| Literature DB >> 36176463 |
Hong Jun Yang1, Saengryeol Park2, Tai-Young Yoon3, Jae-Hong Ryoo4, Sung Keun Park5, Ju Young Jung5, Ju-Hyung Lee6, Chang-Mo Oh3.
Abstract
Background: This study aimed to examine changes in obesity rates and obesity-related factors during the COVID-19 pandemic compared to a previous period.Entities:
Keywords: COVID-19; diet; exercise; nutrients; obesity; physical activity
Mesh:
Year: 2022 PMID: 36176463 PMCID: PMC9513223 DOI: 10.3389/fendo.2022.965842
Source DB: PubMed Journal: Front Endocrinol (Lausanne) ISSN: 1664-2392 Impact factor: 6.055
Age-adjusted difference between expected and observed values for physical activity, nutrient intake, and obesity in 2020.
| Variables | Observed value for 2020 | Expected value for 2020 | Difference between expected and observed values in 2020 |
|---|---|---|---|
| Age-adjusted mean value or (%) (s.e.) | Age-adjusted mean value or (%) | Age-adjusted mean value or (%) | |
| Total | |||
| Sedentary time (h) | 8.68 h (0.08) | 8.79 h | −0.11 h |
| Walking (%) | 39.31% (1.02) | 45.03% | −5.72%* |
| Aerobic physical activity (%) | 45.33% (0.92) | 46.80% | −1.46% |
| Resistance exercise (%) | 24.70% (0.77) | 23.59% | +1.11% |
| Total energy intake (kcal) | 1,935.17 kcal (18.84) | 1,958.17 kcal | −23.00 kcal |
| Saturated fat intake (g) | 16.79 g (0.03) | 17.11 g | −0.31 g* |
| Obesity (BMI ≥ 25kg/m2) (%) | 36.22% (0.94) | 31.82% | +4.39%* |
| BMI (kg/m2) | 24.18 kg/m2 (0.08) | 23.88 kg/m2 | 0.30 kg/m2* |
| Men | |||
| Sedentary time (h) | 8.72 h (0.11) | 8.85 h | −0.13 h |
| Walking (%) | 39.88% (1.29) | 46.02% | −6.14%* |
| Aerobic physical activity (%) | 47.87% (1.30) | 54.09% | −6.22%* |
| Resistance exercise (%) | 31.81% (1.17) | 36.33% | +4.53%* |
| Total energy intake (kcal) | 2,264.93 kcal (29.30) | 2,309.91 kcal | −44.98 kcal |
| Saturated fat intake (g) | 19.19 g (0.47) | 19.76 g | −0.57 g |
| Obesity (BMI ≥ 25 kg/m2) (%) | 51.18% (1.64) | 46.34% | +4.84%* |
| BMI (kg/m2) | 25.18 kg/m2 (0.10) | 24.68 kg/m2 | +0.50 kg/m2* |
| Women | |||
| Sedentary time (h) | 8.64 h (0.09) | 8.73 h | −0.08 h |
| Walking (%) | 38.67% (1.46) | 43.91% | −5.24%* |
| Aerobic physical activity (%) | 42.76% (1.20) | 41.38% | +1.38% |
| Resistance exercise (%) | 17.34% (0.86) | 14.48% | +2.87%* |
| Total energy intake (kcal) | 1,609.64 kcal (19.56) | 1,613.89 kcal | −4.25 kcal |
| Saturated fat intake (g) | 14.41 g (0.30) | 14.50 g | −0.09 g |
| Obesity (BMI ≥ 25kg/m2) (%) | 25.61% (1.11) | 22.34% | +3.27%* |
| BMI (kg/m2) | 23.08 kg/m2 (0.11) | 22.99 kg/m2 | +0.09 kg/m2 |
The observed value for 2020 was actually estimated from the KNHANES database of 2020. Expected value for 2020 year was predicted value using the KNHANES database from 2014 to 2019 fitted by joinpoint regression model and linear regression model (percentage: joinpoint regression model, continuous variables: linear regression model). Differences between expected and observed in 2020 were calculated as follows: (Observed value for 2020 − Expected value for 2020). Walking rate was defined as the proportion of doing walk more than 30 min for more than 5 days per week. Aerobic physical activity was defined as doing moderate-intensity aerobic physical activity for 150 min or more per week or doing vigorous-intensity aerobic physical activity for 75 min or more per week. Resistance exercise rate was defined as the proportion of doing resistance training such as push-ups, sit-ups, and dumbbells, more than 2 days per week.
s.e., standard error.
*The expected value is outside the range of 1.96× standard error of the observed value for 2020.
Figure 1Difference between expected and observed obesity rates for men and women in 2020 year. Footnotes: Age-adjusted obesity rates were used to illustrate for expected and observed obesity rates. The circled dot and the X-point represent the observed obesity rates for each year in KNHANES data from 2014 to 2020 year. The solid represent the expected obesity rates fitted by the Joinpoint regression model using the KNHANES data from 2014 to 2019 year. The dashed line is the predicted value of the obesity rate in 2020 year using the regression equation (y=b1*x + b0) of the Jointpoint regression fitted for the year 2014-2019.
Figure 2Difference between expected and observed walking rates for men and women in 2020 year. Footnotes: Age-adjusted walking rates were used to illustrate for expected and observed obesity rates. The circled dot and the X-point represent the observed walking rates for each year in KNHANES data from 2014 to 2020 year. The solid represent the expected walking rates fitted by the Joinpoint regression model using the KNHANES data from 2014 to 2019 year. The dashed line is the predicted value of the walking rate in 2020 year using the regression equation (y=b1*x + b0) of the Jointpoint regression fitted for the year 2014-2019.
Figure 3Difference between expected and observed aerobic physical activity rates for men and women in 2020 year. Footnotes: Age-adjusted aerobic physical activity rates were used to illustrate for expected and observed obesity rates. The circled dot and the X-point represent the observed aerobic physical activity rates for each year in KNHANES data from 2014 to 2020 year. The solid represent the expected aerobic physical activity rates fitted by the Joinpoint regression model using the KNHANES data from 2014 to 2019 year. The dashed line is the predicted value of the aerobic physical activity rate in 2020 year using the regression equation (y=b1*x + b0) of the Jointpoint regression fitted for the year 2014-2019.
Difference in age-standardized rates for physical activity, nutrient intake, and obesity between 2019 and 2020.
| Variables | Observed value for 2020 | Observed value for 2019 | Difference between observed value in 2019 and observed value in 2020 |
|
|---|---|---|---|---|
| Age-adjusted mean value or (%) | Age-adjusted mean value or (%) | Age-adjusted mean value or (%) | ||
| Total | ||||
| Sedentary time (h) | 8.68 h (0.08) | 8.58 h (0.08) | +0.11 h | 0.68 |
| Walking (%) | 39.31% (1.02) | 43.09% (1.02) | −3.78% | 0.03* |
| Aerobic physical activity (%) | 45.33% (0.92) | 47.49% (0.97) | −2.15% | 0.19 |
| Resistance exercise (%) | 24.70% (0.77) | 23.62% (0.81) | +1.08% | 0.35 |
| Total energy intake (kcal) | 1,935.17 kcal (18.84) | 1,977.67 kcal (19.00) | −42.50 kcal | 0.15 |
| Saturated fat intake (g) | 16.79 g (0.03) | 16.57 g (0.27) | +0.23 g | 0.37 |
| Obesity (BMI ≥ 25) (%) | 36.22% (0.94) | 32.94% (1.01) | +3.28% | 0.02* |
| BMI (kg/m2) | 24.18 kg/m2 (0.08) | 23.76 kg/m2 (0.07) | +0.42 kg/m2 | <0.001* |
| Men | ||||
| Sedentary time (h) | 8.72 h (0.11) | 8.65 h (0.10) | +0.08 h | 0.90 |
| Walking (%) | 39.88% (1.29) | 44.21% (1.36) | −4.33% | 0.02* |
| Aerobic physical activity (%) | 47.87% (1.30) | 52.30% (1.27) | −4.43% | 0.09 |
| Resistance exercise (%) | 31.81% (1.17) | 32.37% (1.31) | −0.57% | 0.72 |
| Total energy intake (kcal) | 2,264.93 kcal (29.30) | 2,335.72 kcal (27.3) | −70.79 kcal | 0.09 |
| Saturated fat intake (g) | 19.19 g (0.47) | 19.30 g (0.42) | −0.10g | 0.98 |
| Obesity (BMI ≥ 25) (%) | 51.18% (1.64) | 44.94% (1.75) | +6.25% | 0.005* |
| BMI (kg/m2) | 25.18 kg/m2 (0.10) | 24.53 kg/m2 (0.09) | +0.65 kg/m2 | <0.001* |
| Women | ||||
| Sedentary time (h) | 8.64 h (0.09) | 8.51 h (0.09) | +0.14 h | 0.79 |
| Walking (%) | 38.67% (1.46) | 41.94% (1.20) | −3.27% | 0.19 |
| Aerobic physical activity (%) | 42.76% (1.20) | 42.32% (1.25) | +0.44% | 0.77 |
| Resistance exercise (%) | 17.34% (0.86) | 14.59% (0.85) | +2.75% | 0.03* |
| Total energy intake (kcal) | 1,609.64 kcal (19.56) | 1,630.36 kcal (18.55) | −20.72 kcal | 0.62 |
| Saturated fat intake (g) | 14.41g (0.30) | 13.89 g (0.27) | +0.52 g | 0.09 |
| Obesity (BMI ≥ 25) (%) | 25.61% (1.11) | 23.36% (1.00) | +2.25% | 0.24 |
| BMI (kg/m2) | 23.08 kg/m2 (0.11) | 22.91 kg/m2 (0.10) | +0.17 kg/m2 | 0.30 |
Walking rate was defined as the proportion of doing walk more than 30 min for more than 5 days per week. Aerobic physical activity was defined as doing moderate-intensity aerobic physical activity for 150 min or more per week or doing vigorous-intensity aerobic physical activity for 75 min or more per week. Resistance exercise rate was defined as the proportion of doing resistance training such as push-ups, sit-ups, and dumbbells, more than 2 days per week.
*The differences in variables between 2019 and 2020 were tested by using linear regression for continuous variables and logistic regression analysis for categorical variables adjusted by age.
Multiple logistic regression model for obesity and aerobic physical activity in 2020 compared to 2019.
| Unadjusted model | Age-adjusted model | Age- and SES-adjusted model | |
|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Men | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 1.27 (1.07–1.50) | 1.28 (1.08–1.52) | 1.29 (1.08–1.55) |
| Aerobic physical activity | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 0.88 (0.75–1.03) | 0.87 (0.74–1.02) | 0.86 (0.74–1.01) |
| Walking | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 0.84 (0.73–0.98) | 0.84 (0.72–0.97) | 0.84 (0.73–0.97) |
| Women | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 1.10 (0.94–1.29) | 1.10 (0.94–1.28) | 1.08 (0.92–1.26) |
| Aerobic physical activity | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 0.99 (0.86–1.14) | 0.98 (0.85–1.13) | 0.98 (0.86–1.13) |
| Walking | |||
| 2019 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
| 2020 | 0.91 (0.79–1.06) | 0.91 (0.78–1.05) | 0.90 (0.78–1.04) |
Socioeconomic status (SES) was defined as quartile income level and education level. Income level was calculated as the individual income quartile and education level was classified as elementary school education, middle school education, high school education, and university education, or higher education. Multiple logistic regression models for obesity, aerobic physical activity, and walking in 2020 were compared with obesity, aerobic physical activity, and walking in 2019, after adjusting for age or age, income level, and education level.