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. 2024 Oct 15;10(20):e39401. doi: 10.1016/j.heliyon.2024.e39401

Table 1.

Baseline characteristics of Koreans from 1998 to 2021, based on KNHANES data (N = 159,896), including both crude and weighted rates.

Total Pre-pandemic During the pandemic
1998–2021 1998–2005 2007–2009 2010–2012 2013–2015 2016–2019 2020 2021
Overall, n 159,896 76,829 16,646 17,484 15,144 23,208 5331 5254
Crude rate, n(%)
Age (years), n(%)
 20-39 57,064 (35.69) 33,303 (43.35) 5473 (32.88) 5154 (29.48) 4193 (27.69) 6260 (26.97) 1450 (27.20) 1231 (23.43)
 40-59 59,378 (37.14) 28,375 (36.93) 6145 (36.92) 6521 (37.30) 5784 (38.19) 8752 (37.71) 1925 (36.11) 1876 (35.71)
 ≥60 43,454 (27.18) 15,151 (19.72) 5028 (30.21) 5809 (33.22) 5167 (34.12) 8196 (35.32) 1956 (36.69) 2147 (40.86)
Sex, n(%)
 Men 71,776 (44.89) 36,071 (46.95) 7054 (42.38) 7414 (42.4) 6381 (42.14) 10,130 (43.65) 2408 (45.17) 2318 (44.12)
 Women 88,120 (55.11) 40,758 (53.05) 9592 (57.62) 10,070 (57.60) 8763 (57.86) 13,078 (56.35) 2923 (54.83) 2936 (55.88)
Region of residence, n(%)
 Urban 122,366 (76.53) 56,893 (74.05) 12,201 (73.30) 13,820 (79.04) 12,250 (80.89) 18,850 (81.22) 4266 (80.02) 4086 (77.77)
 Rural 37,530 (23.47) 19,936 (25.95) 4445 (26.70) 3664 (20.96) 2894 (19.11) 4358 (18.78) 1065 (19.98) 1168 (22.23)
BMI groupa, n(%)
 Underweight 4389 (2.74) 936 (1.22) 751 (4.51) 779 (4.46) 637 (4.21) 861 (3.71) 199 (3.73) 226 (4.30)
 Normal weight 40,314 (25.21) 8221 (10.70) 6543 (39.31) 6993 (40.00) 5965 (39.39) 8896 (38.33) 1845 (34.61) 1851 (35.23)
 Overweight 23,959 (14.98) 4619 (6.01) 3970 (23.85) 4072 (23.29) 3578 (23.63) 5313 (22.89) 1205 (22.60) 1202 (22.88)
 Obese 33,540 (20.98) 5757 (7.49) 5292 (31.79) 5572 (31.87) 4949 (32.68) 8055 (34.70) 2018 (37.85) 1897 (36.11)
 Unknown 57,694 (36.08) 57,296 (74.58) 90 (0.54) 68 (0.39) 15 (0.10) 83 (0.36) 64 (1.20) 78 (1.48)
Education, n(%)
 Elementary school or lower 36,391 (22.76) 18,697 (24.34) 4524 (27.18) 4159 (23.79) 3217 (21.24) 4138 (17.83) 766 (14.37) 890 (16.94)
 Middle school 18,870 (11.80) 9566 (12.45) 1980 (11.89) 2037 (11.65) 1741 (11.50) 2457 (10.59) 552 (10.35) 537 (10.22)
 High school 50,443 (31.55) 27,230 (35.44) 4818 (28.94) 4927 (28.18) 4258 (28.12) 6258 (26.96) 1485 (27.86) 1467 (27.92)
 College or higher 54,192 (33.89) 21,336 (27.77) 5324 (31.98) 6361 (36.38) 5928 (39.14) 10,355 (44.62) 2528 (47.42) 2360 (44.92)
Household income, n(%)
 Lowest quartile 33,377 (20.87) 17038 (22.18) 3565 (21.42) 3435 (19.65) 2944 (19.44) 4456 (19.20) 923 (17.31) 1016 (19.34)
 Second quartile 39,557 (24.74) 18855 (24.54) 4161 (25.00) 4509 (25.79) 3829 (25.28) 5705 (24.58) 1254 (23.52) 1244 (23.68)
 Third quartile 43,197 (27.02) 20711 (26.96) 4424 (26.58) 4753 (27.18) 4117 (27.19) 6245 (26.91) 1507 (28.27) 1440 (27.41)
 Highest quartile 43,765 (27.37) 20225 (26.32) 4496 (27.01) 4787 (27.38) 4254 (28.09) 6802 (29.31) 1647 (30.89) 1554 (29.58)
Perceived stress level, n(%)
 Greatly 5411 (3.38) 1540 (2.00) 877 (5.27) 750 (4.29) 656 (4.33) 1083 (4.67) 264 (4.95) 241 (4.59)
 Quite a lot 25,034 (15.66) 6928 (9.02) 3861 (23.19) 3847 (22.00) 3026 (19.98) 5078 (21.88) 1205 (22.60) 1089 (20.73)
 A little 58,414 (36.53) 11,552 (15.04) 9011 (54.13) 10,065 (57.57) 8647 (57.10) 13,089 (56.40) 3041 (57.04) 3009 (57.27)
 Hardly at all 17,813 (11.14) 3858 (5.02) 2875 (17.27) 2787 (15.94) 2659 (17.56) 3904 (16.82) 820 (15.38) 910 (17.32)
 Unknown 53,224 (33.29) 52,951 (68.92) 22 (0.13) 35 (0.20) 156 (1.03) 54 (0.23) 1 (0.02) 5 (0.10)
Weight change, n(%)
 No weight change 66,081 (41.33) 12,743 (16.59) 10,915 (65.57) 11,813 (67.56) 9477 (62.58) 14,753 (63.57) 3235 (60.68) 3145 (59.86)
 Weight loss 16,379 (10.24) 4769 (6.21) 2517 (15.12) 2504 (14.32) 2153 (14.22) 2958 (12.75) 730 (13.69) 748 (14.24)
 Weight gain 24,176 (15.12) 6347 (8.26) 3186 (19.14) 3127 (17.88) 3358 (22.17) 5440 (23.44) 1366 (25.62) 1352 (25.73)
 Unknown 53,260 (33.31) 52,970 (68.95) 28 (0.17) 40 (0.23) 156 (1.03) 57 (0.25) 0 (0.00) 9 (0.17)
Occupation category, n(%)
 White collar job 22,024 (13.77) 3601 (4.69) 3040 (18.26) 3638 (20.81) 3352 (22.13) 5834 (25.14) 1319 (24.74) 1240 (23.60)
 Blue collar job 55,855 (34.93) 24,833 (32.32) 6683 (40.15) 6698 (38.31) 5507 (36.36) 8307 (35.79) 1899 (35.62) 1928 (36.70)
 Others 55,674 (34.82) 22,109 (28.78) 6907 (41.49) 7139 (40.83) 6274 (41.43) 9049 (38.99) 2110 (39.58) 2086 (39.70)
 Unknown 26,343 (16.48) 26,286 (34.21) 16 (0.10) 9 (0.05) 11 (0.07) 18 (0.08) 3 (0.06) 0 (0.00)
Weighted rate (95 % CI)
Age (years), weighted % (95 % CI)
20–39 39.37 (38.89–39.85) 45.17 (44.41–45.94) 41.94 (40.49–43.39) 39.29 (37.94–40.65) 37.08 (35.79–38.36) 34.89 (33.76–36.02) 34.30 (31.88–36.72) 33.14 (30.87–35.41)
40–59 39.36 (38.96–39.77) 37.01 (36.36–37.65) 39.32 (38.09–40.55) 40.54 (39.46–41.62) 40.87 (39.80–41.95) 40.49 (39.53–41.45) 40.16 (37.96–42.36) 38.69 (36.90–40.48)
≥60 21.27 (20.88–21.66) 17.82 (17.27–18.36) 18.74 (17.80–19.69) 20.17 (19.17–21.16) 22.05 (21.01–23.09) 24.62 (23.56–25.68) 25.54 (23.12–27.95) 28.17 (25.76–30.58)
Sex, weighted % (95 % CI)
 Men 49.14 (48.89–49.40) 48.37 (48.07–48.68) 49.55 (48.83–50.27) 49.41 (48.66–50.16) 48.78 (48.01–49.56) 49.50 (48.86–50.15) 50.21 (49.09–51.33) 49.86 (48.53–51.18)
 Women 50.86 (50.60–51.11) 51.63 (51.32–51.93) 50.45 (49.73–51.17) 50.59 (49.84–51.34) 51.22 (50.44–51.99) 50.50 (49.85–51.14) 49.79 (48.67–50.91) 50.14 (48.82–51.47)
Region of residence, weighted % (95 % CI)
 Urban 82.27 (81.28–83.25) 81.05 (80.27–81.83) 80.57 (77.48–83.66) 79.96 (76.70–83.23) 82.89 (80.02–85.76) 84.89 (82.46–87.32) 84.89 (79.78–90.00) 84.09 (79.07–89.11)
 Rural 17.73 (16.75–18.72) 18.95 (18.17–19.73) 19.43 (16.34–22.52) 20.04 (16.77–23.30) 17.11 (14.24–19.98) 15.11 (12.68–17.54) 15.11 (10.00–20.22) 15.91 (10.89–20.93)
BMI groupa, weighted % (95 % CI)
 Underweight 3.49 (3.36–3.63) 1.04 (0.91–1.17) 4.71 (4.29–5.14) 4.73 (4.32–5.13) 4.63 (4.21–5.05) 3.94 (3.63–4.25) 3.91 (3.20–4.61) 4.33 (3.70–4.95)
 Normal weight 30.64 (30.23–31.04) 9.06 (8.24–9.89) 39.35 (38.46–40.24) 39.71 (38.73–40.70) 39.87 (38.95–40.79) 38.26 (37.48–39.04) 33.65 (32.06–35.23) 35.81 (34.17–37.45)
 Overweight 18.17 (17.88–18.47) 5.52 (5.00–6.04) 23.61 (22.88–24.34) 22.76 (21.98–23.54) 23.01 (22.21–23.81) 22.50 (21.86–23.14) 22.94 (21.72–24.17) 21.66 (20.25–23.08)
 Obese 26.63 (26.26–27.00) 7.09 (6.43–7.75) 31.81 (30.91–32.70) 32.36 (31.40–33.33) 32.39 (31.49–33.29) 34.93 (34.13–35.74) 38.50 (36.89–40.11) 37.05 (35.23–38.86)
 Unknown 21.07 (20.45–21.70) 77.29 (75.29–79.28) 0.52 (0.36–0.68) 0.44 (0.30–0.58) 0.11 (0.04–0.17) 0.36 (0.26–0.46) 1.00 (0.71–1.30) 1.16 (0.79–1.52)
Education, weighted % (95 % CI)
 Elementary school or lower 16.04 (15.69–16.39) 20.08 (19.43–20.73) 18.56 (17.57–19.56) 17.17 (16.17–18.17) 14.94 (14.01–15.87) 12.39 (11.62–13.16) 9.48 (7.93–11.03) 10.43 (8.77–12.09)
 Middle school 9.87 (9.64–10.09) 11.3 (10.92–11.68) 10.71 (10.09–11.34) 10.35 (9.74–10.97) 9.40 (8.82–9.98) 8.60 (8.10–9.11) 7.77 (6.70–8.83) 7.56 (6.56–8.56)
 High school 31.13 (30.73–31.53) 36.2 (35.52–36.87) 31.39 (30.28–32.50) 30.54 (29.43–31.66) 29.20 (28.12–30.29) 27.40 (26.51–28.30) 28.71 (26.73–30.68) 28.93 (27–30.87)
 College or higher 42.96 (42.38–43.55) 32.42 (31.53–33.3) 39.33 (37.77–40.89) 41.93 (40.42–43.45) 46.46 (44.95–47.96) 51.6 (50.15–53.05) 54.05 (50.75–57.35) 53.08 (49.99–56.17)
Household income, weighted % (95 % CI)
 Lowest quartile 16.85 (16.44–17.27) 20.78 (19.95–21.61) 16.26 (15.16–17.35) 16.00 (14.97–17.03) 15.28 (14.19–16.36) 15.47 (14.53–16.41) 13.81 (11.70–15.91) 13.52 (11.53–15.51)
 Second quartile 24.80 (24.34–25.25) 25.15 (24.41–25.89) 25.09 (23.80–26.37) 27.22 (25.89–28.54) 24.63 (23.33–25.93) 23.90 (22.89–24.90) 21.73 (19.57–23.89) 22.72 (20.59–24.85)
 Third quartile 28.62 (28.17–29.07) 26.95 (26.24–27.66) 28.78 (27.49–30.06) 29.18 (27.97–30.39) 29.55 (28.17–30.92) 28.89 (27.88–29.91) 29.86 (27.74–31.98) 30.42 (28.21–32.64)
 Highest quartile 29.72 (29.09–30.35) 27.12 (26.11–28.14) 29.88 (28.06–31.70) 27.60 (26.14–29.05) 30.55 (28.80–32.30) 31.74 (30.25–33.24) 34.60 (31.11–38.09) 33.34 (29.49–37.18)
Perceived stress level, weighted % (95 % CI)
 Hardly at all 11.87 (11.61–12.13) 4.63 (4.16–5.10) 14.89 (14.13–15.65) 13.32 (12.67–13.98) 15.4 (14.69–16.12) 14.71 (14.15–15.26) 13.23 (11.98–14.48) 15.2 (13.98–16.42)
 A little 46.10 (45.59–46.62) 15.23 (13.86–16.61) 55.66 (54.72–56.60) 58.93 (58.03–59.83) 57.55 (56.55–58.55) 57.03 (56.25–57.82) 57.58 (55.85–59.3) 58.53 (57.03–60.03)
 Quite a lot 19.10 (18.74–19.45) 8.59 (7.81–9.38) 24.12 (23.36–24.88) 23.10 (22.27–23.93) 21.51 (20.68–22.33) 23.20 (22.50–23.90) 23.85 (22.13–25.57) 21.7 (20.24–23.16)
 Greatly 4.05 (3.91–4.20) 1.99 (1.75–2.23) 5.21 (4.79–5.63) 4.45 (4.10–4.81) 4.61 (4.19–5.04) 4.89 (4.55–5.22) 5.33 (4.53–6.12) 4.52 (3.85–5.18)
 Unknown 18.88 (18.11–19.65) 69.55 (66.91–72.20) 0.12 (0.06–0.19) 0.19 (0.11–0.28) 0.93 (0.73–1.13) 0.18 (0.12–0.23) 0.01 (0.00–0.04) 0.05 (0.00–0.09)
Weight change, weighted % (95 % CI)
 No weight change 49.53 (48.99–50.08) 16.59 (15.12–18.05) 63.22 (62.30–64.13) 64.48 (63.45–65.50) 60.32 (59.27–61.36) 61.36 (60.51–62.20) 58.12 (56.31–59.94) 57.83 (56.03–59.63)
 Weight loss 11.72 (11.46–11.99) 5.52 (4.99–6.06) 14.94 (14.28–15.61) 14.29 (13.58–15.00) 14.52 (13.76–15.28) 12.97 (12.44–13.50) 13.93 (12.85–15.01) 13.69 (12.55–14.82)
 Weight gain 19.85 (19.48–20.22) 8.30 (7.52–9.09) 21.70 (20.89–22.52) 21.04 (20.15–21.94) 24.24 (23.32–25.17) 25.48 (24.73–26.23) 27.95 (26.33–29.56) 28.39 (26.80–29.97)
 Unknown 18.90 (18.13–19.67) 69.59 (66.94–72.23) 0.14 (0.07–0.20) 0.19 (0.10–0.28) 0.92 (0.72–1.12) 0.20 (0.14–0.26) NA 0.09 (0.03–0.15)
Occupation category, weighted % (95 % CI)
 White collar job 20.35 (19.95–20.75) 5.43 (5.07–5.79) 22.03 (20.99–23.06) 23.68 (22.65–24.71) 25.76 (24.68–26.84) 28.64 (27.56–29.72) 28.27 (25.90–30.64) 27.28 (25.14–29.43)
 Blue collar job 35.54 (35.10–35.98) 28.95 (28.37–29.53) 39.46 (38.17–40.75) 41.21 (39.93–42.50) 37.11 (35.87–38.35) 36.40 (35.33–37.46) 35.38 (32.95–37.8) 36.38 (34.19–38.57)
 Others 34.20 (33.82–34.58) 28.91 (28.25–29.57) 38.40 (37.34–39.46) 35.05 (34.02–36.07) 37.04 (36.03–38.05) 34.88 (34.01–35.75) 36.29 (34.34–38.23) 36.34 (34.60–38.08)
 Unknown 9.91 (9.68–10.13) 36.71 (36.12–37.30) 0.12 (0.04–0.20) 0.06 (0.00–0.11) 0.09 (0.03–0.16) 0.09 (0.04–0.13) 0.07 (0.00–0.15) NA

Abbreviations: BMI, body mass index; CI, confidence interval; KNHANES, Korea National Health and Nutrition Examination Survey.

a

According to the Asian–Pacific guidelines, the BMI is divided into four groups: underweight (<18.5 kg/m2), normal (18.5–22.9 kg/m2), overweight (23.0–24.9 kg/m2), and obese (≥25.0 kg/m2).