A Population-Based Case-Control Study of Drinking-Water Nitrate and Congenital Anomalies Using Geographic Information Systems (GIS) to Develop Individual-Level Exposure Estimates
Abstract
:1. Introduction
2. Experimental Section
2.1. Research Ethics Board Approvals
2.2. Study Area
Location | Water Source | # of Sample Locations | Total # of Samples | Min. [Nitrate] | Max. [Nitrate] | Mean [Nitrate] * | Median [Nitrate) | Nitrate Exposure Level |
---|---|---|---|---|---|---|---|---|
All rural wells | Groundwater | 140 | 1,113 | 0.0 | 43.0 | 6.44 (5.99–6.89) | 3.8 | n/a |
All municipalities | Ground and surface water | 20 | 53 | 0.0 | 10.4 | 2.03 (1.58–2.48) | 1.7 | n/a |
Canning | Groundwater | 2 | 24 | 1.0 | 2.5 | 1.63 (1.47–1.80) | 1.7 | 1.0–5.56 |
Greenwood | Groundwater | 2 | 5 | 0.0 | 1.0 | 0.63 (0.12–1.14) | 0.9 | <1.0 |
Kentville | Surfacewater | 1 | 2 | 0.4 | 1.0 | 0.69 (0.00–4.28) | 0.7 | <1.0 |
New Minas | Groundwater | 9 | 10 | 1.0 | 2.9 | 1.68 (1.92–2.07) | 1.6 | 1.0–5.56 |
Port Williams | Groundwater | 4 | 6 | 1.4 | 10.4 | 5.08 (1.64–8.52) | 4.6 | 1.0–5.56 |
Wolfville | Groundwater | 2 | 6 | 2.4 | 3.6 | 2.77 (2.33–3.21) | 2.7 | 1.0–5.56 |
2.3. Data Sources
2.4. Inclusion and Exclusion Criteria
2.5. Demographic and Health Data Collection
2.6. Nitrate Concentration Measurement
2.7. Exposure Assessment
2.8. Statistical Analyses
3. Results and Discussion
3.1. Results
Class of Anomaly | Entire Study Period | Before Folate Fortification | After Folate Fortification | |||
---|---|---|---|---|---|---|
1987–2006 | 1987–997 | 1998–2006 | ||||
Number of cases | Percentage of all congenital anomalies | Number of cases | Percentage of all congenital anomalies for period | Number of cases | Percentage of all congenital anomalies for period | |
All Anomalies | 606 | 100 | 300 | 100 | 306 | 100 |
Central Nervous System | 286 | 47 | 98 | 33 | 188 | 61 |
Musculoskeletal System | 101 | 17 | 58 | 19 | 43 | 14 |
Genitourinary System | 50 | 8 | 25 | 8 | 25 | 8 |
Cardiovascular System | 47 | 8 | 26 | 9 | 21 | 7 |
Inguinal Canal | 37 | 6 | 26 | 9 | 11 | 4 |
Multiple Anomalies | 33 | 5 | 24 | 8 | 9 | 3 |
Eye, Ear, Nose, Throat and Mouth | 27 | 4 | 17 | 6 | 10 | 3 |
Other | 27 | 3 | 16 | 5 | 11 | 4 |
Missing | 53 | 9 | 53 | 18 | 0 | 0 |
Variable | Cases (n = 606) | Controls (n = 1,635) | Crude Odds Ratio ** | p-value * | ||
---|---|---|---|---|---|---|
n | % | n | % | |||
Sex | 0.91 | |||||
Female | 268 | 48 | 788 | 48 | 1.0 | |
Male | 285 | 52 | 847 | 52 | 0.99 (0.82–1.20) | |
Missing | 53 | 0 | ||||
Season of conception | 0.96 | |||||
Winter | 83 | 14 | 244 | 15 | 1.0 | |
Spring | 139 | 15 | 393 | 24 | 1.04 (0.76–1.43) | 0.63 |
Summer | 162 | 25 | 484 | 30 | 0.98 (0.73–1.34) | 0.87 |
Fall | 169 | 29 | 514 | 31 | 0.97 (0.71–1.31) | 0.70 |
Missing | 53 | 0 | ||||
Year of Conception | ||||||
1987–1991 | 83 | 15 | 245 | 15 | 1.0 | |
1992–1996 | 113 | 20 | 342 | 21 | 0.98 (0.70–1.35) | 0.75 |
1997–2001 | 282 | 51 | 838 | 51 | 0.99 (0.75–1.32) | 0.87 |
2002–2006 | 75 | 14 | 210 | 13 | 1.05 (0.73–1.52) | 0.67 |
Missing | 53 | 0 | ||||
Parity | 0.01 | |||||
0 | 273 | 49 | 687 | 42 | 1.0 | |
1–2 | 252 | 46 | 852 | 52 | 0.74 (0.61–0.91) | 0.29 |
3+ | 28 | 5 | 96 | 6 | 0.73 (0.47–1.14) | 0.46 |
Missing | 53 | 0 | ||||
Pre-pregnancy weight (kg) | 0.55 | |||||
<50 | ||||||
50–69 | 44 | 9 | 129 | 9 | 1.02 (0.70–1.47) | 0.68 |
≥70 | 281 | 59 | 837 | 56 | 1.0 | |
Missing | 155 | 32 | 520 | 35 | 0.89 (0.71–1.11) | 0.33 |
126 | 149 | |||||
Smoker | ||||||
No | 358 | 59 | 1140 | 70 | 1.0 | |
Yes | 248 | 41 | 495 | 30 | 1.60 (1.32–1.94) | <0.001 |
Thyroid | ||||||
No | 604 | 1,626 | 99 | 1.0 | ||
Yes | 2 | 100 | 9 | 1 | 0.60 (0.13–2.78) | 0.51 |
Folate supplementation | ||||||
No | 111 | 58 | 317 | 57 | 1.0 | 0.74 |
Yes | 79 | 42 | 239 | 43 | 0.94 (0.67–1.32) | 0.74 |
Missing | 416 | 1,079 | ||||
Folate Fortification | ||||||
No | 300 | 50 | 740 | 45 | 1.0 | |
Yes | 306 | 50 | 895 | 55 | 0.84 (0.70–1.02) | 0.07 |
Water source | ||||||
Surface | 118 | 19 | 304 | 19 | 1.0 | |
Ground | 488 | 81 | 1,331 | 81 | 0.95 (0.75–1.20) | 0.64 |
Municipal water | ||||||
Yes | 245 | 40 | 609 | 37 | 1.0 | |
No | 361 | 60 | 1,026 | 63 | 0.88 (0.72–1.06) | 0.17 |
Nitrate exposure level | ||||||
<1 mg/L | 127 | 21 | 353 | 22 | 1.0 | |
1–5.56 mg/L | 351 | 58 | 931 | 57 | 1.02 (0.81–1.30) | 0.68 |
>5.56 mg/L | 127 | 21 | 351 | 21 | 0.97 (0.73–1.29) | 0.71 |
Variable | Basic Model: Matching Variables | Basic Model Plus Maternal Demographic Variables | Basic Model Plus Maternal Demographic and Health Variables | Basic Model Plus Maternal Demographic, Health and Water Source Variables | Final Model: Effect of Nitrate Exposure Level on Congenital Anomalies after Controlling for All Other Variables |
---|---|---|---|---|---|
Sex | |||||
Female | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
Male | 0.99 (0.82–1.20) | 0.99 (0.82–1.21) | 0.98 (0.81–1.20) | 0.99 (0.81–1.20) | 0.98 (0.81–1.20) |
Season of conception | |||||
Winter | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
Spring | 1.04 (0.76–1.43) | 1.05 (0.76–1.44) | 1.05 (0.76–1.44) | 1.05 (0.76–1.44) | 1.05 (0.76–1.44) |
Summer | 0.97 (0.72–1.34) | 0.99 (0.72–1.34) | 1.00 (0.73–1.37) | 1.00 (0.74–1.37) | 1.00 (0.74–1.37) |
Fall | 0.97 (0.72–1.32) | 0.96 (0.72–1.27) | 0.97 (0.71–1.32) | 0.97 (0.71–1.32) | 0.98 (0.72–1.33) |
Year of conception | |||||
1987–1991 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
1992–1996 | 0.98 (0.71–1.36) | 0.97 (0.70–1.36) | 0.98 (0.71–1.37) | 0.99 (0.71–1.38) | 0.99 (0.71–1.38) |
1997–2001 | 1.00 (0.71–1.36) | 0.96 (0.72–1.27) | 0.97 (0.73–1.29) | 0.98 (0.74–1.31) | 1.00 (0.75–1.34) |
2002–2006 | 1.05 (0.73–1.51) | 1.02 (0.70–1.45) | 1.02 (0.71–1.48) | 1.03 (0.72–1.49) | 1.05 (0.72–1.52) |
Maternal age | |||||
<20 | 1.01 (0.71–1.44) | 0.94 (0.66–1.35) | 0.94 (0.66–1.35) | 0.95 (0.66–1.36) | |
20–34 | 1.0 | 1.0 | 1.0 | 1.0 | |
≥35 | 1.38 (1.01–1.88) | 1.40 (1.02–1.91) | 1.39 (1.02–1.91) | 1.40 (1.02–1.91) | |
Parity | |||||
0 | 1.0 | 1.0 | 1.0 | 1.0 | |
1–2 | 0.73 (0.60–0.90) | 0.73 (0.59–0.89) | 0.73 (0.59–0.89) | 0.73 (0.60–0.90) | |
3+ | 0.68 (0.43–1.07) | 0.67 (0.43–1.06) | 0.68 (0.43–1.07) | 0.70 (0.43–1.06) | |
Smoker | |||||
No | 1.0 | 1.0 | 1.0 | ||
Yes | 1.28 (1.03–1.57) | 1.28 (1.03–1.57) | 1.27 (1.03–1.57) | ||
Diabetes | |||||
No | 1.0 | 1.0 | 1.0 | ||
Gestational | 1.30 (0.70–2.41) | 1.29 (0.70–2.40) | 1.31 (0.71–2.44) | ||
Other diabetes | 0.97 (0.34–2.73) | 0.97 (0.34–2.73) | 0.96 (0.34–2.70) | ||
Thyroid disease | |||||
No | 1.0 | 1.0 | 1.0 | ||
Yes | 0.64 (0.14–3.00) | 0.65 (0.14–3.05) | 0.64 (0.14–3.01) | ||
Water source | |||||
Surface | 1.0 | 1.0 | |||
Ground | 0.85 (0.66–1.09) | 0.70 (0.35–1.41) | |||
Municipal water | |||||
Yes | 1.0 | 1.0 | |||
No | 1.10 (0.81–1.51) | 0.82 (0.63–1.07) | |||
Nitrate exposure level | |||||
<1 mg/L | 1.0 | ||||
1–5.56 mg/L | 1.65 (0.83–3.27) | ||||
>5.56 mg/L | 1.66 (0.81–3.42) |
3.2. Discussion
Variable | Cases and Controls Conceived from 1987–1997 (n = 987) | Cases and Controls Conceived from 1998–2006 (n = 1,201) |
---|---|---|
Sex | ||
Female | 1.0 | 1.0 |
Male | 1.0 (0.75–1.34) | 0.96 (0.73–1.24) |
Season of conception | ||
Winter | 1.0 | 1.0 |
Spring | 1.0 (0.61–1.63) | 1.12 (0.73–1.71) |
Summer | 1.01 (0.62–1.63) | 1.01 (0.67–1.53) |
Fall | 0.98 (0.62–1.55) | 0.98 (0.64–1.50) |
Year of conception | ||
1987–1991 | 1.0 | – |
1992–1996 | 0.96 (0.69–1.35) | – |
1997–2001 | 0.94 (0.62–1.42) | 1.0 |
2002–2006 | – | 1.02 (0.75–1.39) |
Maternal age | ||
<20 | 0.85 (0.50–1.43) | 1.01 (0.61–1.68) |
20–34 | 1.0 | 1.0 |
≥35 | 1.35 (0.76–2.39) | 1.50 (1.03–2.19) |
Parity | ||
0 | 1.0 | 1.0 |
1–2 | 0.77 (0.56–1.05) | 0.68 (0.52–0.90) |
3+ | 0.75 (0.39–1.45) | 0.59 (0.31–1.11) |
Smoker | ||
No | 1.0 | 1.0 |
Yes | 1.01 (0.74–1.38) | 1.55 (1.16–2.06) |
Thyroid disease | ||
No | 1.0 | 1.0 |
Yes | 1.55 (0.13–18.10) | 0.36 (0.04–3.01) |
Diabetes | ||
No | 1.0 | 1.0 |
Gestational | 1.63 (0.73–3.64) | 2.27 (0.30–16.71) |
Other diabetes | 0.49 (0.06–4.15) | – |
Water source | ||
Surface | 1.0 | 1.0 |
Ground | 2.50 (0.62–10.08) | 0.54 (0.23–1.29) |
Municipal | ||
Yes | 1.0 | 1.0 |
No | 0.78 (0.53–1.14) | 0.82 (0.56–1.20) |
Nitrate Exposure level | ||
<1 mg/L | 1.0 | 1.0 |
1–5.56 mg/L | 0.48 (0.10–1.60) | 2.44 (1.05–5.66) |
>5.56 mg/L | 0.47 (0.11–1.90) | 2.25 (0.92–5.52) |
3.2.1. Study Strengths
3.2.2. Study Limitations
4. Conclusions
List of Abbreviations
CNS | Central Nervous System |
FAD | Fetal Anomaly Database |
GIS | Geographic Information Systems |
MAC | Maximum Allowable Concentration |
NSAPD | Nova Scotia Atlee Perinatal Database |
Supplementary Files
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Holtby, C.E.; Guernsey, J.R.; Allen, A.C.; VanLeeuwen, J.A.; Allen, V.M.; Gordon, R.J. A Population-Based Case-Control Study of Drinking-Water Nitrate and Congenital Anomalies Using Geographic Information Systems (GIS) to Develop Individual-Level Exposure Estimates. Int. J. Environ. Res. Public Health 2014, 11, 1803-1823. https://doi.org/10.3390/ijerph110201803
Holtby CE, Guernsey JR, Allen AC, VanLeeuwen JA, Allen VM, Gordon RJ. A Population-Based Case-Control Study of Drinking-Water Nitrate and Congenital Anomalies Using Geographic Information Systems (GIS) to Develop Individual-Level Exposure Estimates. International Journal of Environmental Research and Public Health. 2014; 11(2):1803-1823. https://doi.org/10.3390/ijerph110201803
Chicago/Turabian StyleHoltby, Caitlin E., Judith R. Guernsey, Alexander C. Allen, John A. VanLeeuwen, Victoria M. Allen, and Robert J. Gordon. 2014. "A Population-Based Case-Control Study of Drinking-Water Nitrate and Congenital Anomalies Using Geographic Information Systems (GIS) to Develop Individual-Level Exposure Estimates" International Journal of Environmental Research and Public Health 11, no. 2: 1803-1823. https://doi.org/10.3390/ijerph110201803
APA StyleHoltby, C. E., Guernsey, J. R., Allen, A. C., VanLeeuwen, J. A., Allen, V. M., & Gordon, R. J. (2014). A Population-Based Case-Control Study of Drinking-Water Nitrate and Congenital Anomalies Using Geographic Information Systems (GIS) to Develop Individual-Level Exposure Estimates. International Journal of Environmental Research and Public Health, 11(2), 1803-1823. https://doi.org/10.3390/ijerph110201803