High Sedentary Behavior Is Associated with Depression among Rural South Africans
Abstract
:1. Introduction
2. Methods
2.1. Sample and Procedure
2.2. Measures
2.2.1. Exposure Variables
2.2.2. Outcome Variable
2.2.3. Confounding Variables
3. Data Analysis
4. Results
4.1. Sample Characteristics
4.2. Odds Ratios for Depression According to Levels of Sedentary Behavior
4.3. Odds Ratios for Depression According to Combined Sedentary Behavior and Low Physical Activity Behavior
5. Discussion
6. Study Limitations
7. Conclusions
Author Contributions
Funding
Data Availability
Conflicts of Interest
References
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Variable | Sample | Sedentary time/day | Depression | |||
---|---|---|---|---|---|---|
<4 h | 4–<8 h | 8–<11 h | ≥11 h | |||
N (%) | N (%) | N (%) | N (%) | N (%) | N (%) | |
Sociodemographics | ||||||
All Age (years) 40–49 50–59 60–69 70 or more | 4782 885 (18.5) 1349 (28.2) 1226 (25.6) 1322 (27.6) | 2675 (55.9) 519 (58.6) 802 (59.5) 666 (54.3) 446 (53.9) | 1632 (34.1) 309 (34.9) 433 (32.1) 444 (36.2) 276 (33.3) | 306 (6.4) 40 (4.5) 82 (6.1) 73 (6.0) 67 (8.1) | 169 (3.5) 17 (1.9) 32 (2.4) 43 (3.5) 39 (4.7) | 795 (17.0) 91 (10.5) 180 (13.5) 220 (18.3) 304 (24.2) |
Sex Female Male | 2549 (53.3) 2233 (46.4) | 1466 (57.5) 1209 (54.1) | 830 (32.8) 795 (35.6) | 151 (5.9) 155 (6.9) | 95 (3.7) 74 (3.3) | 460 (18.5) 335 (15.4) |
Formal education None Grade 1–7 Grade 8–11 Grade 12 or more | 2130 (44.7) 1653 (34.7) 555 (11.6) 430 (9.0) | 1250 (58.7) 865 (52.3) 306 (55.1) 243 (56.5) | 658 (30.9) 613 (37.1) 206 (37.1) 152 (35.3) | 141 (6.6) 110 (6.7) 30 (5.4) 25 (5.8) | 81 (3.8) 65 (3.9) 13 (2.3) 10 (2.3) | 393 (19.2) 296 (18.1) 69 (12.5) 37 (8.7) |
Wealth index Poor Second poorest Medium Second richest Rich | 984 (20.6) 945 (19.8) 931 (19.5) 949 (19.8) 973 (20.3) | 599 (60.9) 533 (56.4) 492 (52.8) 528 (55.6) 523 (53.8) | 305 (31.0) 303 (32.1) 329 (35.3) 328 (34.6) 367 (37.7) | 58 (5.9) 65 (6.9) 68 (7.3) 56 (5.9) 59 (6.1) | 22 (2.2) 44 (4.7) 42 (4.5) 37 (3.9) 24 (2.5) | 160 (16.8) 177 (19.2) 177 (19.5) 146 (15.7) 135 (14.1) |
Social cohesion Low Moderate High | 317 (6.8) 2383 (51.1) 1967 (42.1) | 193 (60.9) 1219 (51.2) 1211 (61.6) | 104 (32.8) 846 (35.5) 642 (32.6) | 9 (2.8) 209 (8.8) 70 (3.6) | 11 (3.5) 109 (4.6) 44 (2.2) | 92 (29.1) 443 (18.6) 259 (13.2) |
Health variables | ||||||
Body Mass Index (BMI) (kg/m2) 18.5 to <25 <18.5 25 to <30 ≥30 | 1617 (36.5) 243 (5.5) 1261 (28.5) 1311 (29.5) | 909 (56.2) 125 (51.4) 740 (58.7) 735 (56.1) | 557 (34.4) 94 (38.7) 391 (31.0) 469 (35.8) | 95 (5.9) 16 (6.6) 82 (6.5) 67 (5.1) | 56 (3.5) 8 (3.3) 48 (3.8) 40 (3.1) | 230 (14.5) 52 (22.3) 212 (17.0) 211 (16.2) |
Number of chronic conditions 0 1 ≥2 | 472 (12.3) 1225 (32.0) 2137 (55.7) | 254 (53.8) 668 (54.5) 1209 (56.6) | 175 (37.1) 448 (36.6) 709 (33.2) | 32 (6.8) 70 (5.7) 134 (6.3) | 11 (2.3) 39 (3.2) 85 (4.0) | 48 (10.4) 157 (13.0) 423 (20.2) |
Functional disability | 413 (8.7) | 194 (47.0) | 121 (29.3) | 68 (16.5) | 30 (7.3) | 139 (38.6) |
Current tobacco use | 743 (15.6) | 392 (52.8) | 276 (37.1) | 46 (6.2) | 29 (3.9) | 146 (20.2) |
Alcohol dependence | 65 (1.4) | 33 (50.8) | 28 (43.1) | 3 (4.6) | 1 (1.5) | 10 (15.9) |
Physical activity High Moderate Low | 1630 (34.3) 1122 (23.6) 2001 (42.1) | 1051 (64.5) 524 (46.7) 1081 (54.0) | 485 (29.8) 458 (40.8) 683 (34.1) | 53 (3.3) 109 (9.7) 142 (7.1) | 41 (2.5) 31 (2.8) 95 (4.7) | 235 (14.6) 145 (13.1) 405 (21.2) |
Sedentary time a day <4 h 4–<8 h 8–<11 h ≥11 h | 2675 (55.9) 1632 (34.1) 306 (6.4) 169 (3.5) | 427 (16.3) 242 (15.2) 65 (22.6) 61 (37.0) | ||||
Combined sedentary behavior and physical activity | ||||||
Sedentary low or moderate (<8 h) and physical activity (PA) moderate or high | 1536 (32.3) | 204 (13.4) | ||||
Sedentary low/moderate (<8 h) and PA low | 1764 (37.1) | 338 (20.0) | ||||
Sedentary high (≥8 h) and PA moderate or high | 94 (2.0) | 31 (33.3) | ||||
Sedentary high (≥8 h) and PA low | 237 (5.0) | 67 (30.7) |
Variable | Model 1 AOR (95% CI) | p-Value | Model 2 AOR (95% CI) | p-Value |
---|---|---|---|---|
Sedentary time a day | ||||
<4 h | 1 (Reference) | 1 (Reference) | ||
4–<8 h | 0.89 (0.75, 1.07) | 0.210 | 0.94 (0.76, 1.16) | 0.563 |
8–<11 h | 1.35 (1.00, 1.83) | 0.052 | 1.19 (0.80, 1.77) | 0.388 |
≥11 h | 2.45 (1.74, 3.46) | <0.001 | 3.00 (2.00, 4.51) | <0.001 |
Sociodemographics | ||||
Age (years) 40–49 50–59 60–69 70 or more | 1 (Reference) 1.25 (0.95, 1.65) 1.76 (1.32, 2.34) 2.41 (1.82, 4.20) | 0.119 <0.001 <0.001 | 1 (Reference) 1.01 (0.73, 1.41) 1.66 (1.19, 2.30) 1.92 (1.37, 2.70) | 0.942 0.003 <0.001 |
Sex Female Male | 1 (Reference) 0.79 (0.68, 0.93) | 0.005 | 1 (Reference) 0.79 (0.64, 0.95) | 0.015 |
Formal education None Grade 1–7 Grade 8–11 Grade 12 or more | 1 (Reference) 1.15 (0.96, 1.38) 0.92 (0.68, 1.25) 0.72 (0.48, 1.08) | 0.141 0.581 0.115 | 1 (Reference) 1.23 (0.99, 1.53) 1.02 (0.72, 1.46) 0.78 (0.48, 1.28) | 0.068 0.916 0.323 |
Wealth index Poor Second poorest Medium Second richest Rich | 1 (Reference) 1.12 (0.88, 1.43) 1.20 (0.94, 1.53) 0.92 (0.71, 1.19) 0.92 (0.70, 1.21) | 0.349 0.150 0.512 0.541 | 1 (Reference) 0.92 (0.69, 1.24) 1.05 (0.78, 1.41) 0.84 (0.62, 1.14) 0.90 (0.66, 1.24) | 0.513 0.760 0.344 0.580 |
Social cohesion Low Moderate High | 1 (Reference) 0.53 (0.40, 0.69) 0.36 (0.28, 0.48) | <0.001 <0.001 | 1 (Reference) 0.64 (0.45, 0.90) 0.43 (0.30, 0.61) | 0.013 <0.001 |
Health variables | ||||
Body Mass Index (BMI) (kg/m2) 18.5 to <25 <18.5 25 to <30 ≥30 | 1 (Reference) 1.62 (1.08, 2.45) 1.19 (0.94, 1.51) 1.17 (0.91, 1.50) | 0.016 0.190 0.304 | ||
Number of chronic conditions 0 1 ≥2 | 1 (Reference) 1.29 (0.89, 1.86) 2.05 (1.45, 2.89) | 0.196 <0.001 | ||
Functional disability | 2.02 (1.45, 2.80) | <0.001 | ||
Current tobacco use | 1.16 (0.88, 1.51) | 0.294 | ||
Alcohol dependence | 1.25 (0.54, 2.90) | 0.596 | ||
Physical activity High Moderate Low | 1 (Reference) 0.89 (0.69, 1.14) 1.01 (0.81, 1.26) | 0.350 0.943 |
Variable | Model 1 AOR (95% CI) | p-Value | Model 2 AOR (95% CI) | p-Value |
---|---|---|---|---|
Sedentary low or moderate and physical activity (PA) moderate or high | 1 (Reference) | 1 (Reference) | ||
Sedentary low/moderate and PA low | 1.44 (1.22, 1.71) | <0.001 | 1.08 (0.88, 1.33) | 0.442 |
Sedentary high and PA moderate or high | 3.17 (2.01, 5.00) | <0.001 | 3.06 (1.82, 5.12) | >0.001 |
Sedentary high and PA low | 2.27 (1.65, 3.13) | <0.001 | 1.60 (1.05, 2.44) | 0.029 |
Sociodemographics | ||||
Age (years) 40–49 50–59 60–69 70 or more | 1 (Reference) 1.24 (0.94, 1.63) 1.68 (1.26, 2.24) 2.21 (1.66, 2.95) | 0.139 <0.001 <0.001 | 1 (Reference) 1.00 (0.72, 1.40) 1.59 (1.14, 2.21) 1.87 (1.33, 2.63) | 0.981 0.006 <0.001 |
Sex Female Male | 1 (Reference) 0.80 (0.68, 0.94) | 0.006 | 1 (Reference) 0.77 (0.63, 0.94) | 0.011 |
Formal education None Grade 1–7 Grade 8–11 Grade 12 or more | 1 (Reference) 1.15 (0.96, 1.38) 0.94 (0.69, 1.27) 0.74 (0.50, 1.11) | 0.139 0.675 0.151 | 1 (Reference) 1.21 (0.98, 1.51) 1.03 (0.72, 1.47) 0.79 (0.48, 1.29) | 0.081 0.891 0.338 |
Wealth index Poor Second poorest Medium Second richest Rich | 1 (Reference) 1.12 (0.88, 1.44) 1.21 (0.95, 1.55) 0.92 (0.69, 1.18) 0.90 (0.69, 1.18) | 0.354 0.129 0.520 0.451 | 1 (Reference) 0.93 (0.69, 1.24) 1.06 (0.79, 1.42) 0.86 (0.63, 1.17) 0.91 (0.66, 1.24) | 0.606 0.704 0.341 0.534 |
Social cohesion Low Moderate High | 1 (Reference) 0.52 (0.40, 0.69) 0.37 (0.28, 0.49) | <0.001 <0.001 | 1 (Reference) 0.64 (0.45, 0.90) 0.44 (0.31, 0.62) | 0.011 <0.001 |
Health variables | ||||
Body Mass Index (BMI) (kg/m2) 18.5 to <25 <18.5 25 to <30 ≥30 | 1 (Reference) 1.67 (1.11, 2.52) 1.19 (0.94, 1.52) 1.15 (0.89, 1.47) | 0.015 0.151 0.293 | ||
Number of chronic conditions 0 1 ≥2 | 1 (Reference) 1.30 (0.90, 1.88) 2.04 (1.45, 2.89) | 0.163 <0.001 | ||
Functional disability | 2.11 (1.52, 2.94) | <0.001 | ||
Current tobacco use | 1.19 (0.91, 1.56) | 0.216 | ||
Alcohol dependence | 1.27 (0.55, 2.94) | 0.570 |
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Pengpid, S.; Peltzer, K. High Sedentary Behavior Is Associated with Depression among Rural South Africans. Int. J. Environ. Res. Public Health 2019, 16, 1413. https://doi.org/10.3390/ijerph16081413
Pengpid S, Peltzer K. High Sedentary Behavior Is Associated with Depression among Rural South Africans. International Journal of Environmental Research and Public Health. 2019; 16(8):1413. https://doi.org/10.3390/ijerph16081413
Chicago/Turabian StylePengpid, Supa, and Karl Peltzer. 2019. "High Sedentary Behavior Is Associated with Depression among Rural South Africans" International Journal of Environmental Research and Public Health 16, no. 8: 1413. https://doi.org/10.3390/ijerph16081413
APA StylePengpid, S., & Peltzer, K. (2019). High Sedentary Behavior Is Associated with Depression among Rural South Africans. International Journal of Environmental Research and Public Health, 16(8), 1413. https://doi.org/10.3390/ijerph16081413