Important periods of weight development in childhood: a population-based longitudinal study
© Glavin et al.; licensee BioMed Central Ltd. 2014
Received: 31 May 2013
Accepted: 11 February 2014
Published: 13 February 2014
Identifying important ages for the development of overweight is essential for optimizing preventive efforts. The purpose of the study was to explore early growth characteristics in children who become overweight or obese at the age of 8 years to identify important ages for the onset of overweight and obesity.
Data from the Norwegian Child Growth Study in 2010 (N = 3172) were linked with repeated measurements from health records beginning at birth. Weight and height were used to derive the body mass index (BMI) in kg/m2. The BMI standard deviation score (SDS) for each participant was estimated at specific target ages, using a piecewise linear mixed effect model.
At 8 years of age, 20.4% of the children were overweight or obese. Already at birth, overweight children had a significantly higher mean BMI SDS than normal weight 8-year-olds (p < .001) and this difference increased in consecutive age groups in infancy and childhood. A relatively large increase in BMI during the first 9 months was identified as important for being overweight at 8 years. BMI SDS at birth was associated with overweight at 8 years of age (OR, 1.8; 1.6–2.0), and with obesity (OR, 1.8; 1.4–2.3). The Odds Ratios for the BMI SDS and change in BMI SDS further increased up to 1 year of age became very high from 2 years of age onwards.
A high birth weight and an increasing BMI SDS during the first 9 months and high BMI from 2 years of age proved important landmarks for the onset of being overweight at 8 years of age. The risks of being overweight at 8 years appear to start very early. Interventions to prevent children becoming overweight should not only start at a very early age but also include the prenatal stage.
KeywordsChild Overweight Obesity BMI
Being overweight and obese in childhood have become major challenges for public health as comorbidities start emerging in childhood  and many overweight children will develop into obese adults [2, 3]. Prevention is considered the optimal strategy, as the treatment of obesity once it develops is notoriously difficult . The identification of important ages for the development of being overweight is an essential aspect of preventive efforts [5, 6].
Various age stages in infancy [7–10] and early childhood [11–18] have been associated with the later development of being overweight and obese, but there is currently no consensus on which period is most critical. Although most studies indicate that early weight gain is associated with being overweight later in life, they are often hampered by limitations such as a small number of participants [13, 15, 17], not being population based [15, 18], or being based on self-reported data . Larger population-based studies are needed to evaluate the association of early growth patterns with the subsequent development of being overweight and obese.
The objective of the present population-based study was to compare characteristics of early growth in overweight and obese children with those in non-overweight children to identify important ages for the onset and development of being overweight and obese.
Anthropometric measurements were obtained from a nationally representative sample of 3172 third-grade pupils, with a mean age of 8.3 years (range 7.3–9.6) in the Norwegian Child Growth Study 2010. This study was a part of the European Childhood Obesity Surveillance Initiative . One hundred and twenty-seven schools were selected using a stratified two-stage sampling design . The attendance rate of participants was 89% (1% of the parents refused, and 10% of the third-graders were absent from school on the day of examination).
Data on height and weight of children between birth and 8 years of age were collected from the Medical Birth Registry of Norway and from the health records of previous routine measurements in well-child clinics and school health centers. Records were linked with the unique personal identification number of each child. Routine measurements in Norway are scheduled at birth and at the age of 6 weeks, 3, 6, 9, 12, 15, 18 and 24 months, and 3, 4 and 6 years. Of all children attending the examination, 2920 could be tracked (93%) with an average of nine data points between birth and 8 years of age; 252 could not be tracked or had fewer than three recorded measurements in the period under consideration. Most of these 252 children had been born abroad and had moved to Norway during the preceding years.
BMI values were converted to SDS using the Norwegian BMI growth reference . For each participant, the BMI SDS at the target ages of 0, 0.25, 0.50, 0.75, 1, 1.50, 2, 4, 6, and 8 years of age was estimated with a piecewise linear mixed effect model with knots at the target ages, and a random effect for each knot. This sequence of linear regressions connecting at target ages, also known as the broken stick model , uses data from individuals and from the whole sample to obtain an estimate of the most likely BMI at the target ages of each participant. These estimates were used for further analysis of the BMI at specific target ages, and the change in BMI between target ages, but no assumptions were made about the precise BMI trajectory between target ages. The model was fitted with the lme4 package in R: (R Foundation for Statistical Computing, Vienna, Austria; http://www.r-project.org). The expected value of the BMI SDS at a given age break is referred to as the “status score”, and the change between the status score at the start and the end of an age interval as the “change score”. The BMI at 8 years of age was used to classify subjects as being overweight or not, or as being obese or not, using the age- and sex-specific International Obesity Task Force (IOTF) criteria. These BMI criteria at 8 years of age are 18.44 for being overweight in boys and 18.35 in girls. The corresponding criteria for obesity are 21.60 in boys and 21.57 in girls . According to this, the definition of being overweight includes obesity, unless otherwise specified.
For determining important ages associated with the development of being overweight, we assessed the association between status scores and change scores with the subjects’ overweight and obesity status at 8 years of age using logistic regression, and with two-sample t-tests. In addition, logistic regression with a proportional odds model was used to estimate the combined OR for overweight and obesity (23). Logistic regression was performed for status scores and change scores separately, and for change scores together with the status score at the start of each age interval.
The Regional Committee for Medical Research Ethics approved this study. Written consent for participation in the study, and for retrieval of data from the Medical Birth Registry and from the well-child clinic health records, was obtained from one parent of each participant.
Mean body mass index (BMI) for the total sample and BMI standard deviation score (SDS) status at various target ages in children with and without overweight and obesity at 8 years of age
Age Years, N
Total sample BMI (± SD)
Not overweightc,at 8 years of age Mean BMI SDS (95% CI)
Overweightc,dat 8 years of age Mean BMI SDS (95% CI)
Not obesec,eat 8 years of age Mean BMI SDS (95% CI)
Obesecat 8 years of age Mean BMI SDS (95% CI)
-0.07 (–0.11 - –0.03)
0.08 (0.00 - 0.16)
-0.05 (–0.08 - –0.01)
0.08 (–0.08 - 0.25)
-0.01 (–0.04 - 0.02)
0.39 (0.32 - 0.45)
0.05 (0.02 - 0.08)
0.49 (0.35 - 0.63)
-0.02 (–0.05 - 0.01)
0.52 (0.45 - 0.59)
0.06 (0.03 - 0.09)
0.64 (0.49 - 0.79)
0.03 (–0.01 - 0.06)
0.67 (0.59 - 0.75)
0.12 (0.09 - 0.15)
0.82 (0.66 - 0.98)
-0.09 (–0.13 - –0.06)
0.57 (0.50 - 0.64)
0.00 (–0.03 - 0.04)
0.73 (0.58 - 0.89)
-0.23 (–0.27 - –0.20)
0.47 (0.40 - 0.55)
-0.13 (–0.16 - –0.10)
0.68 (0.52 - 0.84)
-0.13 (–0.17 - –0.09)
0.69 (0.61 - 0.76)
-0.01 (–0.05 - 0.02)
0.98 (0.81 - 1.15)
0.26 (–0.30 - –0.23)
0.82 (0.76 - 0.88)
-0.12 (–0.15 - –0.08)
1.33 (1.20 - 1.46)
0.30 (–0.33 - –0.27)
1.09 (1.04 - 1.13)
-0.11 (–0.14 - –0.08)
1.71 (1.63 - 1.79)
-0.23 (–0.26 - –0.20)
1.35 (1.32 - 1.39)
-0.01 (–0.04 - 0.02)
2.03 (1.97 - 2.09)
Absolute changes in BMI SDS and rates of change in BMI SDS during each period in children who were or were not overweight or obese at 8 years of age c
Not overweight at 8 yearsa,d
Overweightdat 8 yearsd
Obese at 8 yearsa
Overweightdvs. not overweight
Obese versus not obesee
Odds ratios and 95% CI for being overweight or obese at 8 years of age according to the BMI SDS at each target age (status) and change in BMI SDS during each period (change) a
Age, years Age intervals
StatusbOR (95% CI) for being overweight at 8 years per 1 SDS score increase at the target age
ChangecOR (95% CI) for being overweight at 8 years per 1 SDS score increase between target ages
Change and statusdOR (95% CI)
StatusbOR (95% CI) for being obese at 8 years per 1 SDS score increase at target age
ChangecOR (95% CI) for being obese at 8 years per 1 SDS score increase between target ages
Change and statusdOR (95 % CI)
1.9 (1.6 –2.4)
2.5 (2.3 – 2.8)
2.2 (1.5 3.2)
2.7 (2.4 – 3.0)
> 100 (90.9– > 100)
In the current population-based longitudinal study, being overweight or obese in 8-year-old children was associated with a higher mean BMI throughout infancy and childhood, and was already recognizable at birth. The first 9 months of life showed a marked increase in mean BMI in overweight and obese children, with a further separation from children of normal weight after 2 years of age. From 2 years and onwards, the ORs increased steeply, showing a strong association between a high or increasing BMI and being overweight or obese at 8 years of age.
The prevalence of being overweight at 8 years of age in this sample was 20.4%, similar to data from the Bergen Growth Study . According to the Norwegian Child Growth Study , the prevalence of overweight 8-year-old children in Norway increased between 2008 and 2010, but in 2012 this seems to have reached a plateau, as reported in some other countries [25–27].
We found that a higher birth weight predicted being overweight at the age of 8 years, suggesting that prenatal development affects later childhood growth. Similar findings have also been reported by Hui et al.  and reviewed by Rogers . Thus, there seems to be an association between birth weight, subsequent BMI and the risk of becoming overweight in children and young adults. Eriksson et al.  found that a higher maternal BMI during pregnancy was associated with more rapid growth in the offspring and an increased risk of becoming obese in adulthood. Findings from a large cohort study of the impact of the intrauterine environment on later childhood adiposity suggested that the association between the BMI of the mother and her offspring could be explained more by shared familial risk factors rather than the intrauterine environment . Whether this association is caused by intrauterine programming, by genetic factors, or is mainly a result of lifestyle factors operating in postnatal life has not yet been established .
The current data show that a rapid increase in the BMI during the first year of life, and especially between the ages of 6 and 9 months, significantly increases the risk of being overweight at 8 years of age (Table 3). Other authors have found similar results when studying weight gain in early childhood [13, 14] and weight gain during adolescence [7, 8, 10].
In the current study, 8-year-old overweight children had an average change score between 9 and 12 months of age that was similar to that in normal weight children (Table 2). However, logistic regression showed that the risk of becoming overweight was significantly larger when the BMI increased particularly during this period (Table 3, change scores corrected for status). This apparently contradictory result possibly arose from the distribution of change scores: i.e., the majority of overweight subjects had a change score that was similar to that in normal weight subjects, but a relative increase in BMI SDS still involves a higher risk of becoming overweight.
In the current study, children who were overweight at 8 years of age had already shown more rapid gains in their BMI at than normal weight children almost all ages of growth up to that age. Although other studies have also highlighted the importance of early growth for the later development of being overweight and obese, the suggested critical time points have differed. Thus, de Kroon et al.  did not find that rapid growth during the first years of life was a predictor for being overweight at the age of 18. In contrast, Stettler et al. suggested the importance of the first week of life for becoming overweight at 20–34 years of age in formula-fed babies . Péneau et al.  found that rapid growth during infancy and being large at 12 months of age was associated with being overweight at 7–9 years of age. Lagström et al.  found that overweight children at 13 years of age had gained more weight than their normal-weight peers from the age of 2 or 3 years onward. Although our study showed that a rapid gain in BMI was a risk factor for being overweight at 8 years, we cannot confirm that this is the case for those who are overweight as adults.
The relative risk of being overweight at 8 years increased with age according to the increase in BMI at specific target ages. In our study, we found that the OR for being overweight at 8 years of age increased from 2 years and onward. Thus, having a high BMI at age 6 years had an extremely high association with being overweight at age 8. Botton et al.  described two periods in early childhood that were associated with later risk of being overweight or obese as an adolescent: up to 6 months and from 2 years onward. In a recent study among overweight children aged 10–12 years, Harrington et al.  reported that more than half of the children had already been overweight at 2 years of age, and defined the “tipping point” of weight development to be 22 months of age. Similarly, De Kroon et al.  found the age between 2 and 6 years to be the most important growth period for predicting adult overweight.
The main strength of the present study was its population-based design with a high participation rate and measurements of weight and height performed longitudinally at well-child clinics/school health services. The average of nine measurements taken between birth and 8 years of age offered opportunities to study the potential of previous measurements to predict whether children would be overweight at age 8. The limitations of the study were some variation in the children’s age at the time of measurements, and missing data. These shortfalls were addressed by applying the ‘;broken stick’ method, which allows obtaining an estimate of the BMI for each individual at the exact target age, but which might also give estimates that are closer to the mean when data are missing. This implies that any tests of differences will be conservative, and might possibly underestimate the effects of BMI changes during periods in which fewer measurements are recorded . A selection bias with regard to ethnicity cannot be excluded, as the majority of the children whose data could not be retrieved or who had fewer than three recorded measurements in the period were born abroad and had moved to Norway during the preceding years.
The results of this study suggest that a high birth weight and an increasing BMI are throughout infancy and childhood associated with being overweight at 8 years of age. Routine assessments of height and weight as well as recognition of excessive weight gain are essential to prevent the onset of being overweight in children, as parents do not always recognize their child as having a weight problem [33, 34]. There is also a need for the development of universal preventive programs and resources in primary health care to deal with this public health challenge.
Body mass index
International obesity task force
Standard deviation score.
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