| Literature DB >> 28344850 |
Ricky L Langley1, Yimin Kao2, Sandra A Mort1, Allen Bateman3, Barbara D Simpson1, Brian J Reich2.
Abstract
AIM: Heavy metals such as manganese, arsenic and lead can act as neurotoxins. There have been few human studies of neurobehavioral/neurodevelopmental effects of arsenic and manganese on children in the United States. Since 1998, North Carolina has tested all new private wells for manganese, arsenic and lead. This study was conducted to evaluate adverse neurodevelopmental effects (delayed milestones, speech/language disorders and hearing loss) in children and metal concentrations in well water.Entities:
Keywords: Delayed milestones; hearing loss; manganese; neurodevelopment; well-water
Year: 2015 PMID: 28344850 PMCID: PMC5364800 DOI: 10.5455/jeos.20150403060427
Source DB: PubMed Journal: J Environ Occup Sci
Number of observations and mean, standard deviation, and maximum (μg/L) for manganese, arsenic, and lead in well water in all counties combined in North Carolina from 1998 to 2011
| Arsenic | Lead | Manganese | |
|---|---|---|---|
| Number of wells (excluding missing values) | 72,290 | 82,195 | 73,220 |
| Number above detection limit | 8,362 | 11,309 | 22,400 |
| Percent above detection limit | 12 | 14 | 31 |
| Mean concentration | 1.55 | 162.91 | 82.02 |
| Standard deviation | 8.11 | 2,491.88 | 469.34 |
| Maximum | 806 | 300,000 | 46,300 |
Metal concentrations represent the means of all wells and are not separated by county
Figure 1Maps of the county mean concentration of manganese, arsenic, and lead, and the percentage of households in each county that use well water, (a) Manganese (μg/L), (b) Arsenic (μg/L), (c) Lead (μg/L), (d) Percent that use well water (%)
Numerical summaries of values for the variables used in the analysis, per county
| Mean | Median | IQR | Min | Max | |
|---|---|---|---|---|---|
| Population size | 4,544 | 2,558 | 3,636 | 181 | 52,056 |
| Percent black | 20.50 | 17.80 | 27.50 | 0.20 | 62.50 |
| Percent Hispanic | 6.40 | 5.50 | 4.80 | 1.30 | 20.60 |
| Percent extremely low birth weight | 9.40 | 9.50 | 2.60 | 4.30 | 19.60 |
| Percent using well water | 34.30 | 28.90 | 33.30 | 1.20 | 88.10 |
| Percentage in poverty | 19.20 | 18.50 | 6.20 | 9.20 | 31.50 |
| Number of doctors | 303 | 243 | 259 | 0 | 2,274 |
| Percent with speech/language disorder | 1.69 | 1.61 | 1.44 | 0.16 | 5.95 |
| Percent with delayed milestones | 0.24 | 0.03 | 0.25 | 0.00 | 1.97 |
| Percent with hearing loss | 0.026 | 0 | 0.056 | 0.00 | 0.289 |
| 71.50 | 54.44 | 52.94 | 18.70 | 406.35 | |
| 1.15 | 0.68 | 0.59 | 0.50 | 9.32 | |
| 284.03 | 139.23 | 261.66 | 2.77 | 4,357.94 |
Metal concentrations represent the mean and median of the 99 county means, and medians, IQR: Interquartile range
Results of quasi-Poisson regressions for delayed milestones
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
|---|---|---|---|---|---|
| # Doctors | −0.18 (−0.97,0.61) | −0.16 (−0.96,0.64) | −0.42 (−1.59,0.75) | −0.46 (−1.58,0.67) | −0.42 (−1.67,0.83) |
| % Poverty | −0.03 (−0.49,0.43) | 0.09 (−0.36,0.54) | 0.30 (−0.33,0.93) | 0.14 (−0.53,0.81) | 0.10 (−0.64,0.84) |
| % Hispanic | 0.24 (−0.20,0.68) | 0.22 (−0.22,0.66) | −0.15 (−0.87,0.57) | −0.16 (−0.86,0.54) | −0.17 (−0.95,0.61) |
| % Black | −0.56 (−1.33,0.22) | −0.48 (−1.24,0.27) | −0.76 (−1.79,0.28) | −0.82 (−1.83,0.18) | −0.69 (−1.86,0.48) |
| % Well water | −0.36 (−0.97,0.24) | −0.37 (−0.98,0.24) | −0.43 (−1.26,0.40) | −0.39 (−1.16,0.38) | −0.33 (−1.15,0.50) |
| % ELWB | −0.17 (−0.88,0.55) | −0.28 (−1.03,0.47) | −0.75 (−1.85,0.35) | −0.60 (−1.64,0.43) | −0.68 (−1.84,0.47) |
| Arsenic | −0.28 (−0.81,0.25) | −0.32 (−0.96,0.33) | 0.05 (−1.01,1.10) | ||
| Lead | −0.10 (−0.03,0.83) | 0.08 (−0.90,1.06) | −0.59 (−3.07,1.90) | ||
| Manganese | 0.39 (0.18,0.61) | 0.39 (0.19,0.60) | −0.18 (−1.43,1.08) | ||
| Arsenic*lead | 0.61 (−2.27,3.49) | ||||
| Arsenic*manganese | −0.27 (−1.61,1.06) | ||||
| Lead*manganese | −1.95 (−6.15,2.25) |
The five models differ by their treatment of the exposure variable. Model 1 includes only arsenic, Model 2 includes only lead, Model 3 includes only manganese, Model 4 includes all three metals; and Model 5 includes all three metals and their interactions. The table reports the estimated log relative risks (beta) and associated 95% confidence intervals. Significant associations are bolded
Results of quasi-Poisson regressions for speech/language disorder
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
|---|---|---|---|---|---|
| # Doctors | 0.08 (−0.01, 0.17) | 0.08 (−0.01, 0.17) | 0.09 (−0.01, 0.18) | 0.09 (−0.01, 0.18) | |
| % Poverty | |||||
| % Hispanic | −0.11 (−0.26, 0.04) | −0.12 (−0.27, 0.03) | −0.09 (−0.24, 0.07) | −0.09 (−0.25, 0.06) | −0.10 (−0.26, 0.06) |
| % Black | 0.14 (−0.06, 0.34) | 0.15 (−0.05, 0.35) | 0.17 (−0.03, 0.37) | 0.17 (−0.04, 0.37) | 0.18 (−0.03,0.39) |
| % Well water | −0.07 (−0.24, 0.11) | −0.07 (−0.25, 0.10) | −0.05 (−0.23, 0.12) | −0.06 (−0.23, 0.11) | −0.06 (−0.23, 0.12) |
| % ELBW | −0.14 (−0.36, 0.08) | −0.17 (−0.40, 0.06) | −0.13 (−0.35, 0.09) | −0.14 (−0.37, 0.09) | −0.15 (−0.38, 0.09) |
| Arsenic | −0.08 (−0.20, 0.04) | −0.07 (−0.20, 0.05) | −0.02 (−0.31, 0.28) | ||
| Lead | −0.08 (−0.34, 0.19) | −0.10 (−0.37, 0.18) | −0.07 (−0.41, 0.27) | ||
| Manganese | −0.06 (−0.15, 0.03) | −0.05 (−0.14, 0.05) | −0.07 (−0.18, 0.05) | ||
| Arsenic*lead | 0.07 (−0.53, 0.68) | ||||
| Arsenic*manganese | −0.02 (−0.24, 0.20) | ||||
| Lead*manganese | −0.08 (−0.37, 0.21) |
ELWB: Extremely low weight births, The five models differ by their treatment of the exposure variable. Model 1 includes only arsenic, Model 2 includes only lead, Model 3 includes only manganese, Model 4 includes all three metals, and Model 5 includes all three metals and their interactions. The table reports the estimated log relative risks (beta) and associated 95% confidence intervals. Significant associations are bolded
Figure 2Maps of disorder rates by county, (a) Speech/language disorder (%), (b) Delayed milestones (%), (c) Hearing loss (%)
Results of the quasi-Poisson regressions for hearing loss
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
|---|---|---|---|---|---|
| # Doctors | −1.82 (−3.98, 0.35) | −1.85 (−3.93, 0.23) | −1.86 (−4.00, 0.28) | −1.96 (−4.13, 0.21) | −1.61 (−3.56, 0.34) |
| % Poverty | −0.07 (−0.34, 0.19) | 0.01 (−0.24, 0.27) | 0.01 (−0.24, 0.27) | 0.00 (−0.28, 0.29) | 0.04 (−0.25, 0.32) |
| % Hispanic | −0.09 (−0.37, 0.19) | −0.10 (−0.37, 0.17) | −0.19 (−0.49, 0.11) | −0.21 (−0.52, 0.10) | −0.18 (−0.48, 0.12) |
| % Black | −0.22 (−0.61, 0.17) | −0.21 (−0.58, 0.17) | −0.27 (−0.65, 0.11) | −0.29 (−0.68, 0.11) | −0.21 (−0.61, 0.19) |
| % Well water | −0.02 (−0.34, 0.31) | −0.02 (−0.34, 0.29) | −0.03 (−0.36, 0.30) | −0.02 (−0.36, 0.31) | −0.03 (−0.35, 0.29) |
| % ELWB | 0.18 (−0.22, 0.58) | 0.13 (−0.28, 0.53) | 0.10 (−0.32, 0.51) | 0.09 (−0.34, 0.52) | −0.01 (−0.45, 0.43) |
| Arsenic | −0.08 (−0.29, 0.14) | −0.11 (−0.33, 0.10) | |||
| Lead | −0.34 (−0.94, 0.26) | −0.29 (−0.91, 0.32) | −0.25 (−0.86, 0.36) | ||
| Manganese | 0.13 (−0.06, 0.33) | ||||
| Arsenic*lead | 0.18 (−0.76, 1.13) | ||||
| Arsenic*manganese | |||||
| Lead*manganese | 0.00 (−0.60, 0.60) |
ELWB: Extremely low weight births, The five models differ by their treatment of the exposure variable. Model 1 Includes only arsenic, Model 2 Includes only lead, Model 3 includes only manganese, Model 4 includes all three metals, and Model 5 includes all three metals and their interactions. The table reports the estimated log relative risk (beta) and associated 95% confidence interval. Significant associations are bolded