Urine dimethoate, BPA, BaP were detected in 100% of the recruited people. And the results were presented by volume-based and also by creatinine standardized which was used to eliminate the effect of the time of urine collection, urine concentration, and urine flow rate[28].
Hohai University is a multi-disciplinary comprehensive university located in Jiangsu Province of East China. The freshmen came from all over the country including East, North, South, Northeast, Northwest, and Southwest. We choose East china as the reference category because subjects originating from a distinct part of china carry the patterns of environmental exposure in their domestic region. The obtained data demonstrated that the origin of the students had an important impact on the urine toxins (Table 2). Particularly, the volume-based GM of urine dimethoate, BPA, and BaP concentrations in students from Southwest China was significantly lower than East China by 9.49%, 10.14%, and 8.82%. Likewise, the standardized GM of urine dimethoate, BPA, and BaP concentrations in students from Southwest China was also significantly lower than East China by 10.81%, 11.49%, and 10.26%. Data on other regions were more homogenous.
Table 2. Weighted geometric means of urinary dimethoate, bisphenol A and benzo(a)pyrene, by sex and location group, freshmen aged 17-19 years, China
|
|
Total
|
Males
|
Females
|
Location
|
|
Geometric mean
|
95%
confidence interval
|
Geometric mean
|
95%
confidence interval
|
Geometric mean
|
95%
confidence interval
|
from
|
to
|
from
|
to
|
from
|
to
|
Urinary dimethoate
|
Total
|
µg/L
|
9.47
|
9.28
|
9.67
|
10.64
|
10.34
|
10.95
|
8.55‡
|
8.35
|
8.74
|
µg/g creatinine
|
10.80
|
10.58
|
11.02
|
11.11
|
10.76
|
11.46
|
10.53
|
10.26
|
10.80
|
Northeast China
|
µg/L
|
9.76
|
8.00
|
11.91
|
11.65
|
7.50
|
18.11
|
8.38
|
7.32
|
9.58
|
µg/g creatinine
|
11.17
|
9.49
|
13.15
|
11.61
|
7.91
|
17.03
|
10.84
|
8.36
|
14.04
|
East China†
|
µg/L
|
9.38
|
9.13
|
9.65
|
10.84
|
10.38
|
11.31
|
8.49
|
8.24
|
8.75
|
µg/g creatinine
|
10.82
|
10.52
|
11.13
|
11.29
|
10.78
|
11.83
|
10.48
|
10.12
|
10.85
|
North China
|
µg/L
|
9.77
|
9.34
|
10.22
|
10.59
|
9.83
|
11.40
|
9.02
|
8.57
|
9.50
|
µg/g creatinine
|
10.98
|
10.50
|
11.49
|
10.79
|
10.00
|
11.63
|
11.16
|
10.57
|
11.79
|
South China
|
µg/L
|
9.96
|
9.47
|
10.48
|
10.48
|
9.95
|
11.03
|
9.14
|
8.41
|
9.93
|
µg/g creatinine
|
11.15
|
10.67
|
11.66
|
11.04
|
10.48
|
11.64
|
11.31
|
10.43
|
12.27
|
Northwest China
|
µg/L
|
9.81
|
8.92
|
10.79
|
10.95
|
9.71
|
12.34
|
8.43
|
7.44
|
9.55
|
µg/g creatinine
|
10.81
|
9.77
|
11.96
|
11.54
|
10.09
|
13.21
|
9.87
|
8.40
|
11.59
|
Southwest China
|
µg/L
|
8.49*
|
7.82
|
9.23
|
9.71
|
8.45
|
11.17
|
7.47
|
7.01
|
7.96
|
µg/g creatinine
|
9.65*
|
8.91
|
10.45
|
10.26
|
8.81
|
11.95
|
9.10
|
8.55
|
9.67
|
Urinary bisphenol A
|
Total
|
µg/L
|
3.54
|
3.48
|
3.61
|
3.52
|
3.43
|
3.62
|
3.56
|
3.49
|
3.65
|
µg/g creatinine
|
4.04
|
3.96
|
4.12
|
3.68
|
3.57
|
3.79
|
4.39
|
4.28
|
4.50
|
Northeast China
|
µg/L
|
3.68
|
3.17
|
4.26
|
3.68
|
2.66
|
5.09
|
3.65
|
3.01
|
4.43
|
µg/g creatinine
|
4.21
|
3.47
|
4.11
|
3.67
|
2.77
|
4.86
|
4.70
|
3.38
|
6.53
|
East China†
|
µg/L
|
3.55
|
3.47
|
3.63
|
3.56
|
3.43
|
3.70
|
3.54
|
3.43
|
3.64
|
µg/g creatinine
|
4.09
|
3.98
|
4.21
|
3.75
|
3.59
|
3.91
|
4.36
|
4.22
|
4.52
|
North China
|
µg/L
|
3.65
|
3.51
|
3.80
|
3.54
|
3.32
|
3.78
|
3.75
|
3.57
|
3.95
|
µg/g creatinine
|
4.11
|
3.90
|
4.32
|
3.57
|
3.33
|
3.84
|
4.64
|
4.40
|
4.90
|
South China
|
µg/L
|
3.65
|
3.47
|
3.83
|
3.50
|
3.29
|
3.74
|
3.86
|
3.59
|
4.16
|
µg/g creatinine
|
4.08
|
3.87
|
4.31
|
3.66
|
3.44
|
3.88
|
4.78
|
4.45
|
5.13
|
Northwest China
|
µg/L
|
3.50
|
3.23
|
3.78
|
3.58
|
3.21
|
3.98
|
3.39
|
2.99
|
3.85
|
µg/g creatinine
|
3.85
|
3.51
|
4.23
|
3.77
|
3.33
|
4.26
|
3.97
|
3.36
|
4.69
|
Southwest China
|
µg/L
|
3.19*
|
2.98
|
3.40
|
3.22
|
2.85
|
3.63
|
3.16
|
2.94
|
3.39
|
µg/g creatinine
|
3.62*
|
3.36
|
3.89
|
3.40
|
2.96
|
3.90
|
3.84
|
3.61
|
4.08
|
Urinary benzo(a)pyrene
|
Total
|
ng/L
|
0.34
|
0.33
|
0.35
|
0.38
|
0.37
|
0.39
|
0.31
|
0.30
|
0.32
|
ng/g creatinine
|
0.39
|
0.38
|
0.40
|
0.40
|
0.39
|
0.41
|
0.38
|
0.37
|
0.39
|
Northeast China
|
ng/L
|
0.35
|
0.30
|
0.41
|
0.39
|
0.30
|
0.52
|
0.32
|
0.27
|
0.39
|
ng/g creatinine
|
0.40
|
0.34
|
0.47
|
0.39
|
0.31
|
0.50
|
0.41
|
0.30
|
0.57
|
East China†
|
ng/L
|
0.34
|
0.33
|
0.35
|
0.38
|
0.37
|
0.39
|
0.31
|
0.30
|
0.32
|
ng/g creatinine
|
0.39
|
0.38
|
0.40
|
0.41
|
0.40
|
0.42
|
0.38
|
0.37
|
0.39
|
North China
|
ng/L
|
0.35
|
0.34
|
0.37
|
0.38
|
0.36
|
0.41
|
0.33
|
0.31
|
0.34
|
ng/g creatinine
|
0.40
|
0.38
|
0.41
|
0.39
|
0.36
|
0.42
|
0.40
|
0.38
|
0.43
|
South China
|
ng/L
|
0.36
|
0.34
|
0.38
|
0.38
|
0.35
|
0.41
|
0.33
|
0.31
|
0.36
|
ng/g creatinine
|
0.40
|
0.38
|
0.42
|
0.40
|
0.37
|
0.42
|
0.41
|
0.39
|
0.44
|
Northwest China
|
ng/L
|
0.34
|
0.31
|
0.38
|
0.39
|
0.35
|
0.43
|
0.29
|
0.25
|
0.33
|
ng/g creatinine
|
0.38
|
0.34
|
0.42
|
0.41
|
0.36
|
0.46
|
0.34
|
0.29
|
0.40
|
Southwest China
|
ng/L
|
0.31*
|
0.29
|
0.33
|
0.35
|
0.31
|
0.39
|
0.27
|
0.25
|
0.29
|
ng/g creatinine
|
0.35*
|
0.33
|
0.37
|
0.37
|
0.32
|
0.42
|
0.33
|
0.31
|
0.35
|
Note. † reference category
* significantly different from estimate for reference category (p < 0.05)
The volume-based geometric mean (GM) concentration was 9.47 µg/L (Table 3). The GM of urine dimethoate in the female group (8.55 µg/L) was significantly lower than that in the male group (10.64 µg/L). The GM dimethoate concentration rose significantly from 9.12 (µg/L) at the normal BMI (18.5≤BMI≤23.9) to 14.68 (µg/L) at the overweight BMI (BMI>23.9). However, only a moderate change of GM dimethoate concentration was observed between the normal BMI (9.12 µg/L) and the less-weight BMI (BMI<18.5) (8.74 µg/L).
Table 3. Weighted geometric means of urinary dimethoate, bisphenol A and benzo(a)pyrene, by sex and BMI group, freshmen aged 17-19 years, China
|
|
Total
|
Males
|
Females
|
BMI group
|
|
Geometric mean
|
95%
confidence interval
|
Geometric mean
|
95%
confidence interval
|
Geometric mean
|
95%
confidence interval
|
from
|
to
|
from
|
to
|
from
|
to
|
Urinary dimethoate
|
Total
|
µg/L
|
9.47
|
9.28
|
9.67
|
10.64
|
10.34
|
10.95
|
8.55‡
|
8.35
|
8.74
|
µg/g creatinine
|
10.80
|
10.58
|
11.02
|
11.11
|
10.76
|
11.46
|
10.53‡
|
10.26
|
10.80
|
<18.5
|
µg/L
|
8.74
|
8.28
|
9.23
|
9.66
|
9.02
|
10.36
|
7.88
|
7.39
|
8.40
|
µg/g creatinine
|
10.01
|
9.48
|
10.57
|
10.33
|
9.66
|
11.06
|
9.68
|
8.86
|
10.58
|
18.5 to 23.9†
|
µg/L
|
9.12
|
8.96
|
9.29
|
10.19
|
9.95
|
10.42
|
8.30
|
8.13
|
8.47
|
µg/g creatinine
|
10.43
|
10.23
|
10.62
|
10.60
|
10.32
|
10.89
|
10.28
|
10.01
|
10.55
|
>23.9
|
µg/L
|
14.68*
|
13.68
|
15.75
|
17.49*
|
16.10
|
19.00
|
12.41*
|
11.68
|
13.18
|
µg/g creatinine
|
16.21*
|
15.13
|
17.37
|
18.16*
|
16.27
|
20.27
|
14.54*
|
13.63
|
15.51
|
Urinary bisphenol A
|
Total
|
µg/L
|
3.54
|
3.48
|
3.61
|
3.52
|
3.43
|
3.62
|
3.56
|
3.49
|
3.65
|
µg/g creatinine
|
4.04
|
3.96
|
4.12
|
3.68
|
3.57
|
3.79
|
4.39
|
4.28
|
4.50
|
<18.5
|
µg/L
|
2.93*
|
2.79
|
3.07
|
2.83
|
2.64
|
3.04
|
3.03
|
2.84
|
3.23
|
µg/g creatinine
|
3.35
|
3.15
|
3.56
|
3.03
|
2.83
|
3.24
|
3.72
|
3.41
|
4.07
|
18.5 to 23.9†
|
µg/L
|
3.50
|
3.44
|
3.55
|
3.47
|
3.39
|
3.55
|
3.52
|
3.44
|
3.60
|
µg/g creatinine
|
4.00
|
3.91
|
4.08
|
3.61
|
3.51
|
3.71
|
4.36
|
4.24
|
4.47
|
>23.9
|
µg/L
|
4.94*
|
4.70
|
5.20
|
5.13*
|
4.72
|
5.57
|
4.77*
|
4.49
|
5.07
|
µg/g creatinine
|
5.46*
|
5.14
|
5.80
|
5.32*
|
4.77
|
5.94
|
5.59*
|
5.24
|
6.00
|
Urinary benzo(a)pyrene
|
Total
|
ng/L
|
0.34
|
0.33
|
0.35
|
0.38
|
0.37
|
0.39
|
0.31‡
|
0.30
|
0.32
|
ng/g creatinine
|
0.39
|
0.38
|
0.40
|
0.40
|
0.39
|
0.41
|
0.38‡
|
0.37
|
0.39
|
<18.5
|
ng/L
|
0.27*
|
0.25
|
0.28
|
0.29
|
0.27
|
0.31
|
0.25
|
0.23
|
0.26
|
ng/g creatinine
|
0.31
|
0.29
|
0.32
|
0.31
|
0.29
|
0.33
|
0.30
|
0.28
|
0.33
|
18.5 to 23.9†
|
ng/L
|
0.34
|
0.33
|
0.35
|
0.38
|
0.37
|
0.39
|
0.31
|
0.30
|
0.32
|
ng/g creatinine
|
0.39
|
0.38
|
0.40
|
0.40
|
0.39
|
0.41
|
0.38
|
0.37
|
0.39
|
>23.9
|
ng/L
|
0.45*
|
0.42
|
0.48
|
0.52*
|
0.48
|
0.57
|
0.39
|
0.37
|
0.41
|
ng/g creatinine
|
0.50*
|
0.46
|
0.53
|
0.54*
|
0.49
|
0.61
|
0.45
|
0.43
|
0.48
|
Note. † reference category
* significantly different from estimate for reference category (p < 0.05)
‡ significantly different from estimate for males (p < 0.05)
Males with a BMI of more than 23.9 had significantly higher GM dimethoate concentration (17.49 µg/L) compared with the normal BMI (10.19 µg/L). Likewise, females with a BMI of more than 23.9 had significantly higher GM dimethoate concentration (12.41µg/L) compared with the normal BMI (8.3 µg/L).
Standardizing dimethoate with urinary creatinine concentrations resulted in a GM dimethoate concentration of 10.80 µg/g for all recruited people. The standardized GM of dimethoate concentrations in the female group (10.53 µg/g) was significantly lower than that in the male group (11.11 µg/g). The standardized GM of dimethoate concentrations in people with an overweight BMI (16.21 µg/g) was significantly higher than other BMI groups. The only moderate change was observed between the normal BMI (10.43 µg/g) and the BMI less than 18.5 (10.01 µg/g).
The standardized GM of dimethoate concentrations in the overweight male (18.16 µg/g) was significantly higher than that in normal (10.60 µg/g) or less weight male (10.33 µg/g). Likewise, overweight females had significantly higher standardized GM of dimethoate concentration (14.54 µg/g) than normal (10.28 µg/g) or fewer weight females (9.68 µg/g).
The volume-based GM of urine BPA concentration was 3.54 µg/L (Table 3). Interestingly, the GM of urine BPA in the female group (3.56 µg/L) had no significant difference from that in the male group (3.52 µg/L). People with overweight BMI had higher GM of urine BPA concentration (4.94 µg/L) compared with the one with normal (3.50 µg/L) or less weight BMI (2.93 µg/L). Notably, a significant change of GM BPA concentration was also observed between the normal BMI and the less-weight BMI.
Males with overweight BMI had significantly higher GM BPA concentration (5.13 µg/L) compared with the normal BMI (3.47 µg/L) and less weight BMI (2.83 µg/L). Likewise, females with overweight BMI also had significantly higher GM BPA concentration (4.77 µg/L) compared with the normal BMI (3.52 µg/L) and less weight BMI (3.03 µg/L).
Standardizing BPA with urinary creatinine concentrations resulted in a GM BPA concentration of 4.04 µg/g for all recruited people. There was no significant difference found between the male group (3.68 µg/g) and the female group (4.39 µg/g). The standardized GM of BPA concentrations in people with an overweight BMI (5.46 µg/g) was significantly higher than other BMI groups. The only moderate change was observed between the normal BMI (4.00 µg/g) and the less-weight BMI (3.35 µg/g).
The standardized GM of BPA concentrations in the overweight male (5.32 µg/g) was significantly higher than that in normal (3.61 µg/g) or less weight male (3.03 µg/g). Likewise, overweight females had significantly higher standardized GM of BPA concentration (5.59 µg/g) than normal (4.36 µg/g) or fewer weight females (3.72 µg/g).
The volume-based GM of urine BaP concentration was 0.34 ng/L (Table 3). The GM of urine BaP in the female group (0.31 ng/L) was significantly lower than that in the male group (0.38 ng/L). People with overweight BMI had a higher GM of urine BaP concentration (0.45 ng/L) compared with the ones with normal (0.34 ng/L) or less weight BMI (0.27 ng/L). Notably, a significant change of GM BaP concentration was also observed between the normal BMI and the less-weight BMI.
Males with overweight BMI had significantly higher GM BaP concentration (0.52 ng/L) compared with the normal BMI (0.38 ng/L) and less weight BMI (0.29 ng/L). Likewise, females with overweight BMI also had significantly higher GM BaP concentration (0.39 ng/L) compared with the normal BMI (0.31 ng/L) and less weight BMI (0.25 ng/L).
Standardizing BaP with urinary creatinine concentrations resulted in a GM BaP concentration of 0.39 ng/g for all recruited people. A significant difference was found between the male group (0.40 ng/g) and the female group (0.38 ng/g). The standardized GM of BaP concentrations in people with an overweight BMI (0.50 ng/g) was significantly higher than other BMI groups. A significant change was also observed between the normal BMI (0.39 ng/g) and the less-weight BMI (0.31 ng/g).
The standardized GM of BaP concentrations in the overweight male (0.54 ng/g) was significantly higher than that in normal (0.40 ng/g) or less weight male (0.31 ng/g). Likewise, overweight females had significantly higher standardized GM of dimethoate concentration (0.45 ng/g) than normal (0.38 ng/g) or fewer weight females (0.30 ng/g).
Association between urinary toxins levels and BMI, as well as the potential confounding effects of age, gender, and waist, was additionally studied in the regression model (Table 4). Particularly, in this regression model, urinary dimethoate, BPA, and BaP were not associated with age and waist. In turn, gender and BMI were considered as significant predictors of the volume-based concentration of urinary dimethoate, BPA, and BaP. Notably, the male gender was positively associated with the volume-based concentration of urinary dimethoate and BaP while inversely associated with urinary BPA. However, after being standardized by urinary creatinine, the male gender was only inversely associated with urinary BPA. It was also notable that BMI was positively associated with both volume-based and standardized concentrations of urinary dimethoate, BaP, and BPA.
Table 4. Multiple linear regression analysis of the impact of BMI, waist, and gender on the urine toxins in the freshmen
Predictor
|
Unstandardized
|
Standardized by creatinine
|
|
Dimethoate
|
Bisphenol A
|
Benzo(a)pyrene
|
Dimethoate
|
Bisphenol A
|
Benzo(a)pyrene
|
|
β
|
p
|
β
|
p
|
β
|
p
|
β
|
p
|
β
|
p
|
β
|
p
|
Gender
|
1.739
|
<0.001*
|
-0.183
|
0.001*
|
0.063
|
<0.001*
|
0.183
|
0.416
|
-0.880
|
<0.001*
|
0.007
|
0.394
|
Age
|
0.011
|
0.923
|
-0.013
|
0.734
|
-0.001
|
0.797
|
-0.096
|
0.535
|
-0.060
|
0.278
|
-0.005
|
0.317
|
BMI
|
0.572
|
<0.001*
|
0.170
|
<0.001*
|
0.016
|
<0.001*
|
0.588
|
<0.001*
|
0.172
|
<0.001*
|
0.016
|
<0.001*
|
Waist
|
0.007
|
0.648
|
0.004
|
0.476
|
7.743E-5
|
0.877
|
0.010
|
0.647
|
0.005
|
0.477
|
0.000224
|
0.756
|
Note. * significantly different from estimate for the reference category