TY - JOUR
T1 - Estimating the causal impact of proximity to gold and copper mines on respiratory diseases in Chilean children
T2 - An application of targeted maximum likelihood estimation
AU - Herrera, Ronald
AU - Berger, Ursula
AU - Von Ehrenstein, Ondine S.
AU - Díaz, Iván
AU - Huber, Stella
AU - Muñoz, Daniel Moraga
AU - Radon, Katja
N1 - Publisher Copyright:
© 2017 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2018/1
Y1 - 2018/1
N2 - In a town located in a desert area of Northern Chile, gold and copper open–pit mining is carried out involving explosive processes. These processes are associated with increased dust exposure, which might affect children’s respiratory health. Therefore, we aimed to quantify the causal attributable risk of living close to the mines on asthma or allergic rhinoconjunctivitis risk burden in children. Data on the prevalence of respiratory diseases and potential confounders were available from a cross-sectional survey carried out in 2009 among 288 (response: 69%) children living in the community. The proximity of the children’s home addresses to the local gold and copper mine was calculated using geographical positioning systems. We applied targeted maximum likelihood estimation to obtain the causal attributable risk (CAR) for asthma, rhinoconjunctivitis and both outcomes combined. Children living more than the first quartile away from the mines were used as the unexposed group. Based on the estimated CAR, a hypothetical intervention in which all children lived at least one quartile away from the copper mine would decrease the risk of rhinoconjunctivitis by 4.7 percentage points (CAR: –4.7; 95% confidence interval (95% CI): –8.4; –0.11); and 4.2 percentage points (CAR: –4.2; 95% CI: –7.9;–0.05) for both outcomes combined. Overall, our results suggest that a hypothetical intervention intended to increase the distance between the place of residence of the highest exposed children would reduce the prevalence of respiratory disease in the community by around four percentage points. This approach could help local policymakers in the development of efficient public health strategies.
AB - In a town located in a desert area of Northern Chile, gold and copper open–pit mining is carried out involving explosive processes. These processes are associated with increased dust exposure, which might affect children’s respiratory health. Therefore, we aimed to quantify the causal attributable risk of living close to the mines on asthma or allergic rhinoconjunctivitis risk burden in children. Data on the prevalence of respiratory diseases and potential confounders were available from a cross-sectional survey carried out in 2009 among 288 (response: 69%) children living in the community. The proximity of the children’s home addresses to the local gold and copper mine was calculated using geographical positioning systems. We applied targeted maximum likelihood estimation to obtain the causal attributable risk (CAR) for asthma, rhinoconjunctivitis and both outcomes combined. Children living more than the first quartile away from the mines were used as the unexposed group. Based on the estimated CAR, a hypothetical intervention in which all children lived at least one quartile away from the copper mine would decrease the risk of rhinoconjunctivitis by 4.7 percentage points (CAR: –4.7; 95% confidence interval (95% CI): –8.4; –0.11); and 4.2 percentage points (CAR: –4.2; 95% CI: –7.9;–0.05) for both outcomes combined. Overall, our results suggest that a hypothetical intervention intended to increase the distance between the place of residence of the highest exposed children would reduce the prevalence of respiratory disease in the community by around four percentage points. This approach could help local policymakers in the development of efficient public health strategies.
KW - Causal inference
KW - Children
KW - Chile
KW - Environmental public health
KW - Machine learning
KW - Respiratory health
KW - TMLE
UR - https://www.scopus.com/pages/publications/85039786287
U2 - 10.3390/ijerph15010039
DO - 10.3390/ijerph15010039
M3 - Article
C2 - 29280971
AN - SCOPUS:85039786287
SN - 1661-7827
VL - 15
JO - International Journal of Environmental Research and Public Health
JF - International Journal of Environmental Research and Public Health
IS - 1
M1 - 39
ER -