Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Original Article
  • Published:

Spatial clustering of toxic trace elements in adolescents around the Torreón, Mexico lead–zinc smelter

Abstract

High blood lead (BPb) levels in children and elevated soil and dust arsenic, cadmium, and lead were previously found in Torreón, northern Mexico, host to the world’s fourth largest lead–zinc metal smelter. The objectives of this study were to determine spatial distributions of adolescents with higher BPb and creatinine-corrected urine total arsenic, cadmium, molybdenum, thallium, and uranium around the smelter. Cross-sectional study of 512 male and female subjects 12–15 years of age was conducted. We measured BPb by graphite furnace atomic absorption spectrometry and urine trace elements by inductively coupled plasma-mass spectrometry, with dynamic reaction cell mode for arsenic. We constructed multiple regression models including sociodemographic variables and adjusted for subject residence spatial correlation with spatial lag or error terms. We applied local indicators of spatial association statistics to model residuals to identify hot spots of significant spatial clusters of subjects with higher trace elements. We found spatial clusters of subjects with elevated BPb (range 3.6–14.7 μg/dl) and urine cadmium (0.18–1.14 μg/g creatinine) adjacent to and downwind of the smelter and elevated urine thallium (0.28–0.93 μg/g creatinine) and uranium (0.07–0.13 μg/g creatinine) near ore transport routes, former waste, and industrial discharge sites. The conclusion derived from this study was that spatial clustering of adolescents with high BPb and urine cadmium adjacent to and downwind of the smelter and residual waste pile, areas identified over a decade ago with high lead and cadmium in soil and dust, suggests that past and/or present plant operations continue to present health risks to children in those neighborhoods.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5

Similar content being viewed by others

References

  1. Calderon-Salinas JV, Valdez-Anaya B, Mazuniga C, Albores-Medina A . Lead exposure in a population of Mexican children. Hum Exp Toxicol 1996; 15: 305–311.

    Article  CAS  Google Scholar 

  2. Garcia Vargas GG, Rubio Andrade M, Del Razo LM, Borja Aburto V, Vera Aguilar E, Cebrian ME . Lead exposure in children living in a smelter community in region Lagunera, Mexico. J Toxicol Environ Health A 2001; 62: 417–429.

    Article  CAS  Google Scholar 

  3. Albalak R, McElroy RH, Noonan G, Buchanan S, Jones RL, Flanders WD et al. Blood lead levels and risk factors for lead poisoning among children in a Mexican smelting community. Arch Environ Health 2003; 58: 172–183.

    CAS  PubMed  Google Scholar 

  4. Benin AL, Sargent JD, Dalton M, Roda S . High concentrations of heavy metals in neighborhoods near ore smelters in northern Mexico. Environ Health Perspect 1999; 107: 279–284.

    Article  CAS  Google Scholar 

  5. Rosado JL, Ronquillo D, Kordas K, Rojas O, Alatorre J, Lopez P et al. Arsenic exposure and cognitive performance in Mexican schoolchildren. Environ Health Perspect 2007; 115: 1371–1375.

    Article  CAS  Google Scholar 

  6. Recio-Vega R, Valdez-Abrego C, Gurrola-Mendez A . Surveillance of elevated blood lead levels in children in Torreon, Coahuila, Mexico, 1998–2010. Int J Hygiene Environ Health 2011; 215: 507–513.

    Article  Google Scholar 

  7. EPA (United States Environmental Protection Agency) International Smelting and Refining Superfund Site, [Internet]. 2007 [updated 12 January 2013]. EPA CERCLIS No. UTD093120921, Tooele, Utah; Part I, Declaration of the Record of Decision. Available from www.epa.gov/region8/superfund/ut/intrntnlsmelt/ROD.pdf.

  8. EPA (United States Environmental Protection Agency) [Internet]. 2012 [updated: 12 January 2013]. Answers to Frequent Questions about the Colorado Smelter Site. Available from www.epa.gov/region8/superfund/co/colosmelter/ColoSmelterFAQs082312_1.pdf.

  9. IEM (Iowa International Mesonet) Custom Wind Roses [Internet]. 2011 (accessed: 20 July 2012] Available from http://mesonet.agron.iastate.edu/sites/dyn_windrose.phtml?station=MMTC&network=MX_ASOS&units=mph&nsector=36&year1=2011&month1=1&day1=1&hour1=12&minute1=0&year2=2011&month2=12&day2=1&hour2=12&minute2=0.

  10. Miller DT, Paschal DC, Gunter EW, Stroud PE, D'Angelo J . Determination of lead in blood using electrothermal atomisation atomic absorption spectrometry with a L'vov platform and matrix modifier. Analyst 1987; 112: 1701–1704.

    Article  CAS  Google Scholar 

  11. Minnich MG, Miller DC, Parsons PJ . Determination of As, Cd, Pb, and Hg in urine using inductively coupled plasma mass spectrometry with the direct injection high efficiency nebulizer. Spectroc Acta Pt B Atom Spectr 2008; 63: 389–395.

    Article  Google Scholar 

  12. Aguilar-Muñiz AU Efectos estacionales en los niveles de arsénico de pozos urbanos de la Comarca Lagunera. [MSc Thesis]. Instituto Tecnológico de la Laguna. Torreón, Coahuila, México 2012.

  13. Elmer Perkin Analysis of natural waters: Determination of metals using an extraction procedure, Analytical Methods for Atomic Absorption Spectrometry. Edited by Perkin Elmer Instruments. 2000,, 190–191.

  14. Rosas I, Belmont R, Armienta A, Baez A . Arsenic concentrations in water, soil, milk and forage in Comarca Lagunera, Mexico. Water Air Soil Poll 1999; 112: 133–149.

    Article  CAS  Google Scholar 

  15. Navas-Acien A, Francesconi KA, Silbergeld EK, Guallar E . Seafood intake and urine concentrations of total arsenic, dimethylarsinate andarsenobetaine in the US population. Environ Res 2011; 111: 110–118.

    Article  CAS  Google Scholar 

  16. Anselin L, Ibnu S, Youngihn K . GeoDa: an introduction to spatial data analysis. Geogr Anal 2006; 38: 5–22.

    Article  Google Scholar 

  17. INEGI (Instituto Nacional de Estadística, Geografía e Informática) [Internet]. 2012. [updated: 15 July 2012] [Available from http://gaia.inegi.org.mx/mdm5/].

  18. Anselin L, Rey S . Properties of tests for spatial dependence in Linear Regression Models. Geogr Anal 1991; 23: 112–131.

    Article  Google Scholar 

  19. Anselin L . Local indicators of spatial association-LISA. Geogr Anal 1995; 27: 93–115.

    Article  Google Scholar 

  20. Sibson RA . Brief Description of Natural Neighbor Interpolation. In: Barnett V, (ed). Interpreting Multivariate Data 1981. John Wiley and Sons: New York, USA, 21–36.

    Google Scholar 

  21. US Department of Defense Global Positioning System Standard Positioning Service Performance Standard 4th Ed. GPS NAVSTAR. Washington, DC. [Internet]. September 2008. [updated 30 June 2013]. [Available from http://www.gps.gov/technical/ps/2008-SPS-performance-standard.pdf].

  22. Garcia Vargas GG, Andrade MR, Rosales Gonzalez MG, Goytia Acevedo R, Garcia Arenas G, Candelas Rangel JL et al. Contaminación por metales en suelos de la ciudad de Torreón, Coahuila, Mexico. Revistaa Chapingo Serie Zonas Aridas 2007; 6: 165–168.

    Google Scholar 

  23. CDC (Centers for Disease Control and Prevention) [Internet]. 2012. CDC Response to Advisory Committee on Childhood Lead Poisoning Prevention Recommendations in “Low Level Lead Exposure Harms Children: A Renewed Call of Primary Prevention” [Updated 12 January 2013][Available from http://www.cdc.gov/nceh/lead/acclpp/cdc_response_lead_exposure_recs.pdf].

  24. Noonan G, Albalak R, Kim D, Buchanan S, McElroy RH, Schurz-Rogers H et alBlood lead levels and risk factors for lead poisoning among children in Torreon, Coahuila, Mexico Final Report. [Internet]. US Centers for Disease Control and Prevention; no publication date. [updated 30 November 2012]. [Available from http://www.bvsde.paho.org/bvsea/fulltext/torreon.pdf].

  25. SEMARNAT (Secretaría de Medio Ambiente y Recursos Naturales) Programa para Mejorar la Calidad del Aire en la Región de la Comarca Lagunera 2010–2015. [Internet]. no publication date. [updated 3 December 2012]. [Available from www.semarnat.gob.mx/temas/gestionambiental/ProAires_Vigentes/9_ProAire Comarca Lagunera 2010_2015.pdf].

  26. SEMARNAT Límites normados para los contaminantes de aire en México [Internet]. No publication date. [updated 29 January 2013]. [Available from http://www.ine.gob.mx/calaire-informacion-basica/585-calaire-val-normados].

  27. EPA Lead Air Quality Standards. [Internet]. 2008. [Updated: 14 January 2013] (Available from www.epa.gov/air/lead/standards.html).

Download references

Acknowledgements

We thank the Coahuila State Ministry of Health for providing the facilities for the study. This study was supported by grant no. R01 ES015597, National Institute of Environmental Health Sciences, U.S. Public Health Service.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Stephen J Rothenberg.

Ethics declarations

Competing interests

The authors declare no conflict of interest.

Additional information

Supplementary Information accompanies the paper on the Journal of Exposure Science and Environmental Epidemiology website

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Cite this article

Garcia-Vargas, G., Rothenberg, S., Silbergeld, E. et al. Spatial clustering of toxic trace elements in adolescents around the Torreón, Mexico lead–zinc smelter. J Expo Sci Environ Epidemiol 24, 634–642 (2014). https://doi.org/10.1038/jes.2014.11

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/jes.2014.11

Keywords

This article is cited by

Search

Quick links