World Health Organization. Obesity and overweight. 2021. Available from https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight. (accessed 21 March 2022).

Australian Institute of Health and Welfare. Australian Burden of Disease Study 2018: Interactive data on risk factor burden - Overweight (including obesity). In. Canberra:AIHW; 2021.

Weng SF, Redsell SA, Swift JA, Yang M, Glazebrook CP. Systematic review and meta-analyses of risk factors for childhood overweight identifiable during infancy. Arch Dis Childhood. 2012;97:1019–26.

Article  Google Scholar 

Woo Baidal JA, Locks LM, Cheng ER, Blake-Lamb TL, Perkins ME, Taveras EM. Risk Factors for Childhood Obesity in the First 1,000 Days: A Systematic Review. Am J Prevent Med. 2016;50:761–79.

Article  Google Scholar 

Cameron AJ, Spence AC, Laws R, Hesketh KD, Lioret S, Campbell KJ. A Review of the Relationship Between Socioeconomic Position and the Early-Life Predictors of Obesity. Curr Obesity Rep. 2015;4:350–62.

Article  Google Scholar 

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.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Araujo de Franca GV, Restrepo-Mendez MC, Loret de Mola C, Victora CG. Size at birth and abdominal adiposity in adults: a systematic review and meta-analysis. Obes Rev. 2014;15:77–91.

Article  CAS  PubMed  Google Scholar 

Zheng M, Lamb KE, Grimes C, Laws R, Bolton K, Ong KK, et al. Rapid weight gain during infancy and subsequent adiposity: a systematic review and meta-analysis of evidence. Obes Rev. 2018;19:321–32.

Article  CAS  PubMed  Google Scholar 

Yan J, Liu L, Zhu Y, Huang G, Wang PP. The association between breastfeeding and childhood obesity: a meta-analysis. BMC Public Health. 2014;14:1267.

Article  PubMed  PubMed Central  Google Scholar 

Baker JL, Michaelsen KF, Rasmussen KM, Sorensen TI. Maternal prepregnant body mass index, duration of breastfeeding, and timing of complementary food introduction are associated with infant weight gain. Am J Clin Nutr. 2004;80:1579–88.

Article  CAS  PubMed  Google Scholar 

Yu ZB, Han SP, Zhu GZ, Zhu C, Wang XJ, Cao XG, et al. Birth weight and subsequent risk of obesity: a systematic review and meta-analysis. Obes Rev. 2011;12:525–42.

Article  CAS  PubMed  Google Scholar 

Zhao Y, Wang SF, Mu M, Sheng J. Birth weight and overweight/obesity in adults: a meta-analysis. Eur J Pediatrics. 2012;171:1737–46.

Article  Google Scholar 

Jain V, Singhal A. Catch up growth in low birth weight infants: striking a healthy balance. Rev Endocr Metab Disord. 2012;13:141–7.

Article  PubMed  Google Scholar 

Francis LA, Lee Y, Birch LL. Parental weight status and girls’ television viewing, snacking, and body mass indexes. Obes Res. 2003;11:143–51.

Article  PubMed  PubMed Central  Google Scholar 

Hendrie GA, Coveney J, Cox DN. Defining the complexity of childhood obesity and related behaviours within the family environment using structural equation modelling. Public Health Nutr. 2012;15:48–57.

Article  PubMed  Google Scholar 

Vuillermin P, Saffery R, Allen KJ, Carlin JB, Tang ML, Ranganathan S, et al. Cohort Profile: The Barwon Infant Study. Int J Epidemiol. 2015;44:1148–60.

Article  PubMed  Google Scholar 

Wen LM, Baur LA, Rissel C, Wardle K, Alperstein G, Simpson JM. Early intervention of multiple home visits to prevent childhood obesity in a disadvantaged population: a home-based randomised controlled trial (Healthy Beginnings Trial). BMC Public Health. 2007;7:76.

Article  PubMed  PubMed Central  Google Scholar 

Wen LM, Baur LA, Simpson JM, Rissel C, Flood VM. Effectiveness of an early intervention on infant feeding practices and “tummy time”: a randomized controlled trial. Arch Pediatrics Adolescent Med. 2011;165:701–7.

Article  Google Scholar 

Wen LM, Baur LA, Simpson JM, Rissel C, Wardle K, Flood VM. Effectiveness of home based early intervention on children’s BMI at age 2: randomised controlled trial. BMJ (Clinical Res ed.). 2012;344:e3732.

Google Scholar 

Campbell K, Hesketh K, Crawford D, Salmon J, Ball K, McCallum Z. The Infant Feeding Activity and Nutrition Trial (INFANT) an early intervention to prevent childhood obesity: cluster-randomised controlled trial. BMC Public Health. 2008;8:103.

Article  PubMed  PubMed Central  Google Scholar 

Campbell KJ, Lioret S, McNaughton SA, Crawford DA, Salmon J, Ball K, et al. A parent-focused intervention to reduce infant obesity risk behaviors: a randomized trial. Pediatrics. 2013;131:652–60.

Article  PubMed  Google Scholar 

Campbell KJ, Hesketh KD, McNaughton SA, Ball K, McCallum Z, Lynch J, et al. The extended Infant Feeding, Activity and Nutrition Trial (InFANT Extend) Program: a cluster-randomized controlled trial of an early intervention to prevent childhood obesity. BMC Public Health. 2016;16:166.

Article  PubMed  PubMed Central  Google Scholar 

Dodd JM. Dietary and lifestyle advice for pregnant women who are overweight or obese: the LIMIT randomized trial. Ann Nutr Metab. 2014;64:197–202.

Article  CAS  PubMed  Google Scholar 

Dodd JM, Turnbull D, McPhee AJ, Deussen AR, Grivell RM, Yelland LN, et al. Antenatal lifestyle advice for women who are overweight or obese: LIMIT randomised trial. BMJ (Clin Res ed). 2014;348:g1285.

Google Scholar 

Daniels LA, Magarey A, Battistutta D, Nicholson JM, Farrell A, Davidson G, et al. The NOURISH randomised control trial: positive feeding practices and food preferences in early childhood - a primary prevention program for childhood obesity. BMC Public Health. 2009;9:387.

Article  PubMed  PubMed Central  Google Scholar 

Daniels LA, Mallan KM, Battistutta D, Nicholson JM, Perry R, Magarey A. Evaluation of an intervention to promote protective infant feeding practices to prevent childhood obesity: outcomes of the NOURISH RCT at 14 months of age and 6 months post the first of two intervention modules. Int J Obes (2005). 2012;36:1292–8.

Article  CAS  Google Scholar 

Taylor BJ, Heath AL, Galland BC, Gray AR, Lawrence JA, Sayers RM, et al. Prevention of Overweight in Infancy (POI.nz) study: a randomised controlled trial of sleep, food and activity interventions for preventing overweight from birth. BMC Public Health. 2011;11:942.

Article  PubMed  PubMed Central  Google Scholar 

Taylor RW, Heath AL, Galland BC, Cameron SL, Lawrence JA, Gray AR, et al. Three-year follow-up of a randomised controlled trial to reduce excessive weight gain in the first two years of life: protocol for the POI follow-up study. BMC Public Health. 2016;16:771.

Article  PubMed  PubMed Central  Google Scholar 

Zheng M, Hesketh KD, Vuillermin P, Dodd J, Wen LM, Baur LA, et al. Determinants of rapid infant weight gain: A pooled analysis of seven cohorts. Pediatric Obesity. 2022;17:e12928. 1-11

Article  PubMed  PubMed Central  Google Scholar 

WHO Multicentre Growth Reference Study Group. WHO Child Growth Standards: Length/height-for-age, weight-for-age, weight-for-length, weight-for-height and body mass index-for-age: Methods and development. In. Geneva: World Health Organization; 2006.

Ong KK, Ahmed ML, Emmett PM, Preece MA, Dunger DB. Association between postnatal catch-up growth and obesity in childhood: prospective cohort study. BMJ (Clin Res ed.). 2000;320:967–71.

Article  CAS  Google Scholar 

Cole TJ, Lobstein T. Extended international (IOTF) body mass index cut-offs for thinness, overweight and obesity. Pediatric Obesity. 2012;7:284–94.

Article  CAS  PubMed  Google Scholar 

Australian Institute of Health and Welfare 2017. A picture of overweight and obesity in Australia 2017. Cat. no. PHE216. Canberra: AIHW.

Rabe-Hesketh S, Skrondal A, Pickles A. Generalized multilevel structural equation modeling. Psychometrika. 2004;69:167–90.

Article  Google Scholar 

Indranarain R. Applied Structural Equation Modelling for Researchers and Practitioners: Using R and Stata for Behavioural Research, vol. First edition. Bingley, UK: Emerald Group Publishing Limited; 2017.

Baron RM, Kenny DA. The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986;51:1173–82.

Article  CAS  PubMed  Google Scholar 

StataCorp. Stata 17 Base Reference Manual: ncom-Nonlinear combinations of parameters. In. College Station, TX: Stata Press; 2021.

MacKinnon DP, Krull JL, Lockwood CM. Equivalence of the mediation, confounding and suppression effect. Prev Sci. 2000;1:173–81.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Morgenstern M, Sargent JD, Hanewinkel R. Relation between socioeconomic status and body mass index: evidence of an indirect path via television use. Arch Pediatr Adolesc Med. 2009;163:731–8.

Article  PubMed  PubMed Central  Google Scholar 

Parikka S, Mäki P, Levälahti E, Lehtinen-Jacks S, Martelin T, Laatikainen T. Associations between parental BMI, socioeconomic factors, family structure and overweight in Finnish children: a path model approach. BMC Public Health. 2015;15:271.

Article  PubMed  PubMed Central  Google Scholar 

Kheirollahpour M, Shohaimi S. Dimensional model for estimating factors influencing childhood obesity: path analysis based modeling. ScientificWorldJournal. 2014;2014:512148.

Article  PubMed  PubMed Central  Google Scholar 

Mosli RH, Lumeng JC, Kaciroti N, Peterson KE, Rosenblum K, Baylin A, et al. Higher weight status of only and last-born children. Maternal feeding and child eating behaviors as underlying processes among 4-8 year olds. Appetite. 2015;92:167–72.

Article  PubMed  PubMed Central  Google Scholar 

Appelhans BM, Fitzpatrick SL, Li H, Cail V, Waring ME, Schneider KL, et al. The home environment and childhood obesity in low-income households: indirect effects via sleep duration and screen time. BMC Public Health. 2014;14:1160.

Article  PubMed  PubMed Central