ED-CORTISOL-CBCL
Main results
Note:
- CBCL VS AGE: bilenberg 1999 (not necessarily positively correlated)
1 Main results
1.1 Flowchart
1.2 Population description
Characteristic | Overall N = 1,0241 |
BiSC N = 6071 |
SEPAGES N = 4171 |
p-value2 |
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Maternal BMI (kg/m2) | <0.001 | |||
Normal (18.5 to 24.9) | 687 (71%) | 375 (67%) | 312 (75%) | |
Underweight (<18.5) | 48 (4.9%) | 20 (3.6%) | 28 (6.8%) | |
Overweight (>=25) | 238 (24%) | 164 (29%) | 74 (18%) | |
Missing | 51 | 48 | 3 | |
Maternal age (years) | 33.9 (31.0, 36.8) | 35.0 (32.0, 38.0) | 32.3 (30.0, 35.3) | <0.001 |
Maternal education | <0.001 | |||
Below university | 156 (15%) | 134 (22%) | 22 (5.3%) | |
University, below master | 323 (32%) | 168 (28%) | 155 (37%) | |
University, master or above | 543 (53%) | 305 (50%) | 238 (57%) | |
Missing | 2 | 0 | 2 | |
Ethnicity | <0.001 | |||
European | 894 (88%) | 495 (82%) | 399 (97%) | |
Other | 126 (12%) | 112 (18%) | 14 (3.4%) | |
Missing | 4 | 0 | 4 | |
Anxiety z-score | 0.00 (-0.70, 0.60) | -0.18 (-0.70, 0.55) | 0.00 (-0.70, 0.60) | 0.9 |
Missing | 80 | 67 | 13 | |
Parity | <0.001 | |||
Nulliparous | 587 (57%) | 393 (65%) | 194 (47%) | |
Multiparous | 437 (43%) | 214 (35%) | 223 (53%) | |
Passive smoking during pregnancy | 305 (31%) | 229 (39%) | 76 (19%) | <0.001 |
Missing | 45 | 21 | 24 | |
Alcohol intake during pregnancy | 262 (27%) | 169 (29%) | 93 (23%) | 0.014 |
Missing | 38 | 34 | 4 | |
Folic acid intake during pregnancy | 705 (82%) | 338 (76%) | 367 (88%) | <0.001 |
Missing | 163 | 161 | 2 | |
Active smoking during pregnancy | 68 (6.9%) | 45 (7.5%) | 23 (6.0%) | 0.4 |
Missing | 44 | 8 | 36 | |
Timing of second trimester urine sample (gest. weeks) | 18.9 (17.4, 20.9) | 20.3 (18.4, 22.6) | 17.7 (16.4, 18.9) | <0.001 |
Missing | 172 | 135 | 37 | |
Timing of third trimester urine sample (gest. weeks) | 35.70 (34.35, 37.00) | 36.71 (35.71, 37.71) | 34.00 (32.30, 35.30) | <0.001 |
Missing | 112 | 70 | 42 | |
Hair collection (gest. weeks) | 33.0 (31.7, 41.9) | 31.9 (31.1, 32.4) | 42.0 (41.1, 42.9) | <0.001 |
Missing | 98 | 98 | 0 | |
Time between hair coll. and horm. assessment (months) | 12 (5, 49) | 6 (4, 11) | 51 (45, 59) | <0.001 |
Missing | 155 | 98 | 57 | |
∑Cortisol (nmol/g) | 0.024 (0.016, 0.037) | 0.027 (0.020, 0.037) | 0.019 (0.010, 0.037) | <0.001 |
Missing | 171 | 102 | 69 | |
Season of birth | 0.5 | |||
Winter | 202 (20%) | 116 (19%) | 86 (21%) | |
Other | 822 (80%) | 491 (81%) | 331 (79%) | |
Child sex | 0.075 | |||
Male | 528 (52%) | 299 (49%) | 229 (55%) | |
Female | 496 (48%) | 308 (51%) | 188 (45%) | |
Breasfeeding (N weeks) | 35 (17, 48) | 48 (26, 48) | 26 (15, 42) | <0.001 |
Missing | 18 | 9 | 9 | |
Child in daycare at 12 months | 378 (45%) | 255 (51%) | 123 (35%) | <0.001 |
Missing | 175 | 111 | 64 | |
Age at CBCL questionnaire (months) | 19.72 (18.74, 24.55) | 18.84 (18.44, 19.44) | 24.68 (24.45, 25.12) | <0.001 |
Externalizing problems | 11 (7, 16) | 10 (5, 14) | 12 (9, 17) | <0.001 |
Missing | 1 | 0 | 1 | |
Internalizing problems | 4.0 (2.0, 8.0) | 3.0 (1.0, 6.0) | 6.0 (3.0, 9.0) | <0.001 |
1 n (%); Median (Q1, Q3) | ||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test |
1.3 Exposure description
Raw data
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Standardized data
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BiSC
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SEPAGES
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BiSC
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SEPAGES
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N | %>LOD | p5 | p50 | p95 | N | %>LOD | p5 | p50 | p95 | N | %>LOD | p5 | p50 | p95 | N | %>LOD | p5 | p50 | p95 | |
Trimester 2 | ||||||||||||||||||||
Benzophenone-3 | 455 | 100% | 0.91 | 5.18 | 140.43 | 415 | 100% | 0.25 | 1.14 | 37.35 | 455 | 100% | 0.68 | 3.54 | 81.91 | 415 | 100% | 0.17 | 0.81 | 26.13 |
Bisphenol A | 455 | 86% | 0.03 | 2.52 | 25.22 | 415 | 99% | 0.67 | 2.00 | 7.97 | 455 | 86% | 0.02 | 1.00 | 11.53 | 415 | 100% | 0.65 | 1.83 | 7.93 |
Bisphenol S | 455 | 59% | 0.03 | 0.50 | 3.55 | 415 | 24% | 0.00 | 0.00 | 3.69 | 455 | 61% | 0.03 | 0.33 | 2.83 | 415 | 13% | 0.00 | 0.00 | 1.01 |
Ethylparaben | 455 | 100% | 0.85 | 2.53 | 48.86 | 415 | 100% | 0.26 | 0.70 | 30.09 | 455 | 100% | 0.90 | 2.20 | 40.21 | 415 | 100% | 0.29 | 0.87 | 35.45 |
Methylparaben | 455 | 100% | 4.48 | 14.91 | 231.49 | 415 | 100% | 2.68 | 12.33 | 280.62 | 455 | 100% | 7.08 | 19.98 | 313.08 | 415 | 100% | 2.15 | 10.77 | 212.00 |
Propylparaben | 455 | 87% | 0.02 | 0.52 | 37.27 | 415 | 80% | 0.01 | 0.40 | 59.34 | 455 | 87% | 0.02 | 0.52 | 37.27 | 415 | 78% | 0.00 | 0.32 | 42.51 |
Triclosan | 455 | 93% | 0.04 | 0.79 | 126.12 | 415 | 98% | 0.21 | 0.91 | 186.31 | 455 | 94% | 0.03 | 0.59 | 88.67 | 415 | 98% | 0.21 | 0.91 | 186.31 |
Trimester 3 | ||||||||||||||||||||
Benzophenone-3 | 523 | 100% | 0.82 | 4.89 | 128.64 | 409 | 100% | 0.24 | 0.99 | 27.55 | 523 | 100% | 0.51 | 3.39 | 71.23 | 409 | 100% | 0.17 | 0.71 | 16.77 |
Bisphenol A | 523 | 87% | 0.03 | 2.90 | 25.39 | 409 | 98% | 0.52 | 1.78 | 9.20 | 523 | 87% | 0.02 | 1.16 | 10.46 | 409 | 99% | 0.49 | 1.66 | 7.83 |
Bisphenol S | 523 | 56% | 0.03 | 0.43 | 3.30 | 407 | 27% | 0.00 | 0.00 | 2.94 | 523 | 58% | 0.02 | 0.30 | 2.76 | 407 | 11% | 0.00 | 0.00 | 0.32 |
Ethylparaben | 523 | 100% | 0.93 | 2.70 | 30.83 | 409 | 100% | 0.21 | 0.73 | 21.85 | 523 | 100% | 0.98 | 2.54 | 23.86 | 409 | 100% | 0.25 | 0.91 | 25.45 |
Methylparaben | 523 | 100% | 5.16 | 17.63 | 1,160.68 | 409 | 100% | 2.86 | 12.24 | 2,635.94 | 523 | 100% | 7.79 | 24.55 | 1,321.53 | 409 | 100% | 2.10 | 11.06 | 1,993.47 |
Propylparaben | 523 | 89% | 0.02 | 0.69 | 149.33 | 409 | 80% | 0.00 | 0.56 | 158.91 | 523 | 89% | 0.02 | 0.69 | 149.33 | 409 | 77% | 0.00 | 0.38 | 110.42 |
Triclosan | 523 | 89% | 0.02 | 0.71 | 110.14 | 409 | 98% | 0.19 | 0.86 | 197.39 | 523 | 90% | 0.02 | 0.50 | 61.85 | 409 | 98% | 0.19 | 0.86 | 197.39 |
1.4 EWAS
See Table 4 for detail on model Ns.
1.4.1 Direct association
1.4.1.1 Non linear (quartiles)
see allp-values Table 5
1.4.2 Sex interaction
2 BKMR
2.1 Overall
2.2 By sex
3 Mediation
Nonparametric Bootstrap Confidence Intervals with the Percentile Method
3.1 Main and by sex
Male + Female
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Female
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Female
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Male
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Est. (95% CI) | p | ||||
Est. (95% CI) | p | Est. (95% CI) | p | |||
Methylparaben - Trimester 3 - Internalizing | ||||||
Indirect effect | 0.000 (-0.001, 0.002) | 0.9 | — | — | — | — |
Direct effect | 0.051 (0.013, 0.085) | 0.006 | — | — | — | — |
Total Effect | 0.051 (0.013, 0.085) | 0.006 | — | — | — | — |
Prop. Mediated | 0.003 (-0.041, 0.064) | 0.9 | — | — | — | — |
Methylparaben - Trimester 3 - Externalizing | ||||||
Indirect effect | 0.000 (-0.002, 0.002) | >0.9 | — | — | — | — |
Direct effect | 0.048 (0.011, 0.087) | 0.002 | — | — | — | — |
Total Effect | 0.048 (0.010, 0.087) | 0.002 | — | — | — | — |
Prop. Mediated | 0.000 (-0.052, 0.037) | >0.9 | — | — | — | — |
Propylparaben - Trimester 2 - Externalizing | ||||||
Indirect effect | — | — | — | — | -0.002 (-0.008, 0.004) | 0.5 |
Direct effect | — | — | — | — | -0.033 (-0.073, 0.008) | 0.12 |
Total Effect | — | — | — | — | -0.035 (-0.074, 0.005) | 0.10 |
Prop. Mediated | — | — | — | — | 0.044 (-0.417, 0.704) | 0.6 |
Butylparaben - Trimester 2 - Internalizing | ||||||
Indirect effect | — | — | — | — | -0.011 (-0.055, 0.013) | 0.4 |
Direct effect | — | — | — | — | -0.275 (-0.542, -0.033) | 0.034 |
Total Effect | — | — | — | — | -0.286 (-0.561, -0.038) | 0.030 |
Prop. Mediated | — | — | — | — | 0.039 (-0.073, 0.265) | 0.4 |
Bisphenol S - Trimester 3 - Internalizing | ||||||
Indirect effect | — | — | 0.000 (-0.017, 0.012) | >0.9 | — | — |
Direct effect | — | — | 0.232 (0.057, 0.425) | 0.016 | — | — |
Total Effect | — | — | 0.232 (0.059, 0.425) | 0.016 | — | — |
Prop. Mediated | — | — | 0.000 (-0.089, 0.080) | >0.9 | — | — |
4 Supplementary data
4.1 N for each model
Characteristic | Overall N = 1,0241 |
BiSC N = 6071 |
SEPAGES N = 4171 |
---|---|---|---|
pool1 | 870 (85%) | 455 (75%) | 415 (100%) |
pool2 | 932 (91%) | 523 (86%) | 409 (98%) |
1 n (%) |
4.2 Non linearity test
Internalizing
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Externalizing
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Anova | Trend | Coding | Anova | Trend | Coding | |
Trimester 2 | ||||||
Benzophenone-3 | 0.044 | 0.036 | Linear | 0.10 | — | Linear |
Bisphenol A | 0.4 | — | Linear | 0.4 | — | Linear |
Ethylparaben | 0.3 | — | Linear | 0.3 | — | Linear |
Methylparaben | 0.002 | 0.037 | Linear | 0.002 | 0.013 | Linear |
Propylparaben | 0.4 | — | Linear | 0.5 | — | Linear |
Triclosan | 0.080 | — | Linear | 0.10 | — | Linear |
Trimester 3 | ||||||
Benzophenone-3 | 0.005 | <0.001 | Linear | 0.8 | — | Linear |
Bisphenol A | 0.024 | 0.3 | Quartiles | 0.2 | — | Linear |
Ethylparaben | 0.044 | 0.008 | Linear | 0.7 | — | Linear |
Methylparaben | <0.001 | 0.4 | Quartiles | 0.3 | — | Linear |
Propylparaben | 0.015 | 0.5 | Quartiles | 0.2 | — | Linear |
Triclosan | 0.046 | 0.3 | Quartiles | 0.011 | 0.060 | Quartiles |
4.3 Model outputs
4.3.1 EWAS
4.3.1.1 Main
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 2 | ||||||
Benzophenone-3 | 869.00 | 0.03 (-0.08, 0.13) | 0.6 | 870.00 | 0.01 (-0.09, 0.11) | 0.8 |
Bisphenol A | 869.00 | -0.05 (-0.16, 0.05) | 0.3 | 870.00 | -0.07 (-0.18, 0.04) | 0.2 |
Bisphenol S | 869.00 | -0.12 (-0.26, 0.03) | 0.11 | 870.00 | -0.06 (-0.2, 0.08) | 0.4 |
Butylparaben | 869.00 | -0.11 (-0.28, 0.06) | 0.2 | 870.00 | -0.06 (-0.23, 0.11) | 0.5 |
Ethylparaben | 869.00 | -0.07 (-0.19, 0.05) | 0.3 | 870.00 | 0 (-0.12, 0.11) | >0.9 |
Methylparaben | 869.00 | -0.1 (-0.22, 0.02) | 0.088 | 870.00 | -0.04 (-0.16, 0.07) | 0.4 |
Propylparaben | 869.00 | -0.05 (-0.11, 0.01) | 0.12 | 870.00 | -0.04 (-0.09, 0.02) | 0.2 |
Triclosan | 869.00 | 0.07 (0, 0.15) | 0.065 | 870.00 | 0.02 (-0.06, 0.09) | 0.6 |
Trimester 3 | ||||||
Benzophenone-3 | 931.00 | 0.06 (-0.03, 0.16) | 0.2 | 932.00 | -0.08 (-0.18, 0.02) | 0.11 |
Bisphenol A | 931.00 | 0 (-0.1, 0.09) | >0.9 | 932.00 | -0.02 (-0.12, 0.07) | 0.6 |
Bisphenol S | 931.00 | 0.04 (-0.1, 0.17) | 0.6 | 932.00 | 0.05 (-0.08, 0.19) | 0.4 |
Butylparaben | 931.00 | 0.07 (-0.1, 0.24) | 0.4 | 932.00 | -0.01 (-0.18, 0.16) | >0.9 |
Ethylparaben | 931.00 | 0.05 (-0.07, 0.17) | 0.4 | 932.00 | -0.06 (-0.18, 0.06) | 0.3 |
Methylparaben | 931.00 | 0.1 (0.02, 0.18) | 0.017 | 932.00 | 0.11 (0.03, 0.19) | 0.010 |
Propylparaben | 931.00 | 0.03 (-0.02, 0.08) | 0.3 | 932.00 | 0.02 (-0.03, 0.07) | 0.5 |
Triclosan | 931.00 | 0.05 (-0.02, 0.12) | 0.15 | 932.00 | 0 (-0.07, 0.07) | >0.9 |
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 2 | ||||||
Benzophenone-3 | 869.00 | 0.17 (-0.51, 0.87) | 0.6 | 870.00 | 0.05 (-0.35, 0.47) | 0.8 |
Bisphenol A | 869.00 | -0.35 (-1.03, 0.36) | 0.3 | 870.00 | -0.28 (-0.68, 0.14) | 0.2 |
Bisphenol S | 869.00 | -0.77 (-1.67, 0.17) | 0.11 | 870.00 | -0.24 (-0.77, 0.34) | 0.4 |
Butylparaben | 869.00 | -0.74 (-1.81, 0.39) | 0.2 | 870.00 | -0.25 (-0.88, 0.44) | 0.5 |
Ethylparaben | 869.00 | -0.45 (-1.2, 0.33) | 0.3 | 870.00 | -0.02 (-0.47, 0.46) | >0.9 |
Methylparaben | 869.00 | -0.67 (-1.41, 0.1) | 0.088 | 870.00 | -0.18 (-0.62, 0.29) | 0.4 |
Propylparaben | 869.00 | -0.31 (-0.7, 0.08) | 0.12 | 870.00 | -0.14 (-0.37, 0.09) | 0.2 |
Triclosan | 869.00 | 0.48 (-0.03, 1.01) | 0.065 | 870.00 | 0.07 (-0.23, 0.39) | 0.6 |
Trimester 3 | ||||||
Benzophenone-3 | 931.00 | 0.43 (-0.22, 1.1) | 0.2 | 932.00 | -0.31 (-0.68, 0.07) | 0.11 |
Bisphenol A | 931.00 | -0.01 (-0.63, 0.63) | >0.9 | 932.00 | -0.1 (-0.46, 0.28) | 0.6 |
Bisphenol S | 931.00 | 0.25 (-0.63, 1.15) | 0.6 | 932.00 | 0.22 (-0.31, 0.78) | 0.4 |
Butylparaben | 931.00 | 0.48 (-0.64, 1.65) | 0.4 | 932.00 | -0.04 (-0.68, 0.66) | >0.9 |
Ethylparaben | 931.00 | 0.36 (-0.44, 1.18) | 0.4 | 932.00 | -0.23 (-0.68, 0.24) | 0.3 |
Methylparaben | 931.00 | 0.67 (0.12, 1.24) | 0.017 | 932.00 | 0.44 (0.1, 0.8) | 0.010 |
Propylparaben | 931.00 | 0.2 (-0.14, 0.53) | 0.3 | 932.00 | 0.06 (-0.14, 0.27) | 0.5 |
Triclosan | 931.00 | 0.35 (-0.12, 0.83) | 0.15 | 932.00 | 0.01 (-0.26, 0.3) | >0.9 |
4.3.1.2 Non linear
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 3 | ||||||
Bisphenol A | — | — | — | 932.00 | -0.1 (-0.29, 0.09) | 0.3 |
Bisphenol A | — | — | — | 932.00 | -0.06 (-0.25, 0.13) | 0.5 |
Bisphenol A | — | — | — | 932.00 | -0.11 (-0.3, 0.08) | 0.2 |
Methylparaben | — | — | — | 932.00 | 0.04 (-0.14, 0.23) | 0.6 |
Methylparaben | — | — | — | 932.00 | 0.11 (-0.08, 0.3) | 0.3 |
Methylparaben | — | — | — | 932.00 | 0.19 (0, 0.37) | 0.047 |
Propylparaben | — | — | — | 932.00 | -0.09 (-0.27, 0.09) | 0.3 |
Propylparaben | — | — | — | 932.00 | -0.17 (-0.35, 0.01) | 0.066 |
Propylparaben | — | — | — | 932.00 | 0.06 (-0.12, 0.24) | 0.5 |
Triclosan | 931.00 | -0.15 (-0.33, 0.03) | 0.10 | 932.00 | -0.22 (-0.4, -0.04) | 0.016 |
Triclosan | 931.00 | 0.06 (-0.13, 0.24) | 0.5 | 932.00 | -0.06 (-0.24, 0.13) | 0.5 |
Triclosan | 931.00 | 0.13 (-0.06, 0.31) | 0.2 | 932.00 | 0.01 (-0.17, 0.2) | 0.9 |
4.3.1.3 Sensitivity: By cohort
cohort |
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | ||
Trimester 3 | |||||||
Methylparaben | BiSC | 523.00 | 0.16 (0.03, 0.29) | 0.018 | 523.00 | 0.13 (0, 0.26) | 0.046 |
Methylparaben | SEPAGES | 408.00 | 0.07 (-0.04, 0.17) | 0.2 | 409.00 | 0.11 (0.01, 0.22) | 0.032 |
4.3.1.4 Sensitivity: complete case
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 2 | ||||||
Benzophenone-3 | 567.00 | 0.02 (-0.11, 0.14) | 0.8 | 567.00 | 0.08 (-0.05, 0.2) | 0.2 |
Bisphenol A | 567.00 | -0.05 (-0.19, 0.09) | 0.5 | 567.00 | -0.07 (-0.21, 0.06) | 0.3 |
Bisphenol S | 567.00 | -0.16 (-0.34, 0.02) | 0.089 | 567.00 | -0.05 (-0.23, 0.12) | 0.5 |
Butylparaben | 567.00 | -0.09 (-0.3, 0.12) | 0.4 | 567.00 | 0.01 (-0.2, 0.21) | >0.9 |
Ethylparaben | 567.00 | -0.02 (-0.16, 0.12) | 0.8 | 567.00 | 0.03 (-0.11, 0.17) | 0.7 |
Methylparaben | 567.00 | -0.04 (-0.18, 0.1) | 0.6 | 567.00 | -0.02 (-0.15, 0.12) | 0.8 |
Propylparaben | 567.00 | -0.01 (-0.08, 0.05) | 0.7 | 567.00 | -0.03 (-0.1, 0.04) | 0.4 |
Triclosan | 567.00 | 0.05 (-0.04, 0.14) | 0.3 | 567.00 | 0.02 (-0.07, 0.1) | 0.7 |
Trimester 3 | ||||||
Benzophenone-3 | 581.00 | 0.08 (-0.05, 0.2) | 0.2 | 581.00 | 0.02 (-0.1, 0.14) | 0.7 |
Bisphenol A | 581.00 | -0.04 (-0.16, 0.08) | 0.5 | 581.00 | 0.04 (-0.08, 0.15) | 0.6 |
Bisphenol S | 581.00 | 0.07 (-0.1, 0.24) | 0.4 | 581.00 | 0.05 (-0.11, 0.21) | 0.5 |
Butylparaben | 581.00 | 0.26 (0.05, 0.47) | 0.016 | 581.00 | 0.16 (-0.05, 0.36) | 0.13 |
Ethylparaben | 581.00 | 0.1 (-0.05, 0.26) | 0.2 | 581.00 | 0.02 (-0.12, 0.17) | 0.8 |
Methylparaben | 581.00 | 0.11 (0.01, 0.21) | 0.025 | 581.00 | 0.13 (0.04, 0.23) | 0.005 |
Propylparaben | 581.00 | 0.03 (-0.04, 0.09) | 0.4 | 581.00 | 0.03 (-0.03, 0.09) | 0.3 |
Triclosan | 581.00 | 0.09 (0, 0.18) | 0.046 | 581.00 | 0.01 (-0.08, 0.1) | 0.8 |
4.3.1.5 Sensitivity: Non standardised
Externalizing
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Internalizing
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N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 2 | ||||||
Benzophenone-3 | 869.00 | 0.02 (-0.08, 0.12) | 0.7 | 870.00 | 0.02 (-0.08, 0.12) | 0.7 |
Bisphenol A | 869.00 | -0.04 (-0.14, 0.06) | 0.4 | 870.00 | -0.05 (-0.15, 0.05) | 0.4 |
Bisphenol S | 869.00 | -0.12 (-0.26, 0.03) | 0.11 | 870.00 | -0.06 (-0.2, 0.08) | 0.4 |
Butylparaben | 869.00 | -0.11 (-0.28, 0.06) | 0.2 | 870.00 | -0.06 (-0.23, 0.11) | 0.5 |
Ethylparaben | 869.00 | -0.08 (-0.19, 0.03) | 0.2 | 870.00 | -0.01 (-0.12, 0.1) | 0.9 |
Methylparaben | 869.00 | -0.12 (-0.23, -0.01) | 0.039 | 870.00 | -0.04 (-0.16, 0.07) | 0.5 |
Propylparaben | 869.00 | -0.05 (-0.11, 0.01) | 0.11 | 870.00 | -0.03 (-0.09, 0.03) | 0.4 |
Triclosan | 869.00 | 0.07 (-0.01, 0.14) | 0.082 | 870.00 | 0.02 (-0.06, 0.09) | 0.7 |
Trimester 3 | ||||||
Benzophenone-3 | 931.00 | 0.06 (-0.03, 0.16) | 0.2 | 932.00 | -0.07 (-0.17, 0.02) | 0.13 |
Bisphenol A | 931.00 | 0 (-0.1, 0.09) | >0.9 | 932.00 | -0.01 (-0.11, 0.08) | 0.8 |
Bisphenol S | 931.00 | 0.04 (-0.1, 0.17) | 0.6 | 932.00 | 0.05 (-0.08, 0.19) | 0.4 |
Butylparaben | 931.00 | 0.07 (-0.1, 0.24) | 0.4 | 932.00 | -0.01 (-0.18, 0.16) | >0.9 |
Ethylparaben | 931.00 | 0.04 (-0.07, 0.16) | 0.5 | 932.00 | -0.05 (-0.17, 0.06) | 0.4 |
Methylparaben | 931.00 | 0.1 (0.02, 0.18) | 0.020 | 932.00 | 0.1 (0.02, 0.18) | 0.011 |
Propylparaben | 931.00 | 0.04 (-0.01, 0.09) | 0.2 | 932.00 | 0.02 (-0.03, 0.07) | 0.4 |
Triclosan | 931.00 | 0.05 (-0.02, 0.12) | 0.15 | 932.00 | 0 (-0.07, 0.07) | >0.9 |
4.3.1.6 Sensitivity: Winsorised
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Trimester 2 | ||||||
Benzophenone-3 | 869.00 | 0.03 (-0.08, 0.13) | 0.6 | 870.00 | 0.02 (-0.08, 0.12) | 0.7 |
Bisphenol A | 869.00 | -0.05 (-0.16, 0.05) | 0.3 | 870.00 | -0.07 (-0.18, 0.03) | 0.2 |
Ethylparaben | 869.00 | -0.06 (-0.18, 0.06) | 0.3 | 870.00 | 0 (-0.12, 0.12) | >0.9 |
Methylparaben | 869.00 | -0.1 (-0.22, 0.02) | 0.11 | 870.00 | -0.05 (-0.17, 0.07) | 0.4 |
Propylparaben | 869.00 | -0.05 (-0.11, 0.01) | 0.11 | 870.00 | -0.04 (-0.1, 0.02) | 0.2 |
Triclosan | 869.00 | 0.07 (-0.01, 0.15) | 0.069 | 870.00 | 0.02 (-0.06, 0.09) | 0.7 |
Trimester 3 | ||||||
Benzophenone-3 | 931.00 | 0.06 (-0.04, 0.16) | 0.2 | 932.00 | -0.08 (-0.18, 0.02) | 0.10 |
Bisphenol A | 931.00 | 0 (-0.1, 0.09) | >0.9 | 932.00 | -0.02 (-0.12, 0.07) | 0.6 |
Ethylparaben | 931.00 | 0.06 (-0.07, 0.18) | 0.4 | 932.00 | -0.05 (-0.17, 0.07) | 0.4 |
Methylparaben | 931.00 | 0.1 (0.01, 0.18) | 0.023 | 932.00 | 0.11 (0.03, 0.19) | 0.010 |
Propylparaben | 931.00 | 0.03 (-0.02, 0.08) | 0.3 | 932.00 | 0.02 (-0.04, 0.07) | 0.6 |
Triclosan | 931.00 | 0.05 (-0.02, 0.12) | 0.2 | 932.00 | 0 (-0.07, 0.07) | >0.9 |
4.3.2 Sex interaction
4.3.2.1 Main
sex |
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | ||
Trimester 2 | |||||||
Bisphenol A | Male | 869 | 0.04 (-0.11, 0.18) | 0.6 | — | — | |
Bisphenol A | Female | 869 | -0.14 (-0.29, 0) | 0.056 | — | — | |
Butylparaben | Male | — | — | 870 | 0.11 (-0.12, 0.34) | 0.3 | |
Butylparaben | Female | — | — | 870 | -0.28 (-0.53, -0.03) | 0.031 | |
Propylparaben | Male | 869 | 0 (-0.08, 0.08) | >0.9 | — | — | |
Propylparaben | Female | 869 | -0.11 (-0.19, -0.02) | 0.016 | — | — | |
Trimester 3 | |||||||
Bisphenol S | Male | 931 | 0.17 (-0.01, 0.35) | 0.068 | 932 | 0.22 (0.04, 0.4) | 0.018 |
Bisphenol S | Female | 931 | -0.1 (-0.29, 0.08) | 0.3 | 932 | -0.12 (-0.3, 0.07) | 0.2 |
sex |
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | ||
Trimester 2 | |||||||
Bisphenol A | Male | 869 | 0.24 (-0.71, 1.24) | 0.6 | — | — | |
Bisphenol A | Female | 869 | -0.93 (-1.84, 0.02) | 0.056 | — | — | |
Butylparaben | Male | — | — | 870 | 0.45 (-0.46, 1.46) | 0.3 | |
Butylparaben | Female | — | — | 870 | -1.04 (-1.85, -0.1) | 0.031 | |
Propylparaben | Male | 869 | 0.02 (-0.51, 0.57) | >0.9 | — | — | |
Propylparaben | Female | 869 | -0.69 (-1.24, -0.13) | 0.016 | — | — | |
Trimester 3 | |||||||
Bisphenol S | Male | 931 | 1.15 (-0.08, 2.44) | 0.068 | 932 | 0.92 (0.15, 1.76) | 0.018 |
Bisphenol S | Female | 931 | -0.67 (-1.83, 0.56) | 0.3 | 932 | -0.46 (-1.12, 0.27) | 0.2 |
internalizing | externalizing | |
---|---|---|
Pool 1 | ||
BP3 | 0.767735466 | 0.58960083 |
BPA | 0.863409684 | 0.07854125 |
ETPA | 0.246827217 | 0.82040447 |
MEPA | 0.230402178 | 0.51818158 |
PRPA | 0.236573898 | 0.07027870 |
TRCS | 0.630109467 | 0.40188028 |
BPS | 0.569090655 | 0.53045018 |
BUPA | 0.025089195 | 0.81842980 |
Pool 2 | ||
BP3 | 0.906144770 | 0.59321451 |
BPA | 0.503051896 | 0.40026034 |
ETPA | 0.244169087 | 0.13012573 |
MEPA | 0.151457612 | 0.25733801 |
PRPA | 0.227069353 | 0.76624277 |
TRCS | 0.807314186 | 0.60875373 |
BPS | 0.009052989 | 0.03696906 |
BUPA | 0.349205708 | 0.42446714 |
4.3.2.2 Sensitivity: Complete case
sex |
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | ||
Trimester 2 | |||||||
Bisphenol A | Male | 567 | 0.08 (-0.12, 0.27) | 0.4 | — | — | |
Bisphenol A | Female | 567 | -0.16 (-0.35, 0.02) | 0.088 | — | — | |
Butylparaben | Male | — | — | 567 | 0.15 (-0.13, 0.42) | 0.3 | |
Butylparaben | Female | — | — | 567 | -0.17 (-0.47, 0.14) | 0.3 | |
Propylparaben | Male | 567 | 0.07 (-0.03, 0.16) | 0.2 | — | — | |
Propylparaben | Female | 567 | -0.11 (-0.21, 0) | 0.040 | — | — | |
Trimester 3 | |||||||
Bisphenol S | Male | 581 | 0.11 (-0.12, 0.34) | 0.4 | 581 | 0.11 (-0.11, 0.33) | 0.3 |
Bisphenol S | Female | 581 | 0.03 (-0.2, 0.26) | 0.8 | 581 | -0.01 (-0.23, 0.21) | >0.9 |
4.3.2.3 Sensitivity: Non standardised
sex |
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | ||
Trimester 2 | |||||||
Bisphenol A | Male | 869 | 0.04 (-0.1, 0.19) | 0.6 | — | — | |
Bisphenol A | Female | 869 | -0.12 (-0.27, 0.02) | 0.089 | — | — | |
Butylparaben | Male | — | — | 870 | 0.11 (-0.12, 0.34) | 0.3 | |
Butylparaben | Female | — | — | 870 | -0.28 (-0.53, -0.03) | 0.031 | |
Propylparaben | Male | 869 | 0.01 (-0.08, 0.09) | 0.9 | — | — | |
Propylparaben | Female | 869 | -0.11 (-0.19, -0.02) | 0.015 | — | — | |
Trimester 3 | |||||||
Bisphenol S | Male | 931 | 0.17 (-0.01, 0.35) | 0.068 | 932 | 0.22 (0.04, 0.4) | 0.018 |
Bisphenol S | Female | 931 | -0.1 (-0.29, 0.08) | 0.3 | 932 | -0.12 (-0.3, 0.07) | 0.2 |
4.3.2.4 Sensitivity: Winsorised
compound | pool | sex | score | n | est_ci | p |
---|---|---|---|---|---|---|
bpa | pool1 | Male | externalizing_sqrt | 869 | 0.03 (-0.11, 0.18) | 0.6 |
bpa | pool1 | Female | externalizing_sqrt | 869 | -0.15 (-0.29, 0.00) | 0.055 |
prpa | pool1 | Male | externalizing_sqrt | 869 | 0.00 (-0.08, 0.08) | >0.9 |
prpa | pool1 | Female | externalizing_sqrt | 869 | -0.11 (-0.20, -0.02) | 0.017 |
4.3.2.5 Sensitivity: By cohort
sex | cohort |
Externalizing
|
Internalizing
|
|||||
---|---|---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |||
Trimester 2 | ||||||||
Bisphenol A | Male | BiSC | 455 | 0.06 (-0.12, 0.23) | 0.5 | — | — | |
Bisphenol A | Male | SEPAGES | 414 | -0.2 (-0.54, 0.13) | 0.2 | — | — | |
Bisphenol A | Female | BiSC | 455 | -0.19 (-0.37, -0.02) | 0.032 | — | — | |
Bisphenol A | Female | SEPAGES | 414 | 0.09 (-0.28, 0.45) | 0.6 | — | — | |
Butylparaben | Male | BiSC | — | — | 455 | -0.07 (-0.43, 0.28) | 0.7 | |
Butylparaben | Male | SEPAGES | — | — | 415 | 0.28 (0, 0.57) | 0.054 | |
Butylparaben | Female | BiSC | — | — | 455 | -0.18 (-0.59, 0.24) | 0.4 | |
Butylparaben | Female | SEPAGES | — | — | 415 | -0.34 (-0.65, -0.03) | 0.034 | |
Propylparaben | Male | BiSC | 455 | 0.02 (-0.12, 0.16) | 0.8 | — | — | |
Propylparaben | Male | SEPAGES | 414 | 0.01 (-0.09, 0.11) | 0.9 | — | — | |
Propylparaben | Female | BiSC | 455 | -0.06 (-0.2, 0.07) | 0.3 | — | — | |
Propylparaben | Female | SEPAGES | 414 | -0.16 (-0.27, -0.04) | 0.006 | — | — | |
Trimester 3 | ||||||||
Bisphenol S | Male | BiSC | 523 | 0.28 (0.02, 0.53) | 0.037 | 523 | 0.29 (0.03, 0.55) | 0.026 |
Bisphenol S | Male | SEPAGES | 408 | 0.04 (-0.23, 0.3) | 0.8 | 409 | 0.15 (-0.11, 0.41) | 0.3 |
Bisphenol S | Female | BiSC | 523 | -0.22 (-0.47, 0.02) | 0.078 | 523 | -0.16 (-0.4, 0.09) | 0.2 |
Bisphenol S | Female | SEPAGES | 408 | 0.06 (-0.25, 0.37) | 0.7 | 409 | -0.06 (-0.36, 0.25) | 0.7 |
4.3.3 Mediation
4.3.3.1 By cohort
Internalizing
|
Externalizing
|
|||||
---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Methylparaben, Trimester 3, BiSC | ||||||
Indirect effect | 463 | 0.001 (-0.002, 0.007) | 0.6 | 463 | 0.001 (-0.002, 0.006) | 0.6 |
Direct effect | 463 | 0.066 (0.008, 0.125) | 0.024 | 463 | 0.069 (0.012, 0.126) | 0.024 |
Total Effect | 463 | 0.068 (0.008, 0.125) | 0.022 | 463 | 0.070 (0.014, 0.129) | 0.024 |
Prop. Mediated | 463 | 0.018 (-0.048, 0.163) | 0.6 | 463 | 0.018 (-0.052, 0.159) | 0.6 |
Methylparaben, Trimester 3, SEPAGES | ||||||
Indirect effect | 344 | 0.002 (-0.003, 0.008) | 0.5 | 343 | 0.001 (-0.003, 0.006) | 0.7 |
Direct effect | 344 | 0.047 (0.005, 0.095) | 0.022 | 343 | 0.041 (-0.012, 0.096) | 0.13 |
Total Effect | 344 | 0.049 (0.006, 0.095) | 0.018 | 343 | 0.042 (-0.010, 0.096) | 0.12 |
Prop. Mediated | 344 | 0.032 (-0.122, 0.248) | 0.6 | 343 | 0.020 (-0.226, 0.297) | 0.8 |
4.3.3.2 By sex and by cohort
Internalizing
|
Externalizing
|
|||||
---|---|---|---|---|---|---|
N | Estimate (95% CI) | p | N | Estimate (95% CI) | p | |
Bisphenol S, Trimester 3, Male, BiSC | ||||||
Indirect effect | 214 | -0.006 (-0.041, 0.022) | 0.7 | — | — | — |
Direct effect | 214 | 0.305 (0.020, 0.565) | 0.030 | — | — | — |
Total Effect | 214 | 0.299 (0.019, 0.559) | 0.030 | — | — | — |
Prop. Mediated | 214 | -0.020 (-0.217, 0.096) | 0.7 | — | — | — |
Bisphenol S, Trimester 3, Male, SEPAGES | ||||||
Indirect effect | 194 | -0.000 (-0.030, 0.019) | >0.9 | — | — | — |
Direct effect | 194 | 0.130 (-0.094, 0.380) | 0.3 | — | — | — |
Total Effect | 194 | 0.130 (-0.094, 0.376) | 0.3 | — | — | — |
Prop. Mediated | 194 | -0.004 (-0.516, 0.531) | >0.9 | — | — | — |
Butylparaben, Trimester 2, Female, BiSC | ||||||
Indirect effect | 195 | 0.010 (-0.050, 0.068) | 0.8 | — | — | — |
Direct effect | 195 | -0.234 (-0.621, 0.188) | 0.3 | — | — | — |
Total Effect | 195 | -0.223 (-0.620, 0.196) | 0.3 | — | — | — |
Prop. Mediated | 195 | -0.046 (-0.620, 0.752) | 0.9 | — | — | — |
Butylparaben, Trimester 2, Female, SEPAGES | ||||||
Indirect effect | 154 | -0.025 (-0.093, 0.026) | 0.3 | — | — | — |
Direct effect | 154 | -0.263 (-0.579, 0.083) | 0.12 | — | — | — |
Total Effect | 154 | -0.288 (-0.622, 0.075) | 0.10 | — | — | — |
Prop. Mediated | 154 | 0.087 (-0.301, 0.489) | 0.4 | — | — | — |
Propylparaben, Trimester 2, Female, BiSC | ||||||
Indirect effect | — | — | — | 195 | 0.003 (-0.003, 0.015) | 0.4 |
Direct effect | — | — | — | 195 | -0.012 (-0.071, 0.049) | 0.7 |
Total Effect | — | — | — | 195 | -0.009 (-0.067, 0.053) | 0.8 |
Prop. Mediated | — | — | — | 195 | -0.306 (-1.692, 2.369) | 0.9 |
Propylparaben, Trimester 2, Female, SEPAGES | ||||||
Indirect effect | — | — | — | 154 | -0.007 (-0.019, 0.002) | 0.2 |
Direct effect | — | — | — | 154 | -0.051 (-0.099, 0.001) | 0.058 |
Total Effect | — | — | — | 154 | -0.058 (-0.107, -0.004) | 0.032 |
Prop. Mediated | — | — | — | 154 | 0.113 (-0.088, 0.548) | 0.2 |