Introduction
Material and methods
Study population
Heavy metals measurements
CVD ascertainment
Covariates
Statistical analysis
Results
Baseline characteristics
Vitamin D (nmol/L) | Total | Q1 | Q2 | Q3 | Q4 | P-value |
---|---|---|---|---|---|---|
Age, years | 47.75 ± 0.44 | 42.36 ± 0.49 | 43.15 ± 0.60 | 47.25 ± 0.54 | 54.60 ± 0.52 | < 0.001 |
Sex, % | ||||||
Male | 4630 (49.4%) | 1152 (12.3%) | 1290 (13.8%) | 1211 (12.9%) | 977 (10.4%) | < 0.001 |
Female | 4747 (50.6%) | 1199 (12.8%) | 1056 (11.3%) | 1130 (12.1%) | 1362 (14.5%) | |
Race, % | < 0.001 | |||||
Mexican American | 1115 (11.9%) | 369 (3.9%) | 358 (3.8%) | 259 (2.8%) | 129 (1.4%) | |
Other Hispanic | 927 (9.9%) | 194 (2.1%) | 317 (3.4%) | 253 (2.7%) | 163 (1.7%) | |
Non-Hispanic Black | 2096 (22.4%) | 972 (10.4%) | 480 (5.1%) | 330 (3.5%) | 314 (3.3%) | |
Non-Hispanic White | 3837 (40.9%) | 419 (4.5%) | 819 (8.7%) | 1154 (12.3%) | 1445 (15.4%) | |
Other race | 1402 (15.0%) | 397 (4.2%) | 372 (4.0%) | 345 (3.7%) | 288 (3.1%) | |
Family PIR | 3.11 ± 0.05 | 2.53 ± 0.07 | 2.89 ± 0.06 | 3.24 ± 0.07 | 3.46 ± 0.06 | < 0.001 |
Education level, % | < 0.001 | |||||
Less than high school | 1663 (17.7%) | 435 (4.6%) | 474 (5.1%) | 397 (4.2%) | 357 (3.8%) | |
High school | 2073 (22.1%) | 569 (6.1%) | 537 (5.7%) | 498 (5.3%) | 469 (5.0%) | |
More than high school | 5641 (60.2%) | 1347 (14.4%) | 1335 (14.2%) | 1446 (15.4%) | 1513 (16.1%) | |
Marital status, % | < 0.001 | |||||
Having a partner | 5581 (59.5%) | 1223 (13.0%) | 1387 (14.8%) | 1501 (16.0%) | 1470 (15.7%) | |
No partner | 1953 (20.8%) | 436 (4.6%) | 440 (4.7%) | 471 (5.0%) | 606 (6.5%) | |
Unmarried | 1843 (19.7%) | 692 (7.4%) | 519 (5.5%) | 369(3.9%) | 263 (2.8%) | |
Smoker, % | < 0.001 | |||||
Never | 5395 (57.5%) | 1389 (14.8%) | 1398 (14.9%) | 1325 (14.1%) | 1283 (13.7%) | |
Former | 2232 (23.8%) | 419 (4.5%) | 493 (5.3%) | 600 (6.4%) | 720 (7.7%) | |
Now | 1750 (18.7%) | 543 (5.8%) | 455 (4.9%) | 416 (4.4%) | 336 (3.6%) | |
Alcohol user, % | < 0.001 | |||||
No | 1224 (13.1%) | 350 (3.7%) | 314 (3.3%) | 254 (2.7%) | 306 (3.3%) | |
Former | 1113 (11.9%) | 231 (2.5%) | 289 (3.1%) | 277 (3.0%) | 316 (3.4%) | |
Mild | 3565 (38.0%) | 788 (8.4%) | 842 (9.0%) | 948 (10.1%) | 986 (10.5%) | |
Moderate | 1594 (17.0%) | 431 (4.6%) | 375 (4.0%) | 421 (4.5%) | 367 (3.9%) | |
Heavy | 1882 (20.1%) | 551 (5.9%) | 526 (5.6%) | 441 (4.7%) | 364 (3.9%) | |
Hypertension, % | < 0.001 | |||||
No | 5358 (57.1%) | 1415 (15.1%) | 1478 (15.8%) | 1377 (14.7%) | 1088 (11.6%) | |
Yes | 4019 (42.9%) | 936 (10.0%) | 868 (9.3%) | 964 (10.3%) | 1251 (13.3%) | |
DM, % | 0.063 | |||||
No | 7632 (81.4%) | 1903 (20.3%) | 1942 (20.7%) | 1937 (20.7%) | 1850 (19.7%) | |
Yes | 1745 (18.6%) | 448 (4.8%) | 404 (4.3%) | 404 (4.3%) | 489(5.2%) | |
CHD, % | 0.046 | |||||
No | 9032 (96.3%) | 2301 (24.5%) | 2272 (24.2%) | 2250 (24.0%) | 2209 (23.6%) | |
Yes | 345 (3.7%) | 50 (0.5%) | 74 (0.8%) | 91 (1.0%) | 130 (1.4%) | |
CHF, % | 0.001 | |||||
No | 9109 (97.1%) | 2287 (24.2%) | 2286 (24.4%) | 2295 (24.5%) | 2241 (23.9%) | |
Yes | 268 (2.9%) | 64 (0.7%) | 60 (0.6%) | 46 (0.5%) | 98 (1.0%) | |
Angina pectoris, % | 0.479 | |||||
No | 9165 (97.7%) | 2306 (24.6%) | 2297 (24.5%) | 2297 (24.5%) | 2265 (24.2%) | |
Yes | 212 (2.3%) | 45 (0.5%) | 49 (0.5%) | 44 (0.5%) | 74 (0.8%) | |
Heart attack, % | 0.143 | |||||
No | 9020 (96.2%) | 2278 (24.3%) | 2270 (24.2%) | 2264 (24.1%) | 2208 (23.5%) | |
Yes | 357 (3.8%) | 73 (0.8%) | 76 (0.8%) | 77 (0.8%) | 131 (1.4%) | |
Stroke, % | < 0.001 | |||||
No | 9038 (96.4%) | 2276 (24.3%) | 2288 (24.4%) | 2261 (24.1%) | 2213 (23.6%) | |
Yes | 339 (3.6%) | 75 (3.2%) | 58 (0.6%) | 80 (0.9%) | 126 (1.3%) | |
CVD, % | < 0.001 | |||||
No | 8473 (90.4%) | 2165 (23.1%) | 2163 (23.1%) | 2134 (22.8%) | 2011 (21.4%) | |
Yes | 904 (9.6%) | 186 (2.0%) | 183 (2.0%) | 207 (2.2%) | 328 (3.5%) | |
BMI, kg/m2 | 29.35 ± 0.14 | 31.69 ± 0.21 | 30.00 ± 0.25 | 29.00 ± 0.19 | 27.88 ± 0.19 | < 0.001 |
Mean energy | 2109.93 ± 13.11 | 2137.60 ± 23.82 | 2138.54 ± 24.69 | 2150.32 ± 21.81 | 2037.33 ± 19.35 | < 0.001 |
Intake (kcal/day) | ||||||
Hemoglobin, g/dL | 14.23 ± 0.03 | 14.05 ± 0.06 | 14.37 ± 0.05 | 14.33 ± 0.04 | 14.14 ± 0.04 | < 0.001 |
BUN, mg/dL | 13.91 ± 0.09 | 12.09 ± 0.15 | 13.42 ± 0.15 | 14.03 ± 0.15 | 15.20 ± 0.16 | < 0.001 |
UA, mg/dL | 5.42 ± 0.02 | 5.52 ± 0.04 | 5.52 ± 0.04 | 5.41 ± 0.04 | 5.30 ± 0.04 | < 0.001 |
Scr, mg/dL | 0.88 ± 0.00 | 0.85 ± 0.01 | 0.87 ± 0.01 | 0.88 ± 0.00 | 0.92 ± 0.01 | < 0.001 |
TC, mg/dL | 193.25 ± 0.78 | 190.15 ± 1.22 | 189.77 ± 1.20 | 194.48 ± 1.06 | 196.44 ± 1.35 | < 0.001 |
TG, mg/dL | 150.15 ± 2.06 | 155.64 ± 4.43 | 157.13 ± 3.90 | 151.17 ± 3.56 | 141.02 ± 2.81 | < 0.001 |
HDL-cholesterol, mg/dL | 53.76 ± 0.33 | 50.49 ± 0.38 | 49.91 ± 0.47 | 53.20 ± 0.43 | 58.92 ± 0.59 | < 0.001 |
Cadmium, ug/L | 0.44 ± 0.01 | 0.49 ± 0.02 | 0.45 ± 0.02 | 0.42 ± 0.02 | 0.44 ± 0.02 | 0.093 |
Lead, ug/dL | 1.24 ± 0.03 | 1.23 ± 0.06 | 1.19 ± 0.05 | 1.23 ± 0.04 | 1.28 ± 0.04 | 0.381 |
Mercury, ug/L | 1.40 ± 0.07 | 1.03 ± 0.05 | 1.33 ± 0.10 | 1.53 ± 0.07 | 1.53 ± 0.10 | < 0.001 |
Manganese, ug/L | 9.71 ± 0.05 | 10.12 ± 0.11 | 9.93 ± 0.13 | 9.55 ± 0.09 | 9.46 ± 0.07 | < 0.001 |
Selenium, ug/L | 195.90 ± 0.80 | 193.69 ± 0.99 | 194.93 ± 0.93 | 196.12 ± 0.92 | 197.65 ± 1.26 | 0.022 |
Mixture effect between heavy metals
Associations between heavy metals, as well as 25(OH)D and CVD
Variable | Model 1 | Model 2 | Model 3 | |||
---|---|---|---|---|---|---|
OR (95%CI) | P for trend | OR (95%CI) | P for trend | OR (95%CI) | P for trend | |
Cadmium (ug/L) | < 0.001 | 0.035 | 0.004 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 0.929 (0.731, 1.182) | 0.951 (0.743, 1.217) | 0.998 (0.776, 1.284) | |||
Q3 | 1.121 (0.888, 1.414) | 1.067 (0.836, 1.362) | 1.152 (0.896, 1.480) | |||
Q4 | 1.815 (1.454, 2.266)*** | 1.332 (1.022, 1.736)* | 1.513 (1.148, 1.994)** | |||
Lead (ug/L) | 0.536 | 0.697 | 0.138 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 1.120 (0.847, 1.482) | 1.105 (0.829, 1.473) | 1.238 (0.925, 1.658) | |||
Q3 | 1.056 (0.802, 1.390) | 1.015 (0.764, 1.348) | 1.213 (0.907, 1.624) | |||
Q4 | 1.180 (0.897, 1.552) | 1.117 (0.837, 1.489) | 1.409 (1.043, 1.905)* | |||
Mercury (ug/L) | < 0.001 | 0.149 | 0.611 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 0.864 (0.706, 1.059) | 0.938 (0.761, 1.155) | 0.949 (0.767, 1.173) | |||
Q3 | 0.739 (0.600, 0.910)** | 0.883 (0.712, 1.095) | 0.936 (0.750, 1.166) | |||
Q4 | 0.603 (0.488, 0.745)*** | 0.777 (0.622, 0.970)* | 0.855 (0.680, 1.076) | |||
Manganese (ug/L) | 0.126 | 0.336 | 0.446 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 0.859 (0.707, 1.045) | 0.933 (0.763, 1.142) | 0.980 (0.796, 1.206) | |||
Q3 | 0.885 (0.725, 1.080) | 0.931 (0.758, 1.143) | 0.984 (0.797, 1.215) | |||
Q4 | 0.777 (0.627, 0.962)* | 0.813 (0.652, 1.014) | 0.841 (0.670, 1.055) | |||
Selenium (ug/L) | 0.016 | 0.132 | 0.507 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 0.768 (0.627, 0.940)* | 0.807 (0.655, 0.995)* | 0.861 (0.695, 1.068) | |||
Q3 | 0.799 (0.652, 0.978)* | 0.891 (0.723, 1.099) | 0.994 (0.800, 1.235) | |||
Q4 | 0.747 (0.609, 0.916)** | 0.805 (0.652, 0.994)* | 0.969 (0.775, 1.211) | |||
Serum 25(OH)D | 0.002 | 0.308 | 0.570 | |||
Q1 | 1.00 | 1.00 | 1.00 | |||
Q2 | 0.752 (0.599, 0.945)* | 0.886 (0.701, 1.120) | 0.934 (0.735, 1.188) | |||
Q3 | 0.644 (0.515, 0.805)*** | 0.813 (0.645, 1.025) | 0.871 (0.687, 1.105) | |||
Q4 | 0.744 (0.602, 0.919)** | 0.942 (0.754, 1.176) | 0.996 (0.791, 1.255) |
Association of serum 25(OH)D with heavy metals levels
Vitamin D, nmol/L | Model 1 | Model 2 | Model 3 |
---|---|---|---|
β (95% CI) *10−2 | β (95% CI) *10−2 | β (95% CI) *10−2 | |
Cadmium | |||
Q1 | Ref | Ref | Ref |
Q2 | -3.27 (-3.98, -2.57)*** | -4.30 (-5.02, -3.59)*** | -4.79 (-5.50, -4.08)*** |
Q3 | -5.65 (-6.38, -4.92)*** | -8.00 (-8.75, -7.24)*** | -9.83 (-10.63, -9.11)*** |
Q4 | -7.90 (-8.62, -7.18)*** | -11.70 (-12.56, -10.83)*** | -15.81 (-16.69, -14.92)*** |
P for trend | < 0.001 | < 0.001 | < 0.001 |
Lead | |||
Q1 | Ref | Ref | Ref |
Q2 | 1.50 (0.76, 2.24)*** | 0.43 (-0.31, 1.18) | -1.44 (-2.91, -0.69)*** |
Q3 | -2.25 (-1.00, 0.55) | -1.87 (-2.66, -1.09)*** | -4.41 (-5.22, -3.62)*** |
Q4 | -2.65 (-3.47, -1.84)*** | -4.47 (-5.31, -3.63)*** | -9.20 (-10.07, -8.33)*** |
P for trend | 0.016 | < 0.001 | < 0.001 |
Mercury | |||
Q1 | Ref | Ref | Ref |
Q2 | 2.72 (2.01, 3.44)*** | 2.86 (2.14, 3.58)*** | 2.60 (1.89, 3.32)*** |
Q3 | 2.70 (1.98, 3.42)*** | 1.22 (0.50, 1.95)*** | 0.05 (-0.68, 0.78) |
Q4 | 8.42 (7.71, 9.12)*** | 3.16 (2.43, 3.89)*** | 0.11 (-0.63, 0.86) |
P for trend | 0.005 | 0.002 | 0.001 |
Manganese | |||
Q1 | Ref | Ref | Ref |
Q2 | 3.68 (2.97, 4.37)*** | 2.83 (2.13, 3.53)*** | 2.76 (2.06, 3.47)*** |
Q3 | 3.04 (2.34, 3.75)*** | 2.20 (1.49, 2.91)*** | 2.21 (1.49, 2.92)*** |
Q4 | -0.98 (-1.71, -0.26)** | -2.21 (-2.94, -1.48)*** | -1.50 (-2.23, -7.62)*** |
P for trend | 0.001 | 0.001 | < 0.001 |
Selenium | |||
Q1 | Ref | Ref | Ref |
Q2 | 2.63 (1.92, 3.33)*** | 1.57 (0.86, 2.27)*** | 1.01 (0.29, 1.72)** |
Q3 | 2.30 (1.59, 3.01)*** | 0.81 (0.09, 1.51)* | -0.19 (-0.91, -0.53) |
Q4 | 5.54 (4.84, 6.25)*** | 3.71 (3.00, 4.42)*** | 2.25 (1.52, 2.99)*** |
P for trend | 0.006 | 0.003 | < 0.001 |