| Literature DB >> 36231219 |
Anna Vážná1, Jana Vignerová2, Marek Brabec3,4, Jan Novák1, Bohuslav Procházka5, Antonín Gabera6, Petr Sedlak1.
Abstract
Apart from influencing the health of the worldwide population, the COVID-19 pandemic changed the day-to-day life of all, including children. A sedentary lifestyle along with the transformation of eating and sleep habits took place in the child population. These changes created a highly obesogenic environment. Our aim was to evaluate the current weight in the child population and identify the real effects of the pandemic. Height and weight data were collected by pediatricians from the pre-COVID-19 and post-COVID-19 periods from 3517 children (1759 boys and 1758 girls) aged 4.71 to 17.33 years. We found a significant rise in the z-score BMI between pediatric visits in the years 2019 and 2021 in both sexes aged 7, 9, 11, and 13 years. Especially alarming were the percentages of (severely) obese boys at the ages of 9 and 11 years, which exceed even the percentages of overweight boys. With the use of statistical modeling, we registered the most dramatic increment at around 12 years of age in both sexes. Based on our research in the Czech Republic, we can confirm the predictions that were given at the beginning of the pandemic that COVID-19-related restrictions worsened the already present problem of obesity and excess weight in children.Entities:
Keywords: COVID-19; COVID-19-related-restrictions effect; GAM; children; obesity; semiparametric statistical modeling; severe obesity
Mesh:
Year: 2022 PMID: 36231219 PMCID: PMC9565202 DOI: 10.3390/ijerph191911902
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Prevalence of overweight, obese, and severely obese boys in 2021.
Figure 2Prevalence of overweight, obese, and severely obese girls in 2021.
Mean values, number of probands, and the standard error of the mean (SEM) for each age group and sex. Differences between re-tests were calculated using Durbin-Conover post hoc test (D-C).
| Final Age | 2021 Visit | 2021–2019 Diff | 2019 Visit | 2019–2017 Diff | 2017 Visit | 2017–2015 Diff | 2015 Visit | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sex | n | Mean | SEM | D-C | n | Mean | SEM | D-C | n | Mean | SEM | D-C | n | Mean | SEM | ||||
| 5 | boys | 246 | 0.42 | 0.09 | 1.94 | 0.054 | 244 | 0.21 | 0.07 | 1.72 |
| 98 | 0.03 | 0.10 | 0 | ||||
| girls | 245 | 0.16 | 0.08 | 0.44 | 0.656 | 242 | 0.13 | 0.07 | 1.30 | 0.193 | 107 | 0.33 | 0.12 | 0 | |||||
| 7 | boys | 251 | 0.56 | 0.10 | 3.67 |
| 250 | 0.13 | 0.08 | 2.25 |
| 240 | 0.19 | 0.09 | 2.17 |
| 89 | 0.34 | 0.12 |
| girls | 243 | 0.40 | 0.08 | 2.61 |
| 240 | 0.02 | 0.07 | 1.89 |
| 232 | 0.06 | 0.07 | 0.89 | 0.373 | 67 | 0.24 | 0.13 | |
| 9 | boys | 261 | 0.70 | 0.09 | 6.96 |
| 261 | 0.23 | 0.09 | 0.50 | 0.615 | 253 | 0.10 | 0.07 | 1.31 | 0.189 | 224 | 0.16 | 0.07 |
| girls | 254 | 0.4 | 0.09 | 3.73 |
| 251 | 0.19 | 0.08 | 0.05 | 0.954 | 248 | 0.15 | 0.08 | 1.33 | 0.182 | 215 | 0.15 | 0.08 | |
| 11 | boys | 266 | 1.01 | 0.09 | 5.76 |
| 265 | 0.68 | 0.08 | 2.97 |
| 260 | 0.43 | 0.08 | 0.21 | 0.831 | 232 | 0.23 | 0.07 |
| girls | 266 | 0.55 | 0.08 | 3.55 |
| 261 | 0.36 | 0.08 | 2.07 |
| 254 | 0.22 | 0.07 | 2.03 |
| 235 | 0.05 | 0.07 | |
| 13 | boys | 260 | 0.72 | 0.10 | 3.11 |
| 254 | 0.56 | 0.09 | 1.07 | 0.280 | 251 | 0.45 | 0.09 | 3.3 |
| 232 | 0.16 | 0.10 |
| girls | 269 | 0.56 | 0.07 | 3.02 |
| 266 | 0.40 | 0.07 | 0.85 | 0.390 | 265 | 0.34 | 0.07 | 2.72 | 0.006 | 231 | 0.21 | 0.08 | |
| 15 | boys | 242 | 0.53 | 0.08 | 1.31 | 0.190 | 237 | 0.43 | 0.09 | 1.10 | 0.270 | 233 | 0.45 | 0.08 | 2.09 | 0.036 | 222 | 0.33 | 0.09 |
| girls | 254 | 0.09 | 0.07 | 0.52 | 0.590 | 252 | 0.11 | 0.07 | 0.68 | 0.490 | 245 | 0.05 | 0.07 | 0.05 | 0.950 | 232 | 0.01 | 0.07 | |
| 17 | boys | 233 | 0.43 | 0.08 | 0.98 | 0.320 | 231 | 0.49 | 0.08 | 0.64 | 0.510 | 227 | 0.52 | 0.09 | 2.35 |
| 214 | 0.64 | 0.09 |
| girls | 227 | 0.18 | 0.07 | 0.94 | 0.340 | 222 | 0.18 | 0.07 | 1.53 | 0.120 | 218 | 0.22 | 0.08 | 2.32 |
| 208 | 0.13 | 0.09 | |
Table of the BMI values from each visit, including the age and sex, of our study.
| Final | 2021 Visit | 2019 Visit | 2017 Visit | 2015 Visit | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sex | n | Mean | SEM | n | Mean | SEM | n | Mean | SEM | n | Mean | SEM | |
| 5 | boys | 246 | 15.96 | 4.61 | 244 | 15.94 | 3.78 | 98 | 16.28 | 3.16 | 0 | ||
| girls | 245 | 15.70 | 4.61 | 242 | 15.68 | 3.78 | 107 | 16.36 | 3.15 | 0 | |||
| 7 | boys | 251 | 16.74 | 3.94 | 250 | 15.53 | 2.28 | 240 | 15.93 | 2.59 | 89 | 16.75 | 2.73 |
| girls | 243 | 16.49 | 4.61 | 240 | 15.45 | 1.36 | 232 | 15.59 | 2.09 | 67 | 16.19 | 2.60 | |
| 9 | boys | 261 | 18.02 | 3.46 | 261 | 16.15 | 2.11 | 253 | 15.47 | 2.45 | 224 | 15.85 | 1.47 |
| girls | 254 | 17.65 | 3.56 | 251 | 16.13 | 2.20 | 248 | 15.68 | 2.58 | 215 | 15.72 | 2.59 | |
| 11 | boys | 266 | 20.27 | 3.86 | 265 | 17.88 | 2.69 | 260 | 16.46 | 2.41 | 232 | 15.64 | 1.32 |
| girls | 266 | 19.53 | 3.89 | 261 | 17.45 | 2.68 | 254 | 16.12 | 2.39 | 235 | 15.57 | 1.38 | |
| 13 | boys | 260 | 21.44 | 4.61 | 254 | 19.08 | 2.64 | 251 | 17.44 | 2.36 | 232 | 16.05 | 1.35 |
| girls | 269 | 21.23 | 4.10 | 266 | 18.93 | 3.23 | 265 | 17.37 | 2.76 | 231 | 16.12 | 2.33 | |
| 15 | boys | 242 | 22.14 | 4.98 | 237 | 20.21 | 4.32 | 233 | 18.60 | 3.53 | 222 | 17.11 | 3.20 |
| girls | 254 | 21.07 | 5.00 | 252 | 19.76 | 4.27 | 245 | 17.91 | 3.51 | 232 | 16.51 | 2.58 | |
| 17 | boys | 233 | 23.18 | 4.90 | 231 | 21.89 | 4.14 | 227 | 20.39 | 3.38 | 214 | 18.99 | 2.58 |
| girls | 227 | 22.21 | 4.97 | 222 | 21.27 | 4.15 | 218 | 20.09 | 3.36 | 208 | 18.21 | 2.30 | |
Figure 3Baseline BMI age profile for boys, estimated smooth trend (solid line) and pointwise 95% confidence interval limits (dotted lines). Age in years.
Figure 4Baseline BMI age profile for girls, estimated smooth trend (solid line) and pointwise 95% confidence interval limits (dotted lines). Age in years.
Figure 5Differential COVID-19 year effect for different ages for boys, estimated smooth trend (solid line) and pointwise 95% confidence interval limits (dotted lines). Age in years.
Figure 6Differential COVID-19-year effect for different ages in girls, estimated smooth trend (solid line) and pointwise 95% confidence interval limits (dotted lines). Age in years.
Comparison of data of 7-year-olds from our study with results of WHO project COSI [30].
| 2021 (n = 494) | 2015 (n = 451) | COSI (2015–17) (n = 1002) | ||||
|---|---|---|---|---|---|---|
| Obese | Overweight | Obese | Overweight | Obese | Overweight | |
| boys | 15.9 | 17.1 | 11.9 | 11.1 | 10.9 | 12 |
| girls | 9.5 | 19.3 | 8.9 | 11.1 | 5.5 | 14.6 |