K.; Mourouti, N.; Karaglani, E.; Anastasiou, C.A.; Manios, Y.; Moschonis, G. The Association of Maternal Weight Status throughout the Life-Course with the Development of Childhood Obesity: A Secondary Analysis of the Healthy Growth Study Data. Nutrients 2023, 15, 4602. https://doi.org/10.3390/nu15214602
Mannino A, Sarapis K, Mourouti N, Karaglani E, Anastasiou CA, Manios Y, Moschonis G. The Association of Maternal Weight Status throughout the Life-Course with the Development of Childhood Obesity: A Secondary Analysis of the Healthy Growth Study Data. Nutrients. 2023; 15(21):4602. https://doi.org/10.3390/nu15214602
Chicago/Turabian StyleMannino, Adriana, Katerina Sarapis, Niki Mourouti, Eva Karaglani, Costas A. Anastasiou, Yannis Manios, and George Moschonis. 2023. "The Association of Maternal Weight Status throughout the Life-Course with the Development of Childhood Obesity: A Secondary Analysis of the Healthy Growth Study Data" Nutrients 15, no. 21: 4602. https://doi.org/10.3390/nu15214602
APA StyleMannino, A., Sarapis, K., Mourouti, N., Karaglani, E., Anastasiou, C. A., Manios, Y., & Moschonis, G. (2023). The Association of Maternal Weight Status throughout the Life-Course with the Development of Childhood Obesity: A Secondary Analysis of the Healthy Growth Study Data. Nutrients, 15(21), 4602. https://doi.org/10.3390/nu15214602