Table 3.
Diabetes | Model 1: Demographic Variables | Model 2: Model 1 + SES Variables | Model 3: Model 2 + Kessler 10 | Model 4: Model 3 + Stressors * | Model 5: Model 4 + Risk Factors * | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Predictors | OR | S.E. | p | OR | S.E. | p | OR | S.E. | p | OR | S.E. | p | OR | S.E. | p |
Population Group | |||||||||||||||
Black | ref | ref | ref | ref | ref | ||||||||||
White | 1.226 | 0.648 | 0.700 | 1.009 | 0.613 | 0.989 | 1.144 | 0.680 | 0.822 | 1.033 | 0.577 | 0.954 | 0.883 | 0.429 | 0.798 |
Coloured | 1.051 | 0.275 | 0.849 | 0.919 | 0.255 | 0.762 | 1.007 | 0.263 | 0.979 | 0.937 | 0.252 | 0.810 | 1.109 | 0.288 | 0.689 |
Indian | 4.280 | 1.710 | <0.001 | 3.044 | 1.347 | 0.012 | 3.374 | 1.470 | 0.006 | 2.884 | 1.341 | 0.023 | 3.352 | 1.476 | 0.006 |
Sex | |||||||||||||||
Female | ref | ref | ref | ref | ref | ||||||||||
Male | 0.839 | 0.242 | 0.544 | 0.842 | 0.235 | 0.538 | 0.855 | 0.241 | 0.579 | 0.793 | 0.202 | 0.362 | 1.558 | 0.456 | 0.131 |
Age in years | 1.046 | 0.008 | <0.001 | 1.049 | 0.007 | <0.001 | 1.048 | 0.007 | <0.001 | 1.047 | 0.007 | <0.001 | 1.043 | 0.007 | <0.001 |
Educational status | |||||||||||||||
No formal Schooling/Grade 0–7 | ref | ref | ref | ref | |||||||||||
Grade 8–12 (or Equivalent) | 1.192 | 0.288 | 0.467 | 1.247 | 0.311 | 0.378 | 1.159 | 0.275 | 0.533 | 1.108 | 0.270 | 0.674 | |||
Higher Education | 0.309 | 0.232 | 0.119 | 0.330 | 0.248 | 0.140 | 0.314 | 0.231 | 0.116 | 0.328 | 0.209 | 0.081 | |||
Household income in Rands | |||||||||||||||
<5000 | ref | ref | ref | ref | |||||||||||
≥5000 < 10,000 | 0.728 | 0.223 | 0.301 | 0.725 | 0.225 | 0.300 | 0.755 | 0.213 | 0.319 | 0.722 | 0.210 | 0.264 | |||
≥10,000 < 25,000 | 1.027 | 0.320 | 0.933 | 1.014 | 0.319 | 0.966 | 0.934 | 0.315 | 0.840 | 0.863 | 0.302 | 0.674 | |||
≥25,000 < 50,000 | 0.848 | 0.418 | 0.739 | 0.837 | 0.412 | 0.718 | 0.736 | 0.365 | 0.537 | 0.720 | 0.377 | 0.531 | |||
≥50,000 | 1.264 | 0.761 | 0.698 | 1.247 | 0.751 | 0.713 | 1.149 | 0.652 | 0.806 | 0.962 | 0.492 | 0.939 | |||
Asset-Based Wealth Index | |||||||||||||||
Quintile 1 (Lowest SES) | ref | ref | ref | ref | |||||||||||
Quintile 2 (Lower SES) | 1.763 | 1.003 | 0.320 | 1.825 | 1.052 | 0.297 | 1.640 | 0.935 | 0.386 | 1.491 | 0.922 | 0.518 | |||
Quintile 3 (Middle SES) | 1.387 | 0.741 | 0.540 | 1.398 | 0.758 | 0.537 | 1.267 | 0.699 | 0.669 | 1.034 | 0.626 | 0.956 | |||
Quintile 4 (Higher SES) | 1.720 | 0.848 | 0.272 | 1.743 | 0.871 | 0.267 | 1.511 | 0.795 | 0.433 | 1.168 | 0.669 | 0.786 | |||
Quintile 5 (Highest SES) | 2.445 | 1.347 | 0.106 | 2.551 | 1.430 | 0.096 | 2.188 | 1.261 | 0.175 | 1.410 | 0.821 | 0.556 | |||
Kessler10 Score | 1.038 | 0.015 | 0.011 | 1.048 | 0.017 | 0.003 | 1.044 | 0.015 | 0.004 | ||||||
Stressor indicators | |||||||||||||||
Hunger | 0.575 | 0.153 | 0.038 | 0.568 | 0.168 | 0.057 | |||||||||
Home Alcohol Stress | 0.952 | 0.398 | 0.905 | 0.921 | 0.348 | 0.828 | |||||||||
Crowding | 0.531 | 0.126 | 0.008 | 0.510 | 0.124 | 0.006 | |||||||||
Neighborhood Inaccessibility | 0.789 | 0.220 | 0.396 | 0.810 | 0.245 | 0.486 | |||||||||
Economic Stress | 1.157 | 0.435 | 0.698 | 1.269 | 0.527 | 0.567 | |||||||||
Conflict | 0.718 | 0.161 | 0.140 | 0.704 | 0.167 | 0.139 | |||||||||
Neighborhood Crime and Alcohol | 0.861 | 0.203 | 0.526 | 0.794 | 0.204 | 0.371 | |||||||||
Health indicators | |||||||||||||||
Family History of Diabetes | 2.288 | 0.524 | <0.001 | ||||||||||||
Underweight < 18.5 kg/m2 | ref | ||||||||||||||
Normal weight 18.5–24.9 kg/m2 | 1.862 | 1.206 | 0.338 | ||||||||||||
Overweight 25–29.9 kg/m2 | 4.266 | 2.481 | 0.013 | ||||||||||||
Obese ≥ 30 kg/m2 | 9.985 | 6.005 | <0.001 | ||||||||||||
Inactive Lifestyle | 1.189 | 0.303 | 0.496 | ||||||||||||
Low Fruit and Vegetables | 1.263 | 0.348 | 0.398 | ||||||||||||
High Sugar | 0.803 | 0.250 | 0.482 | ||||||||||||
High Fat | 1.399 | 0.502 | 0.350 | ||||||||||||
High Alcohol Use | 0.842 | 0.398 | 0.715 |
Bold indicates the estimate is significant at the 0.05 alpha level. * Model also adjusts for alcohol use in home.