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