Figure 4: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, complete case analysis
See model table here
See model residuals here
Figure 5: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, using unstandardised exposure data
Figure 6: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, without top and bottom 1%
Figure 7: Adjusted estimates and CIs for externalising and internalising CBCL, stratified by cohort for associations that were significant in the overall EWAS
MEPA association for pool 2 consistant across externalising and internalising score
MEPA association clearly only pool 2 (opposite direction for pool 1)
TRCS externalising => Pool 1
MEPA consistant across complete case
BPS bexomes signif when limited to mediation data
Observed associations consistant across cohort
1.4.1.3 Non linear (quartiles)
Figure 8: Adjusted estimates and CIs for BPA and PRPA coded as quartiles and for Pool 2 only (as determined in ADD REF)
not much for the compounds that showed signs of non linear association
1.4.2 Sex interaction
1.4.2.1 Main model
Figure 9: Adjusted estimates and CIs for compound/score couples that showed signs of interaction with sex (p < 0.1)
Figure 10: Adjusted estimates and CIs for compound/score couples that showed signs of interaction with sex (p < 0.1), complete case data
Figure 11: Adjusted estimates and CIs for compound/score couples that showed signs of interaction with sex (p < 0.1), on not standardised exposure data
Figure 12: Adjusted estimates and CIs for compound/score couples that showed signs of interaction with sex (p < 0.1), without top and bottom 1%
(There are no outliers in categorical data)
effect of exposure systematically lower in girls than boys => Mostly interaction for categorical (BPS/BUPA) need to make sure this is not an artifact
some associations NS after limiting to individuals with cortisol measure
Nonparametric Bootstrap Confidence Intervals with the Percentile Method
3.1 Main model
Figure 13: Adjusted estimates and confidence intervals for the direct and indirect effects and proportion mediated of the mediation analysis examining the potential mediating role of cortisol in the associations between prenatal exposure to various phenols and internalising and externalising Child Behaviour Checklist (CBCL) scores.
3.2 By sex
Figure 14: Adjusted estimates and CIs for Direct and Indirect effect of mediation analysis for boys and girls when a sign of interaction was present in the direct association
No association mediated by cortisol.
4 Supplementary data
4.1 N for each model
Table 3: Final N by pool and combination type and by cohort
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 Interaction p values
Table 4: P-value for the interaction term between exposure and sex (Wald p)
internalizing
externalizing
Pool 1
BP3
0.8
0.6
BPA
0.9
0.079
ETPA
0.2
0.8
MEPA
0.2
0.5
PRPA
0.2
0.070
TRCS
0.6
0.4
BPS
0.6
0.5
BUPA
0.025
0.8
Pool 2
BP3
>0.9
0.6
BPA
0.5
0.4
ETPA
0.2
0.13
MEPA
0.2
0.3
PRPA
0.2
0.8
TRCS
0.8
0.6
BPS
0.009
0.037
BUPA
0.3
0.4
4.3 Model outputs
4.3.1 EWAS
4.3.1.1 Main
Table 5: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Benzophenone-3
0.01
−0.03
0.06
0.6
0.01
−0.04
0.05
0.8
Bisphenol A
−0.02
−0.07
0.02
0.3
−0.03
−0.08
0.02
0.2
Bisphenol S
−0.12
−0.26
0.03
0.11
−0.06
−0.20
0.08
0.4
Butylparaben
−0.11
−0.28
0.06
0.2
−0.06
−0.23
0.11
0.5
Ethylparaben
−0.03
−0.08
0.02
0.3
0.00
−0.05
0.05
>0.9
Methylparaben
−0.04
−0.10
0.01
0.088
−0.02
−0.07
0.03
0.4
Propylparaben
−0.02
−0.05
0.01
0.12
−0.02
−0.04
0.01
0.2
Triclosan
0.03
0.00
0.06
0.065
0.01
−0.03
0.04
0.6
Trimester 3
Benzophenone-3
0.03
−0.01
0.07
0.2
−0.03
−0.08
0.01
0.11
Bisphenol A
0.00
−0.04
0.04
>0.9
−0.01
−0.05
0.03
0.6
Bisphenol S
0.04
−0.10
0.17
0.6
0.05
−0.08
0.19
0.4
Butylparaben
0.07
−0.10
0.24
0.4
−0.01
−0.18
0.16
>0.9
Ethylparaben
0.02
−0.03
0.08
0.4
−0.03
−0.08
0.03
0.3
Methylparaben
0.04
0.01
0.08
0.017
0.05
0.01
0.08
0.010
Propylparaben
0.01
−0.01
0.03
0.3
0.01
−0.01
0.03
0.5
Triclosan
0.02
−0.01
0.05
0.15
0.00
−0.03
0.03
>0.9
4.3.1.2 Sensitivity: complete case
Table 6: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure, Limited to Complete Cases
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Benzophenone-3
0.01
−0.05
0.06
0.8
0.03
−0.02
0.09
0.2
Bisphenol A
−0.02
−0.08
0.04
0.5
−0.03
−0.09
0.03
0.3
Bisphenol S
−0.16
−0.34
0.02
0.089
−0.05
−0.23
0.12
0.5
Butylparaben
−0.09
−0.30
0.12
0.4
0.01
−0.20
0.21
>0.9
Ethylparaben
−0.01
−0.07
0.05
0.8
0.01
−0.05
0.07
0.7
Methylparaben
−0.02
−0.08
0.04
0.6
−0.01
−0.07
0.05
0.8
Propylparaben
−0.01
−0.04
0.02
0.7
−0.01
−0.04
0.02
0.4
Triclosan
0.02
−0.02
0.06
0.3
0.01
−0.03
0.05
0.7
Trimester 3
Benzophenone-3
0.03
−0.02
0.09
0.2
0.01
−0.04
0.06
0.7
Bisphenol A
−0.02
−0.07
0.04
0.5
0.02
−0.04
0.07
0.6
Bisphenol S
0.07
−0.10
0.24
0.4
0.05
−0.11
0.21
0.5
Butylparaben
0.26
0.05
0.47
0.016
0.16
−0.05
0.36
0.13
Ethylparaben
0.05
−0.02
0.11
0.2
0.01
−0.05
0.07
0.8
Methylparaben
0.05
0.01
0.09
0.025
0.06
0.02
0.10
0.005
Propylparaben
0.01
−0.02
0.04
0.4
0.01
−0.01
0.04
0.3
Triclosan
0.04
0.00
0.08
0.046
0.00
−0.03
0.04
0.8
4.3.1.3 Sensitivity: Non standardised
Table 7: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure, Using Non-Standardised Exposures Data
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Benzophenone-3
0.01
−0.03
0.05
0.7
0.01
−0.04
0.05
0.7
Bisphenol A
−0.02
−0.06
0.03
0.4
−0.02
−0.07
0.02
0.4
Bisphenol S
−0.12
−0.26
0.03
0.11
−0.06
−0.20
0.08
0.4
Butylparaben
−0.11
−0.28
0.06
0.2
−0.06
−0.23
0.11
0.5
Ethylparaben
−0.03
−0.08
0.02
0.2
0.00
−0.05
0.05
0.9
Methylparaben
−0.05
−0.10
0.00
0.039
−0.02
−0.07
0.03
0.5
Propylparaben
−0.02
−0.05
0.01
0.11
−0.01
−0.04
0.01
0.4
Triclosan
0.03
0.00
0.06
0.082
0.01
−0.03
0.04
0.7
Trimester 3
Benzophenone-3
0.03
−0.01
0.07
0.2
−0.03
−0.07
0.01
0.13
Bisphenol A
0.00
−0.04
0.04
>0.9
−0.01
−0.05
0.03
0.8
Bisphenol S
0.04
−0.10
0.17
0.6
0.05
−0.08
0.19
0.4
Butylparaben
0.07
−0.10
0.24
0.4
−0.01
−0.18
0.16
>0.9
Ethylparaben
0.02
−0.03
0.07
0.5
−0.02
−0.07
0.03
0.4
Methylparaben
0.04
0.01
0.08
0.020
0.05
0.01
0.08
0.011
Propylparaben
0.02
−0.01
0.04
0.2
0.01
−0.01
0.03
0.4
Triclosan
0.02
−0.01
0.05
0.15
0.00
−0.03
0.03
>0.9
4.3.1.4 Sensitivity: Without top and bottom 1%
Table 8: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure, Excluding Top and Bottom 1% of Exposure and Outcome Values
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Benzophenone-3
0.02
−0.03
0.06
0.5
0.02
−0.02
0.07
0.3
Bisphenol A
−0.04
−0.08
0.01
0.13
−0.05
−0.10
−0.01
0.025
Ethylparaben
−0.01
−0.06
0.04
0.6
0.02
−0.02
0.07
0.3
Methylparaben
−0.02
−0.08
0.03
0.4
0.01
−0.04
0.06
0.8
Propylparaben
−0.02
−0.05
0.01
0.13
−0.02
−0.04
0.01
0.2
Triclosan
0.03
−0.01
0.06
0.10
0.02
−0.01
0.05
0.2
Trimester 3
Benzophenone-3
0.02
−0.02
0.07
0.3
−0.02
−0.06
0.02
0.4
Bisphenol A
0.01
−0.03
0.06
0.6
0.00
−0.04
0.04
>0.9
Ethylparaben
0.02
−0.04
0.07
0.6
0.02
−0.03
0.07
0.4
Methylparaben
0.02
−0.02
0.06
0.3
0.03
0.00
0.06
0.066
Propylparaben
0.00
−0.02
0.03
0.7
0.01
−0.01
0.03
0.6
Triclosan
0.02
−0.01
0.05
0.2
0.00
−0.03
0.03
0.9
4.3.1.5 Sensitivity: By cohort
Table 9: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure, Stratified by Cohort
cohort
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Methylparaben
BiSC
−0.03
−0.12
0.05
0.5
—
—
—
—
Methylparaben
SEPAGES
−0.04
−0.10
0.02
0.2
—
—
—
—
Triclosan
BiSC
0.02
−0.03
0.06
0.5
—
—
—
—
Triclosan
SEPAGES
0.05
0.00
0.09
0.043
—
—
—
—
Trimester 3
Methylparaben
BiSC
0.07
0.01
0.12
0.018
0.06
0.00
0.11
0.046
Methylparaben
SEPAGES
0.03
−0.02
0.07
0.2
0.05
0.00
0.09
0.032
4.3.2 Sex interaction
4.3.2.1 Main
Table 10: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores stratified by child sex, performed only when the p-value for interaction was less than 0.1
sex
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Bisphenol A
Boys
0.02
−0.05
0.08
0.6
—
—
—
—
Bisphenol A
Girls
−0.06
−0.13
0.00
0.056
—
—
—
—
Butylparaben
Boys
—
—
—
—
0.11
−0.12
0.34
0.3
Butylparaben
Girls
—
—
—
—
−0.28
−0.53
−0.03
0.031
Propylparaben
Boys
0.00
−0.03
0.04
>0.9
−0.03
−0.06
0.01
0.094
Propylparaben
Girls
−0.05
−0.08
−0.01
0.016
0.00
−0.04
0.04
>0.9
Triclosan
Boys
0.02
−0.03
0.06
0.4
—
—
—
—
Triclosan
Girls
0.05
0.00
0.10
0.061
—
—
—
—
Trimester 3
Bisphenol S
Boys
0.17
−0.01
0.35
0.068
0.22
0.04
0.40
0.018
Bisphenol S
Girls
−0.10
−0.29
0.08
0.3
−0.12
−0.30
0.07
0.2
Ethylparaben
Boys
−0.01
−0.08
0.06
0.7
—
—
—
—
Ethylparaben
Girls
0.06
−0.01
0.14
0.091
—
—
—
—
Methylparaben
Boys
0.02
−0.03
0.07
0.4
0.02
−0.03
0.07
0.4
Methylparaben
Girls
0.06
0.01
0.11
0.012
0.07
0.02
0.12
0.004
4.3.2.2 Sensitivity: Complete case
Table 11: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, including sex interaction limited to complete case data
sex
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Bisphenol A
Boys
0.03
−0.05
0.12
0.4
—
—
—
—
Bisphenol A
Girls
−0.07
−0.15
0.01
0.088
—
—
—
—
Butylparaben
Boys
—
—
—
—
0.15
−0.13
0.42
0.3
Butylparaben
Girls
—
—
—
—
−0.17
−0.47
0.14
0.3
Propylparaben
Boys
0.03
−0.01
0.07
0.2
−0.03
−0.07
0.01
0.2
Propylparaben
Girls
−0.05
−0.09
0.00
0.040
0.00
−0.04
0.04
>0.9
Triclosan
Boys
0.02
−0.03
0.07
0.4
—
—
—
—
Triclosan
Girls
0.02
−0.04
0.08
0.4
—
—
—
—
Trimester 3
Bisphenol S
Boys
0.11
−0.12
0.34
0.4
0.11
−0.11
0.33
0.3
Bisphenol S
Girls
0.03
−0.20
0.26
0.8
−0.01
−0.23
0.21
>0.9
Ethylparaben
Boys
0.05
−0.05
0.14
0.3
—
—
—
—
Ethylparaben
Girls
0.04
−0.05
0.13
0.3
—
—
—
—
Methylparaben
Boys
0.05
−0.01
0.11
0.13
0.03
−0.03
0.09
0.3
Methylparaben
Girls
0.05
−0.01
0.11
0.090
0.08
0.02
0.13
0.004
4.3.2.3 Sensitivity: Non standardised
Table 12: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, using no standardised exposure data
sex
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Bisphenol A
Boys
0.02
−0.04
0.08
0.6
—
—
—
—
Bisphenol A
Girls
−0.05
−0.12
0.01
0.089
—
—
—
—
Butylparaben
Boys
—
—
—
—
0.11
−0.12
0.34
0.3
Butylparaben
Girls
—
—
—
—
−0.28
−0.53
−0.03
0.031
Propylparaben
Boys
0.00
−0.03
0.04
0.9
−0.02
−0.06
0.01
0.2
Propylparaben
Girls
−0.05
−0.08
−0.01
0.015
0.00
−0.04
0.04
>0.9
Triclosan
Boys
0.01
−0.03
0.06
0.6
—
—
—
—
Triclosan
Girls
0.05
0.00
0.10
0.056
—
—
—
—
Trimester 3
Bisphenol S
Boys
0.17
−0.01
0.35
0.068
0.22
0.04
0.40
0.018
Bisphenol S
Girls
−0.10
−0.29
0.08
0.3
−0.12
−0.30
0.07
0.2
Ethylparaben
Boys
0.00
−0.07
0.06
0.9
—
—
—
—
Ethylparaben
Girls
0.05
−0.02
0.12
0.2
—
—
—
—
Methylparaben
Boys
0.02
−0.02
0.07
0.3
0.02
−0.03
0.07
0.5
Methylparaben
Girls
0.06
0.01
0.11
0.020
0.07
0.03
0.12
0.003
4.3.2.4 Sensitivity: Without top and bottom 1%
Table 13: Adjusted estimates and CIs from EWAS for internalising and externalising CBCL VS pregnancy exposure, excludeing top and bottom 1% exposure and outcome values
sex
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Bisphenol A
Boys
−0.01
−0.08
0.05
0.7
—
—
—
—
Bisphenol A
Girls
−0.06
−0.13
0.00
0.061
—
—
—
—
Propylparaben
Boys
−0.01
−0.05
0.03
0.6
−0.02
−0.06
0.01
0.2
Propylparaben
Girls
−0.03
−0.07
0.01
0.10
−0.01
−0.05
0.03
0.6
Triclosan
Boys
0.01
−0.03
0.06
0.6
—
—
—
—
Triclosan
Girls
0.05
0.00
0.10
0.061
—
—
—
—
Trimester 3
Ethylparaben
Boys
−0.02
−0.10
0.05
0.5
—
—
—
—
Ethylparaben
Girls
0.05
−0.02
0.13
0.2
—
—
—
—
Methylparaben
Boys
0.00
−0.05
0.05
>0.9
0.03
−0.01
0.07
0.2
Methylparaben
Girls
0.04
−0.01
0.09
0.12
0.03
−0.02
0.08
0.2
4.3.2.5 Sensitivity: By cohort
Table 14: Adjusted Estimates and Confidence Intervals from EWAS for Internalising and Externalising CBCL Scores vs. Pregnancy Exposure, Stratified by Cohort and by child sex
cohort
sex
Externalizing
Internalizing
estimate
conf.low
conf.high
p.value
estimate
conf.low
conf.high
p.value
Trimester 2
Bisphenol A
BiSC
Boys
0.02
−0.05
0.10
0.5
—
—
—
—
Bisphenol A
SEPAGES
Boys
−0.09
−0.23
0.06
0.2
—
—
—
—
Bisphenol A
BiSC
Girls
−0.08
−0.16
−0.01
0.032
—
—
—
—
Bisphenol A
SEPAGES
Girls
0.04
−0.12
0.19
0.6
—
—
—
—
Butylparaben
BiSC
Boys
—
—
—
—
−0.07
−0.43
0.28
0.7
Butylparaben
SEPAGES
Boys
—
—
—
—
0.28
0.00
0.57
0.054
Butylparaben
BiSC
Girls
—
—
—
—
−0.18
−0.59
0.24
0.4
Butylparaben
SEPAGES
Girls
—
—
—
—
−0.34
−0.65
−0.03
0.034
Propylparaben
BiSC
Boys
0.01
−0.05
0.07
0.8
−0.06
−0.12
0.00
0.060
Propylparaben
SEPAGES
Boys
0.00
−0.04
0.05
0.9
0.00
−0.05
0.04
0.8
Propylparaben
BiSC
Girls
−0.03
−0.09
0.03
0.3
0.01
−0.04
0.07
0.6
Propylparaben
SEPAGES
Girls
−0.07
−0.12
−0.02
0.006
−0.01
−0.05
0.04
0.8
Triclosan
BiSC
Boys
0.01
−0.06
0.08
0.8
—
—
—
—
Triclosan
SEPAGES
Boys
0.02
−0.04
0.09
0.4
—
—
—
—
Triclosan
BiSC
Girls
0.02
−0.05
0.09
0.6
—
—
—
—
Triclosan
SEPAGES
Girls
0.07
0.01
0.14
0.029
—
—
—
—
Trimester 3
Bisphenol S
BiSC
Boys
0.28
0.02
0.53
0.037
0.29
0.03
0.55
0.026
Bisphenol S
SEPAGES
Boys
0.04
−0.23
0.30
0.8
0.15
−0.11
0.41
0.3
Bisphenol S
BiSC
Girls
−0.22
−0.47
0.02
0.078
−0.16
−0.40
0.09
0.2
Bisphenol S
SEPAGES
Girls
0.06
−0.25
0.37
0.7
−0.06
−0.36
0.25
0.7
Ethylparaben
BiSC
Boys
−0.03
−0.15
0.08
0.6
—
—
—
—
Ethylparaben
SEPAGES
Boys
0.00
−0.09
0.09
>0.9
—
—
—
—
Ethylparaben
BiSC
Girls
0.02
−0.11
0.15
0.8
—
—
—
—
Ethylparaben
SEPAGES
Girls
0.09
0.00
0.18
0.050
—
—
—
—
Methylparaben
BiSC
Boys
0.08
−0.01
0.16
0.088
0.04
−0.05
0.12
0.4
Methylparaben
SEPAGES
Boys
0.00
−0.06
0.06
>0.9
0.03
−0.03
0.09
0.3
Methylparaben
BiSC
Girls
0.06
−0.01
0.14
0.10
0.07
0.00
0.15
0.055
Methylparaben
SEPAGES
Girls
0.06
0.00
0.13
0.057
0.07
0.01
0.14
0.032
4.3.3 Mediation
4.3.3.1 Main
Table 15: Adjusted estimates and CIs for Direct and Indirect effect of mediation analysis
estimate
conf.low
conf.high
p.value
Methylparaben, Trimester 3, Internalising
Indirect effect
0.0001
−0.0015
0.0020
0.9
Direct effect
0.0508
0.0155
0.0853
0.002
Total Effect
0.0510
0.0158
0.0850
0.002
Prop. Mediated
0.0028
−0.0391
0.0486
0.9
Methylparaben, Trimester 3, Externalising
Indirect effect
0.0000
−0.0019
0.0017
>0.9
Direct effect
0.0481
0.0105
0.0852
0.012
Total Effect
0.0481
0.0108
0.0852
0.012
Prop. Mediated
0.0002
−0.0540
0.0522
>0.9
4.3.3.2 By sex
Table 16: Adjusted estimates and CIs for Direct and Indirect effect of mediation analysis, by sex