Associations of Dietary Antioxidants and Risk of Type 2 Diabetes: Data from the 2007–2012 Korea National Health and Nutrition Examination Survey
Abstract
1. Introduction
2. Results
3. Discussion
4. Methods
4.1. Study Design and Population
4.2. Assessment of Dietary Antioxidant Intakes
4.3. Measurement of Socio-Demographic and Health-Related Variables
4.4. Definition of T2D
4.5. Statistical Analyses
5. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Sample Availability: Not Available. |
Total | Men | Women | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Variable | Non-Diabetes (n 23,774) | Diabetes 2 (n 603) | p-Value 3 | Non-Diabetes (n 9447) | Diabetes (n 332) | p-Value | Non-Diabetes (n 14,327) | Diabetes (n 271) | p-Value | ||||||
n | % | n | % | n | % | n | % | n | % | n | % | ||||
Age (years) | |||||||||||||||
19–49 | 13,233 | 68.9 | 200 | 47.1 | <0.0001 | 5153 | 71.1 | 119 | 51.8 | <0.0001 | 8080 | 66.7 | 81 | 38.8 | <0.0001 |
50–64 | 6770 | 23.1 | 240 | 37.7 | 2661 | 21.8 | 128 | 35.6 | 4109 | 24.3 | 112 | 41.4 | |||
65–74 | 3771 | 8.0 | 163 | 15.2 | 1633 | 7.1 | 85 | 12.6 | 2138 | 8.9 | 78 | 19.8 | |||
Educational level | |||||||||||||||
≤Elementary | 5194 | 14.4 | 208 | 26.3 | <0.0001 | 1481 | 9.6 | 81 | 17.8 | <0.0001 | 3713 | 19.2 | 127 | 41.0 | <0.0001 |
Middle School | 2629 | 9.8 | 92 | 14.5 | 1099 | 9.2 | 50 | 13.7 | 1530 | 10.4 | 42 | 16.1 | |||
High School | 8564 | 42.1 | 187 | 40.1 | 3495 | 43.5 | 112 | 42.8 | 5069 | 40.7 | 75 | 35.5 | |||
≥College | 7095 | 33.7 | 88 | 19.1 | 3241 | 37.7 | 68 | 25.8 | 3854 | 29.8 | 20 | 7.5 | |||
Household income 4 | |||||||||||||||
Low | 3790 | 12.7 | 136 | 17.5 | <0.0001 | 1371 | 11.3 | 68 | 15.2 | 0.1387 | 2419 | 14.0 | 68 | 21.7 | <0.0001 |
Middle low | 5905 | 26.0 | 179 | 31.4 | 2391 | 25.9 | 85 | 26.8 | 3514 | 26.2 | 94 | 39.3 | |||
Middle high | 6720 | 30.5 | 157 | 29.9 | 2741 | 31.5 | 94 | 32.7 | 3979 | 29.5 | 63 | 25.0 | |||
High | 6977 | 30.8 | 116 | 21.2 | 2798 | 31.2 | 75 | 25.3 | 4179 | 30.4 | 41 | 14.0 | |||
Physical activity 5, yes | 9932 | 43.0 | 230 | 37.6 | 0.0334 | 4172 | 44.9 | 127 | 35.3 | 0.0044 | 5760 | 41.1 | 103 | 41.5 | 0.9127 |
Current smoking 6, yes | 6329 | 33.3 | 213 | 43.5 | <0.0001 | 5428 | 58.6 | 189 | 63.3 | 0.1704 | 901 | 7.7 | 24 | 9.3 | 0.4342 |
Regular alcohol consumption 7, yes | 12,715 | 60.8 | 327 | 63.8 | 0.2139 | 6933 | 76.6 | 246 | 80.8 | 0.1703 | 5782 | 44.8 | 81 | 34.6 | 0.0063 |
Obesity 8, yes | 7103 | 30.1 | 347 | 59.6 | <0.0001 | 3244 | 35.4 | 170 | 54.8 | <0.0001 | 3859 | 24.8 | 177 | 68.0 | <0.0001 |
Mean | SE | Mean | SE | p-Value | Mean | SE | Mean | SE | p-Value | Mean | SE | Mean | SE | p-Value | |
Body mass index (kg/m2) | 23.5 | 0.0 | 26.1 | 0.2 | <0.0001 | 24.0 | 0.0 | 25.6 | 0.3 | <0.0001 | 23.0 | 0.0 | 27.0 | 0.3 | <0.0001 |
Fasting blood glucose (mg/dL) | 92.1 | 0.1 | 157.2 | 2.1 | <0.0001 | 93.2 | 0.1 | 155.9 | 2.7 | <0.0001 | 91.0 | 0.1 | 159.5 | 3.2 | <0.0001 |
Total | Men | Women | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Non-Diabetes (n 23,774) | Diabetes 2 (n 603) | p-Value | Non-Diabetes (n 9447) | Diabetes (n 332) | p-Value | Non-diabetes (n 14,327) | Diabetes (n 271) | p-Value | |||||||
Mean | SE | Mean | SE | Mean | SE | Mean | SE | Mean | SE | Mean | SE | ||||
Macronutrient intake | |||||||||||||||
Energy (kcal/day) | 2018.6 | 7.8 | 2104.0 | 45.4 | 0.0605 | 2346.9 | 11.5 | 2370.4 | 58.9 | 0.6929 | 1685.5 | 7.2 | 1633.3 | 50.2 | 0.3001 |
Carbohydrate (g/day) | 318.6 | 1.2 | 328.6 | 6.6 | 0.1309 | 354.7 | 1.7 | 356.8 | 8.7 | 0.8173 | 281.9 | 1.3 | 278.8 | 8.5 | 0.7160 |
Protein (g/day) | 73.4 | 0.4 | 74.5 | 2.1 | 0.5935 | 86.0 | 0.6 | 83.6 | 2.8 | 0.4011 | 60.7 | 0.3 | 58.5 | 2.4 | 0.3566 |
Fat (g/day) | 42.6 | 0.3 | 41.3 | 1.9 | 0.4634 | 50.2 | 0.4 | 46.7 | 2.5 | 0.1548 | 34.9 | 0.3 | 31.7 | 2.5 | 0.2015 |
Antioxidant intake | |||||||||||||||
Vitamin C (mg/day) | 109.0 | 1.8 | 116.6 | 8.1 | 0.3395 | 104.7 | 1.9 | 123.9 | 11.1 | 0.0849 | 113.3 | 2.3 | 103.6 | 9.1 | 0.2876 |
Vitamin E (mg α-TE/day) 3 | 6.6 | 0.0 | 6.4 | 0.3 | 0.4572 | 7.4 | 0.1 | 7.2 | 0.4 | 0.5813 | 5.9 | 0.0 | 5.1 | 0.3 | 0.0090 |
Retinol (μg/day) | 114.6 | 2.8 | 103.0 | 13.2 | 0.3850 | 132.9 | 5.1 | 124.9 | 20.3 | 0.6993 | 96.1 | 1.9 | 64.3 | 6.5 | <0.0001 |
Total carotenoids (μg/day) | 9257.1 | 123.1 | 8867.1 | 452.7 | 0.3908 | 9707.2 | 169.4 | 9305.5 | 627.1 | 0.5308 | 8800.6 | 132.7 | 8092.6 | 606.7 | 0.2557 |
α-carotene (μg/day) | 556.3 | 10.6 | 374.6 | 40.2 | <0.0001 | 609.5 | 16.0 | 392.8 | 46.9 | <0.0001 | 502.3 | 12.5 | 342.3 | 72.5 | 0.0296 |
β-carotene (μg/day) | 3624.2 | 41.8 | 3647.2 | 180.9 | 0.8998 | 3944.8 | 54.4 | 3792.7 | 240.1 | 0.5370 | 3299.1 | 49.1 | 3390.1 | 312.0 | 0.7732 |
β-cryptoxanthin (μg/day) | 552.0 | 17.9 | 716.3 | 88.6 | 0.0556 | 507.6 | 16.9 | 783.6 | 122.1 | 0.0229 | 597.0 | 24.4 | 597.4 | 91.1 | 0.9964 |
Lycopene (μg/day) | 2224.5 | 95.1 | 1545.2 | 266.9 | 0.0107 | 2162.1 | 123.3 | 1421.4 | 340.1 | 0.0350 | 2287.9 | 99.2 | 1764.1 | 417.2 | 0.2136 |
Lutein + Zeaxanthin (μg/day) | 2300.0 | 38.1 | 2583.8 | 206.7 | 0.1718 | 2483.2 | 50.4 | 2915.0 | 295.6 | 0.1460 | 2114.2 | 43.8 | 1998.6 | 221.0 | 0.6074 |
Total flavonoids (mg/day) | 205.0 | 3.8 | 186.5 | 11.1 | 0.1069 | 201.8 | 4.8 | 189.9 | 14.2 | 0.4289 | 208.2 | 5.0 | 180.4 | 18.1 | 0.1379 |
Flavonols (mg/day) | 29.6 | 0.5 | 32.1 | 2.3 | 0.2677 | 32.9 | 0.6 | 34.1 | 3.0 | 0.6933 | 26.2 | 0.6 | 28.6 | 3.7 | 0.5206 |
Flavones (mg/day) | 1.4 | 0.0 | 2.4 | 1.1 | 0.3222 | 1.4 | 0.0 | 3.1 | 1.7 | 0.3173 | 1.3 | 0.1 | 1.0 | 0.1 | 0.1022 |
Flavanones (mg/day) | 8.7 | 0.3 | 8.1 | 1.5 | 0.7059 | 7.9 | 0.4 | 8.1 | 1.8 | 0.9240 | 9.5 | 0.4 | 8.2 | 2.4 | 0.5931 |
Flavan-3-ols (mg/day) | 24.5 | 1.8 | 12.6 | 1.7 | <0.0001 | 23.8 | 3.0 | 11.9 | 2.1 | 0.0013 | 25.2 | 2.0 | 14.0 | 2.9 | 0.0019 |
Anthocyanidins (mg/day) | 49.7 | 1.6 | 53.5 | 5.7 | 0.5080 | 46.3 | 1.6 | 52.3 | 7.0 | 0.3902 | 53.1 | 2.4 | 55.6 | 9.7 | 0.8045 |
Isoflavones (mg/day) | 19.9 | 0.3 | 21.4 | 1.8 | 0.4045 | 23.7 | 0.5 | 24.2 | 2.6 | 0.8681 | 16.1 | 0.3 | 16.6 | 1.8 | 0.7856 |
Proanthocyanidins (mg/day) | 71.3 | 1.7 | 56.3 | 5.5 | 0.0075 | 65.7 | 2.0 | 56.2 | 7.5 | 0.2193 | 76.9 | 2.2 | 56.5 | 7.4 | 0.0073 |
Men | Women | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Antioxidant | Quartiles of Antioxidant Intake 2 | p for Trend | Quartiles of Antioxidant Intake | p for Trend | ||||||
Q1 | Q2 | Q3 | Q4 | Q1 | Q2 | Q3 | Q4 | |||
Vitamin C | ||||||||||
Median (mg/1000 kcal/day) | 11.6 | 23.2 | 40.3 | 91.6 | 13.1 | 29.2 | 58.7 | 139.5 | ||
OR (95% CI) 3 | 1.00 | 1.01 (0.68–1.51) | 0.71 (0.47–1.06) | 1.08 (0.72–1.63) | 0.6482 | 1.00 | 0.96 (0.62–1.48) | 0.81 (0.51–1.28) | 0.88 (0.57–1.35) | 0.5488 |
Vitamin E | ||||||||||
Median (mg α-TE/1000 kcal/day) 4 | 1.5 | 2.3 | 3.2 | 4.9 | 1.5 | 2.5 | 3.5 | 5.5 | ||
OR (95% CI) | 1.00 | 0.90 (0.61–1.33) | 0.78 (0.53–1.17) | 0.82 (0.55–1.24) | 0.3469 | 1.00 | 0.88 (0.57–1.35) | 1.53 (1.01–2.32) | 0.70 (0.43–1.15) | 0.3960 |
Retinol | ||||||||||
Median (μg/1000 kcal/day) | 1.7 | 15.7 | 40.6 | 94.5 | 1.2 | 16.7 | 45.1 | 107.2 | ||
OR (95% CI) | 1.00 | 1.25 (0.84–1.84) | 0.97 (0.64–1.47) | 0.96 (0.62–1.49) | 0.4699 | 1.00 | 1.01 (0.68–1.50) | 0.82 (0.51–1.31) | 0.95 (0.60–1.51) | 0.7551 |
Total carotenoids | ||||||||||
Median (μg/1000 kcal/day) | 857.5 | 2006.1 | 3681.6 | 8317.3 | 953.1 | 2337.2 | 4523.7 | 10469.0 | ||
OR (95% CI) | 1.00 | 0.79 (0.52–1.20) | 0.85 (0.57–1.27) | 0.91 (0.60–1.37) | 0.9263 | 1.00 | 1.12 (0.74–1.70) | 0.67 (0.42–1.07) | 0.97 (0.63–1.48) | 0.6831 |
α-carotene | ||||||||||
Median (μg/1000 kcal/day) | 0.0 | 27.7 | 176.4 | 549.2 | 0.0 | 38.6 | 193.5 | 594.2 | ||
OR (95% CI) | 1.00 | 0.87 (0.60–1.26) | 0.84 (0.56–1.27) | 0.52 (0.34–0.80) | 0.0037 | 1.00 | 1.02 (0.68–1.53) | 1.11 (0.72–1.72) | 0.61 (0.38–0.996) | 0.0377 |
β-carotene | ||||||||||
Median (μg/1000 kcal/day) | 451.4 | 993.2 | 1634.7 | 3049.7 | 477.1 | 1045.2 | 1749.7 | 3443.6 | ||
OR (95% CI) | 1.00 | 0.76 (0.50–1.16) | 0.91 (0.62–1.34) | 0.64 (0.42–0.97) | 0.0618 | 1.00 | 0.69 (0.45–1.06) | 0.80 (0.51–1.24) | 0.75 (0.48–1.18) | 0.3914 |
β-cryptoxanthin | ||||||||||
Median (μg/1000 kcal/day) | 6.3 | 60.9 | 141.0 | 397.3 | 6.0 | 62.8 | 169.6 | 645.8 | ||
OR (95% CI) | 1.00 | 0.85 (0.57–1.28) | 1.03 (0.69–1.53) | 1.10 (0.74–1.62) | 0.4024 | 1.00 | 0.79 (0.51–1.24) | 0.65 (0.41–1.03) | 0.94 (0.60–1.46) | 0.7855 |
Lycopene | ||||||||||
Median (μg/1000 kcal/day) | 0.0 | 0.0 | 0.1 | 1189.8 | 0.0 | 0.0 | 0.2 | 2762.8 | ||
OR (95% CI) | 1.00 | 1.36 (0.70–2.63) | 0.88 (0.61–1.28) | 0.95 (0.65–1.38) | 0.8642 | 1.00 | 0.79 (0.39–1.59) | 1.04 (0.70–1.56) | 0.76 (0.48–1.20) | 0.2153 |
Lutein + Zeaxanthin | ||||||||||
Median (μg/1000 kcal/day) | 108.3 | 351.3 | 741.7 | 2356.6 | 115.5 | 386.2 | 862.7 | 2572.6 | ||
OR (95% CI) | 1.00 | 0.99 (0.67–1.46) | 0.84 (0.55–1.30) | 1.11 (0.75–1.63) | 0.4635 | 1.00 | 1.01 (0.64–1.60) | 1.18 (0.77–1.79) | 0.90 (0.60–1.35) | 0.5060 |
Total flavonoids | ||||||||||
Median (mg/1000 kcal/day) | 16.2 | 37.7 | 71.9 | 177.5 | 17.9 | 47.9 | 103.8 | 239.8 | ||
OR (95% CI) | 1.00 | 0.81 (0.53–1.24) | 1.00 (0.68–1.46) | 0.75 (0.49–1.15) | 0.2759 | 1.00 | 1.30 (0.86–1.96) | 0.89 (0.55–1.44) | 0.97 (0.60–1.57) | 0.5111 |
Flavonols | ||||||||||
Median (mg/1000 kcal/day) | 2.9 | 7.1 | 11.6 | 24.1 | 2.7 | 6.8 | 11.6 | 24.7 | ||
OR (95% CI) | 1.00 | 0.69 (0.46–1.05) | 0.80 (0.54–1.19) | 0.79 (0.52–1.19) | 0.5115 | 1.00 | 0.85 (0.54–1.32) | 1.07 (0.69–1.66) | 0.89 (0.56–1.43) | 0.7853 |
Flavones | ||||||||||
Median (mg/1000 kcal/day) | 0.0 | 0.3 | 0.6 | 1.3 | 0.0 | 0.3 | 0.6 | 1.4 | ||
OR (95% CI) | 1.00 | 0.96 (0.64–1.43) | 0.76 (0.51–1.14) | 0.83 (0.57–1.23) | 0.3033 | 1.00 | 1.12 (0.70–1.78) | 0.96 (0.63–1.46) | 0.67 (0.43–1.04) | 0.0256 |
Flavanones | ||||||||||
Median (mg/1000 kcal/day) | 0.0 | 0.0 | 0.0 | 6.0 | 0.0 | 0.0 | 0.0 | 14.2 | ||
OR (95% CI) | 1.00 | 0.98 (0.66–1.44) | 0.96 (0.66–1.41) | 0.96 (0.64–1.45) | 0.9207 | 1.00 | 0.91 (0.60–1.38) | 0.88 (0.56–1.38) | 0.91 (0.58–1.42) | 0.8888 |
Flavan-3-ols | ||||||||||
Median (mg/1000 kcal/day) | 0.0 | 0.2 | 1.6 | 12.4 | 0.0 | 0.4 | 3.5 | 18.2 | ||
OR (95% CI) | 1.00 | 0.68 (0.45–1.02) | 0.83 (0.55–1.27) | 0.67 (0.44–1.01) | 0.1991 | 1.00 | 1.00 (0.66–1.50) | 1.02 (0.64–1.64) | 0.88 (0.54–1.42) | 0.5162 |
Anthocyanidins | ||||||||||
Median (mg/1000 kcal/day) | 0.0 | 4.1 | 12.1 | 40.4 | 0.1 | 5.4 | 17.0 | 62.2 | ||
OR (95% CI) | 1.00 | 0.83 (0.56–1.24) | 0.97 (0.65–1.45) | 1.03 (0.67–1.56) | 0.5906 | 1.00 | 0.93 (0.61–1.43) | 0.83 (0.53–1.28) | 1.24 (0.79–1.96) | 0.1960 |
Isoflavones | ||||||||||
Median (mg/1000 kcal/day) | 0.4 | 3.7 | 8.8 | 21.9 | 0.2 | 2.7 | 7.7 | 20.8 | ||
OR (95% CI) | 1.00 | 0.98 (0.66–1.45) | 0.77 (0.51–1.15) | 0.95 (0.63–1.42) | 0.7998 | 1.00 | 1.27 (0.76–2.14) | 1.35 (0.82–2.24) | 1.28 (0.79–2.06) | 0.4672 |
Proanthocyanidins | ||||||||||
Median (mg/1000 kcal/day) | 0.0 | 1.9 | 11.0 | 75.8 | 0.0 | 3.3 | 24.0 | 113.3 | ||
OR (95% CI) | 1.00 | 1.00 (0.66–1.51) | 0.93 (0.63–1.37) | 0.68 (0.45–1.03) | 0.0422 | 1.00 | 1.49 (0.97–2.29) | 1.25 (0.78–2.02) | 0.92 (0.55–1.54) | 0.1778 |
Quartiles of α-Carotene Intake 2 | Quartiles of β-Carotene Intake 2 | |||||||
---|---|---|---|---|---|---|---|---|
Men | Women | Men | Women | |||||
Q1 | Q4 | Q1 | Q4 | Q1 | Q4 | Q1 | Q4 | |
Age 3 | ||||||||
19–49 years | 1.00 | 0.42 (0.21–0.84) | 1.00 | 0.40 (0.16–1.01) | 1.00 | 0.68 (0.37–1.24) | 1.00 | 0.56 (0.24–1.31) |
50–74 years | 1.00 | 0.66 (0.39–1.09) | 1.00 | 0.78 (0.45–1.35) | 1.00 | 0.62 (0.36–1.06) | 1.00 | 0.85 (0.51–1.44) |
Physical activity 4,5 | ||||||||
Yes | 1.00 | 0.38 (0.18–0.79) | 1.00 | 0.70 (0.32–1.55) | 1.00 | 0.62 (0.34–1.13) | 1.00 | 0.46 (0.22–0.97) |
No | 1.00 | 0.64 (0.38–1.09) | 1.00 | 0.57 (0.29–1.10) | 1.00 | 0.64 (0.38–1.09) | 1.00 | 1.07 (0.60–1.92) |
Current smoking 6,7 | ||||||||
Yes | 1.00 | 0.40 (0.23–0.69) | NE 8 | NE | 1.00 | 0.82 (0.49–1.38) | NE | NE |
No | 1.00 | 0.71 (0.35–1.45) | NE | NE | 1.00 | 0.60 (0.32–1.11) | NE | NE |
Regular alcohol consumption 9,10 | ||||||||
Yes | 1.00 | 0.50 (0.30–0.81) | 1.00 | 0.63 (0.27–1.48) | 1.00 | 0.62 (0.39–0.99) | 1.00 | 0.67 (0.29–1.51) |
No | 1.00 | 0.74 (0.31–1.77) | 1.00 | 0.50 (0.26–0.93) | 1.00 | 0.62 (0.25–1.52) | 1.00 | 0.83 (0.48–1.42) |
Body mass index 11 | ||||||||
<25 kg/m2 | 1.00 | 0.46 (0.25–0.87) | 1.00 | 0.48 (0.22–1.05) | 1.00 | 0.69 (0.37–1.27) | 1.00 | 0.34 (0.17–0.67) |
≥25 kg/m2 | 1.00 | 0.64 (0.37–1.11) | 1.00 | 0.62 (0.34–1.14) | 1.00 | 0.62 (0.36–1.07) | 1.00 | 1.02 (0.58–1.81) |
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Quansah, D.Y.; Ha, K.; Jun, S.; Kim, S.-A.; Shin, S.; Wie, G.-A.; Joung, H. Associations of Dietary Antioxidants and Risk of Type 2 Diabetes: Data from the 2007–2012 Korea National Health and Nutrition Examination Survey. Molecules 2017, 22, 1664. https://doi.org/10.3390/molecules22101664
Quansah DY, Ha K, Jun S, Kim S-A, Shin S, Wie G-A, Joung H. Associations of Dietary Antioxidants and Risk of Type 2 Diabetes: Data from the 2007–2012 Korea National Health and Nutrition Examination Survey. Molecules. 2017; 22(10):1664. https://doi.org/10.3390/molecules22101664
Chicago/Turabian StyleQuansah, Dan Yedu, Kyungho Ha, Shinyoung Jun, Seong-Ah Kim, Sangah Shin, Gyung-Ah Wie, and Hyojee Joung. 2017. "Associations of Dietary Antioxidants and Risk of Type 2 Diabetes: Data from the 2007–2012 Korea National Health and Nutrition Examination Survey" Molecules 22, no. 10: 1664. https://doi.org/10.3390/molecules22101664
APA StyleQuansah, D. Y., Ha, K., Jun, S., Kim, S.-A., Shin, S., Wie, G.-A., & Joung, H. (2017). Associations of Dietary Antioxidants and Risk of Type 2 Diabetes: Data from the 2007–2012 Korea National Health and Nutrition Examination Survey. Molecules, 22(10), 1664. https://doi.org/10.3390/molecules22101664