| Literature DB >> 28765090 |
Caroline M Taylor1, Katarzyna Kordas2, Jean Golding3, Alan M Emond3.
Abstract
As part of the Avon Longitudinal Study of Parents and Children (ALSPAC), measures of child IQ were collected by trained psychologists. The Wechsler Pre-school and Primary Scale of Intelligence - Revised UK edition (WPPSI) was used at age 4 years in a subsample of children enrolled in ALSPAC (the Children in Focus cohort), chosen at random from the last 6 months of ALSPAC births (about 10% of the participants). At age 8 years all children enrolled in the main cohort were invited to complete a short form of the Wechsler Intelligence Scale for Children (WISC)-III UK. Prenatal blood lead (B-Pb) concentrations were measured by inductively-couple plasma mass spectrometry in samples from women at a median gestation age of 11 weeks. Child blood lead was measured by atomic absorption spectrometry in samples from children attending the Children in Focus clinic at age 30 months. Maternal reports at 32 weeks' gestation were used to generate data on a range of potential confounders. The data were used to determine the associations between prenatal exposure to lead and child IQ at 4 and 8 years. The effect of child B-Pb at 3 years as a moderator of these associations was tested. (For results, please see doi:10.1016/j.neuro.2017.07.003 Taylor et al., (2017)).Entities:
Keywords: ALSPAC; Child IQ; Cognition; Environmental exposure; Heavy metals; Lead; Pregnancy
Mesh:
Substances:
Year: 2017 PMID: 28765090 PMCID: PMC5630198 DOI: 10.1016/j.neuro.2017.07.025
Source DB: PubMed Journal: Neurotoxicology ISSN: 0161-813X Impact factor: 4.294
Publications using prenatal exposures and child IQ in the ALSPAC cohort.
| Authors | Exposure | Outcome | Results |
|---|---|---|---|
| Prenatal smoking and alcohol | IQ at 8 years | Associations of maternal smoking and alcohol consumption were similar to those for paternal smoking and alcohol consumption, suggesting effect not explained by intrauterine exposure | |
| Maternal iodine status | IQ at 8 years | Maternal mild-to-moderate iodine deficiency associated with likelihood of child being in the lowest quartile of verbal IQ | |
| Prenatal plasma vitamin B12 | IQ at 8 years | No association | |
| Fasting glucose and type 2 diabetes associated genetic variants in pregnancy | IQ at 8 years | No association of maternal fasting glucose genetic risk score | |
| Dietary patterns in pregnancy | IQ at 8 years | Positive association of being in the ‘fruit and vegetable’ cluster on child IQ compared with the ‘meat and potato’ cluster and the ‘white bread and coffee’ cluster | |
| Prenatal blood mercury | IQ at 8 years | No association providing the mother consumes fish | |
| Prenatal fish consumption | IQ at 8 years | Positive association at maternal fish intakes of >340 g/week | |
| Prenatal alcohol | IQ at 8 years | Positive association of moderate drinking compared with light drinking on child IQ, possibly reflecting residual confounding |
Publications on lead exposure and measures of child development in the ALSPAC cohort.
| Authors | Exposure | Outcome | Results |
|---|---|---|---|
| Child blood lead | Academic performance and behaviour | Negative associations with school performance tests and antisocial behaviour | |
| Prenatal blood lead | Puberty timing in girls | No associations with age at menarche or rate of attainment of pubertal markers | |
| Prenatal blood lead | Secondary sex ratio | No association with secondary sex ratio | |
| Prenatal blood lead | Birth outcomes | Negative associations with anthropometry at birth, mean birthweight and preterm delivery, but not low birthweight | |
| Prenatal and child blood lead | Balance ability at 7 and 10 years | No associations with balance ability | |
| Prenatal blood lead | Birth outcomes | No evidence for supralinear dose–response relationship or lower limit of level of concern | |
| Prenatal blood lead | Child IQ at 4 and 8 years | No associations with child IQ |
Other publications on prenatal and child lead measures in ALSPAC.
| Authors | Exposure | Results |
|---|---|---|
| Child blood lead | Documentation of child blood lead level | |
| Prenatal blood lead | Environmental factors predicting prenatal blood lead level | |
| Prenatal blood lead | Documentation and review of prenatal blood levels and international levels of concern | |
| Maternal blood lead | Association with polymorphism in |
Characteristics of ALSPAC participants included and excluded in the study (complete cases).
| Age 4 years | Age 8 years | |||||
|---|---|---|---|---|---|---|
| Included | Excluded | P value | Included | Excluded | P value | |
| Mother | ||||||
| Education | ||||||
| None/CSE | 47 (13.5%) | 2464 (20.4%) | 0.004 | 223 (12.2%) | 2288 (21.5%) | <0.001 |
| Vocational | 28 (8.0%) | 1198 (9.9%) | 141 (7.7%) | 1085 (10.2%) | ||
| O level | 123 (35.3%) | 4194 (34.6%) | 600 (32.9%) | 3717 (35.0%) | ||
| A level | 95 (27.3%) | 2703 (22.3%) | 499 (27.4%) | 2299 (21.6%) | ||
| Degree | 55 (15.8%) | 1549 (12.8%) | 360 (19.7%) | 1244 (11.7%) | ||
| Whole life in Avon | ||||||
| Yes | 174 (50.0%) | 6848 (53.6%) | 0.192 | 877 (48.1%) | 6145 (54.3%) | <0.001 |
| 174 (50.0%) | 5939 (46.4%) | 946 (51.9%) | 5167 (45.7%) | |||
| Parity | ||||||
| 0 | 158 (45.4%) | 5604 (46.4%) | 0.870 | 839 (46.0%) | 4923 (44.8%) | 0.331 |
| ≥1 | 190 (54.6%) | 6860 (53.6%) | 984 (54.0%) | 6066 (55.2%) | ||
| Smoking | ||||||
| No | 301 (86.5%) | 9432 (79.0%) | 0.001 | 1567 (86.0%) | 8166 (78.1%) | <0.001 |
| Yes | 47 (13.5%) | 2501 (21.0%) | 256 (14.0%) | 2292 (21.9%) | ||
| Age | ||||||
| < 25 | 48 (13.8%) | 3307 (24.2%) | <0.001 | 227 (12.5%) | 3128 (25.6%) | <0.001 |
| ≥25–29 | 130 (37.4%) | 5302 (38.7%) | 697 (38.2%) | 4735 (38.7%) | ||
| ≥30–34 | 125 (35.9%) | 3744 (27.3%) | 659 (36.1%) | 3210 (26.3%) | ||
| ≥35 | 45 (12.9%) | 1347 (9.8%) | 240 (13.2%) | 1152 (9.4%) | ||
| Housing | ||||||
| Mortgaged/owned | 283 (81.3%) | 9318 (73.1%) | 0.001 | 1538 (84.4%) | 8063 (71.3%) | <0.001 |
| Rented/other | 65 (18.7%) | 3425 (26.9%) | 285 (15.6%) | 3205 (28.4%) | ||
| Child | ||||||
| Gestation (weeks) | 39.6 ± 1.7 | 39.3 ± 2.1 | 0.009 | 39.5 ± 1.8 | 39.3 ± 2.1 | 0.003 |
| Birthweight (g) | 3495 ± 535 | 3382 ± 574 | <0.001 | 3432 ± 568 | 3378 ± 573 | <0.001 |
| Sex | ||||||
| Female | 151 (43.4%) | 9057 (50.8%) | 0.064 | 899 (49.3%) | 8309 (48.2%) | 0.364 |
| Male | 197 (56.6%) | 9658 (47.6%) | 924 (50.7%) | 8931 (51.8%) | ||
Maternal characteristics by ≤5 or >5 μg/dl (n (%)) (complete cases at age 8 years).
| Maternal B-Pb (μg/dl) | P value | ||
|---|---|---|---|
| ≤5 | >5 | ||
| Mother | |||
| Education | |||
| None/CSE | 191 (12.3%) | 32 (11.9%) | <0.001 |
| Vocational | 127 (8.2%) | 14 (5.2%) | |
| O level | 518 (33.3%) | 82 (30.5%) | |
| A level | 439 (28.2%) | 60 (22.3%) | |
| Degree | 279 (18.0%) | 81 (30.1%) | |
| Whole life in Avon | |||
| No | 793 (51.0%) | 153 (56.9%) | 0.076 |
| Yes | 761 (49.0%) | 116 (43.1%) | |
| Parity | |||
| 0 | 705 (45.4%) | 134 (49.8%) | 0.177 |
| ≥1 | 849 (54.6%) | 135 (50.2%) | |
| Smoking | |||
| Yes | 191 (12.3%) | 65 (24.2%) | <0.001 |
| No | 1363 (87.7%) | 204 (75.8%) | |
| Age | |||
| <25 | 206 (13.2%) | 21 (7.7%) | 0.008 |
| ≥25–29 | 597 (38.4%) | 100 (37.2%) | |
| ≥30–34 | 562 (36.2%) | 97 (36.1%) | |
| ≥35 | 189 (12.2%) | 51 (19.0%) | |
| Alcohol | |||
| Yes | 407 (32.8%) | 110 (55.8%) | 0.002 |
| No | 832 (67.2%) | 87 (44.2%) | |
| Housing | |||
| Mortgaged/owned | 1299 (83.6%) | 239 (88.8%) | 0.028 |
| Rented/other | 255 (16.4%) | 30 (11.2%) | |
| Family adversity index | |||
| 0–5 | 1532 (98.6%) | 260 (96.7%) | 0.024 |
| 6–11 | 22 (1.4%) | 8 (3.3%) | |
| Crowding index | |||
| ≤0.5 | 738 (47.5%) | 157 (58.4%) | 0.011 |
| >0.5–0.75 | 507 (32.6%) | 70 (26.0%) | |
| >0.75–1 | 255 (16.4%) | 36 (13.4%) | |
| >1 | 54 (3.5%) | 6 (2.2%) | |
| Child | |||
| Gestation (weeks) | 39.5 ± 1.75 | 39.2 ± 2.1 | 0.028 |
| Birthweight (g) | 3442 ± 559 | 3373 ± 613 | 0.068 |
| Sex | |||
| Female | 756 (48.6%) | 143 (53.2%) | 0.172 |
| Male | 798 (51.4%) | 126 (46.8%) | |
Chi-square/ANOVA.
Effect sizes of selected variables in model 3 in Table 2 in Taylor et al., 2017 (R2) (complete cases).
| Variable | R2 (4 years) | ΔR2 (8 years) | ||||
|---|---|---|---|---|---|---|
| Verbal IQ | Performance IQ | Total IQ | Verbal IQ | Performance IQ | Total IQ | |
| Maternal Pb | 0.001 | 0.001 | 0.001 | 0.001 | 0.000 | 0.001 |
| Sex | 0.001 | 0.004 | 0.000 | |||
| Age at testing | 0.008 | 0.000 | 0.003 | 0.008 | 0.009 | |
| Maternal education | ||||||
| Smoking | 0.003 | 0.002 | 0.003 | 0.000 | 0.000 | 0.000 |
| Alcohol | 0.003 | 0.005 | 0.005 | 0.000 | 0.000 | 0.000 |
| Age | 0.002 | 0.000 | 0.003 | |||
| Parity | 0.003 | 0.006 | 0.000 | 0.000 | ||
| Time in Avon | 0.002 | 0.002 | 0.003 | 0.009 | 0.001 | 0.006 |
| Housing tenure | 0.003 | 0.007 | 0.003 | 0.002 | 0.003 | |
| Household crowding | 0.001 | 0.006 | 0.003 | 0.001 | 0.000 | 0.001 |
| Family adversity index | 0.000 | 0.006 | 0.003 | 0.002 | 0.003 | 0.004 |
| Weighted life events scores | 0.001 | 0.006 | 0.003 | 0.000 | 0.000 | 0.000 |
R2 > 0.010 shown in bold.
Association of prenatal B-Pb >5 μg/dl with child IQ at age 4 and 8 years (logistic regression) in ALSPAC: multiple imputation.
| Age (years) | IQ test | n | Regression analyses: Model 3 | ||
|---|---|---|---|---|---|
| OR (95% CI) | P | ||||
| Multiple imputation | |||||
| 4 | WPPSI | Verbal IQ | 404 | 1.43 (0.63, 3.23) | 0.397 |
| Performance IQ | 404 | 0.99 (0.42, 2.33) | 0.981 | ||
| Total IQ | 404 | 0.91 (0.37, 2.24) | 0.838 | ||
| 8 | WISC | Verbal IQ | 2217 | 0.72 (0.52, 1.00) | 0.053 |
| Performance IQ | 2217 | 1.00 (0.74, 1.35) | 0.995 | ||
| Total IQ | 2217 | 0.74 (0.53. 1.02) | 0.065 | ||
Reference: highest three quartiles of IQ score elided (vs lowest IQ quartile)
See Methods for details of variables.
Model 3: adjusted for sex, actual age at testing, maternal education, smoking in pregnancy, alcohol in pregnancy, maternal age, parity, time resident in Avon, housing tenure, household crowding, family adversity index, weighted life events score.
Association of prenatal B-Pb on child IQ at age 8 years by sex in ALSPAC: multiple imputation.
| Age (years) | IQ test | IQ scores | Regression analyses: Model 3a | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Boys | Girls | p | Boys | Girls | |||||||
| R2 | Unstandardised B coefficient (95% CI) | p | R2 | Unstandardised B coefficient (95% CI) | p | ||||||
| Multiple imputation | |||||||||||
| 4 | WPPSI | n | 230 | 174 | |||||||
| Verbal IQ | 99.2± 13.4 | 102.2 ± 13.2 | 0.022 | 0.192b | −0.01 (−1.26, 1.24) | 0.989 | 0.205 | −0.65 (−1.95, 0.65) | 0.326 | ||
| Performance IQ | 106.8 ± 15.2 | 110.7 ± 13.3 | 0.007 | 0.165b | 0.24 (−0.20, 1.77) | 0.744 | 0.157 | −0.12 (−1.47, 1.23) | 0.860 | ||
| Total IQ | 103.1 ± 14.3 | 107.1 ± 13.5 | 0.005 | 0.220b | 0.20 (−1.12, 1.51) | 0.767 | 0.212 | −0.48 (−1.80, 0.84) | 0.479 | ||
| 8 | WISC | n | 1113 | 1104 | |||||||
| Verbal IQ | 108.1 ± 17.6 | 107.3 ± 16.0 | 0.284 | 0.181b | −0.01 (−0.68, 0.67) | 0.985 | 0.233b | 0.75 (0.18, 1.31) | 0.009 | ||
| Performance IQ | 98.7 ± 17.4 | 100.6 ± 16.4 | 0.006 | 0.089b | −0.23 (−0.93, 0.47) | 0.527 | 0.103b | 0.56 (−0.06, 1.19) | 0.076 | ||
| Total IQ | 104.2 ± 17.0 | 104.8 ± 15.7 | 0.412 | 0.175 b | −0.12 (−0.77, 0.54) | 0.727 | 0.221b | 0.74 (0.19, 1.30) | 0.009 | ||
See Methods for details of variables.
aModel 3: adjusted for sex, actual age at testing, maternal education, smoking in pregnancy, alcohol in pregnancy, maternal age, parity, time resident in Avon, housing tenure, household crowding, family adversity index, weighted life events score.
bR2 for 20th imputation.
Association of prenatal B-Pb on child IQ at age 4 years and 8 years (linear regression) in ALSPAC: multiple imputation.
| Age (years) | IQ test | R2 | Unstandardised B coefficient (95% CI) | P values | |||
|---|---|---|---|---|---|---|---|
| B coefficient | Sex × prenatal B-Pb interaction | ||||||
| Multiple imputation | |||||||
| 4 | WPPSI (n = 404) | Verbal IQ | Model 3 | 0.182 | −0.17 (−1.06, 0.72) | 0.707 | 0.775 |
| Performance IQ | Model 3 | 0.154 | 0.22 (−0.76, 1.20) | 0.656 | 0.985 | ||
| Total IQ | Model 3 | 0.204 | 0.02 (−0.90, 0.94) | 0.960 | 0.831 | ||
| 8 | WISC (n = 2217) | Verbal IQ | Model 3 | 0.201 | 0.39 (−0.05, 0.82) | 0.082 | 0.079 |
| Performance IQ | Model 3 | 0.095 | 0.19 (−0.28, 0.65) | 0.438 | 0.112 | ||
| Total IQ | Model 3 | 0.192 | 0.33 (−0.10, 0.76) | 0.127 | 0.061 | ||
See Methods for details of variables.
Model 3: adjusted for sex, actual age at testing, maternal education, smoking in pregnancy, alcohol in pregnancy, maternal age, parity, time resident in Avon, housing tenure, household crowding, family adversity index, weighted life events score.
n = 1823.
R2 for 20th imputation.
Effect of maternal Hb in association of prenatal Pb and child IQ (complete cases).
| Age (years) | IQ test | R2 | Unstandardised B coefficient (95% CI) | P value | ||
|---|---|---|---|---|---|---|
| 4 | WPPSI (n = 246) | Verbal IQ | Model 3 | 0.216 | −0.65 (−1.77, 0.47) | 0.254 |
| Model 3 plus maternal Hb | 0.216 | −0.63 (−1.76, 0.49) | 0.269 | |||
| Performance IQ | Model 3 | 0.168 | −0.61 (−1.94, 0.73) | 0.372 | ||
| Model 3 plus maternal Hb | 0.168 | −0.62 (−0.96, 0.73) | 0.367 | |||
| Total IQ | Model 3 | 0.226 | −0.69 (−0.19, 0.48) | 0.247 | ||
| Model 3 plus maternal Hb | 0.226 | −0.69 (−1.88, 0.50) | 0.252 | |||
| 8 | WISC (n = 1328) | Verbal IQ | Model 3 | 0.189 | 0.23 (−0.35, 0.80) | 0.440 |
| Model 3 plus maternal Hb | 0.189 | 0.25 (−0.33, 0.83) | 0.394 | |||
| Performance IQ | Model 3 | 0.112 | 0.08 (−0.53, 0.68) | 0.804 | ||
| Model 3 plus maternal Hb | 0.112 | 0.10 (−0.51, 0.71) | 0.743 | |||
| Total IQb | Model 3 | 0.195 | 0.20 (−0.36, 0.76) | 0.480 | ||
| Model 3 plus maternal Hb | 0.195 | 0.23 (−0.33, 0.79) | 0.421 | |||
Model 3: adjusted for sex, actual age at testing, maternal education, smoking in pregnancy, alcohol in pregnancy, maternal age, parity, time resident in Avon, housing tenure, household crowding, family adversity index, weighted life events score.
n=1823.bR2 for 20th imputation.
Fig. 1Study flow chart.
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