Implications of the Reanalysis and Weight of Evidence Determination of Human Health Studies for Exposure to Perchlorates under Cumulative and Aggregate Risk Assessment — Oak Academic Publishing
Research ArticleOpen AccessGoogle Scholar indexed
Implications of the Reanalysis and Weight of Evidence Determination of Human Health Studies for Exposure to Perchlorates under Cumulative and Aggregate Risk Assessment
Cambridge Centre for Climate Change Mitigation Research (4CMR), Department of Land Economy, University of Cambridge, Cambridge, UK
,
Cambridge Science and Policy Consulting, Cambridge, UK
1 Cambridge Centre for Climate Change Mitigation Research (4CMR), Department of Land Economy, University of Cambridge, Cambridge, UK
2 Cambridge Science and Policy Consulting, Cambridge, UK
This paper applies cumulative and aggregate risk methods and weight of evidence determination to re-analysis of epidemiological and clinical studies of exposure to perchlorates. The implications of cumulative and aggregate risk are considered for 28 epidemiological studies on IUI, serum thyroid hormone levels and clinical indicators. Consideration is given to simultaneous exposures to perchlorates, nitrates, thiocyanates and organohalogens in the study populations. The elevation of effects by perchlorates alone is found only in the studies that use urinary perchlorate as the metric of exposure. These studies are beset by a problem with use of urinary perchlorate concentration in that there is large inter-subject variability in the relationship between intake and urinary concentration due to differences in metabolism and disposition of the compounds following ingestion. As a result, an individual placed into the “high urinary concentration” group may be there due to high values of exposure, to long biological clearance halflives, or due to high transfer fractions from the serum into the urine. The influence could be removed by correcting urinary levels by measured clearance half-times for individuals in a study, but that has not been done in the case of the studies examined here. It is of interest therefore that the studies that use direct measures of intake of perchlorates rather than urine concentration fail to display the hormone effects. The current study uses a “weight of evidence” approach for perchlorates, employing all 28 studies. The result is a slope of the exposure response curve (percentage change in hormone effect per unit exposure) of 0.3% per μg/kg-day, with 95% confidence interval of (?0.05%, 1%). This confidence interval for the slope encompasses 0, indicating no statistically significant slope when all data are combined in a weight of evidence determination. This is consistent with the conclusions of the USEPA and EFSA that the epidemiological studies do not provide compelling evidence for a causal association between exposures to perchlorates and either hormone effects or clinically adverse effects. The conclusions are 1) that current epidemiological results do not provide evidence of effects induced by perchlorates apart from the IUI effects, 2) that the same results provide evidence that the IUI effects induced at environmental levels of exposure are associated with down-stream adverse effects and 3) that effective risk management requires the cumulative and aggregate risk framework adopted here, suggesting a need for risk assessors to return to the original studies and provide separate estimates of exposure response relationships for all four compounds or at the least to control for exposures to nitrates, thiocyanates and organohalogens.
KeywordsRisk Management
Cote, I., Anastas, P., Birnbaum, L. Clark, R., Dix, D., Edwards, S., et al. (2012) Advancing the Next Generation of Health Risk Assessment. Environmental Health Perspectives, 120, 1499-1502. http://dx.doi.org/10.1289/ehp.1104870
EFSA (2014) Modern Methodologies and Tools for Human Hazard Assessment of Chemicals. European Food Safety Authority. EFSA Journal, 12, 3638. http://dx.doi.org/10.2903/j.efsa.2014.3638
Sexton, K. (2012) Cumulative Risk Assessment: An Overview of Methodological Approaches for Evaluating Combined Health Effects from Exposure to Multiple Environmental Stressors. International Journal of Environmental Research and Public Health, 9, 370-390. http://dx.doi.org/10.3390/ijerph9020370
Ragasa, A., Oldenkamp, R., Preeker, N., Wernicke, J. and Schlink, U. (2011) Cumulative Risk Assessment of Chemical Exposures in Urban Environments. Environment International, 37, 872-881. http://dx.doi.org/10.1016/j.envint.2011.02.015
USEPA (2003) Framework for Cumulative Risk Assessment. EPA/600/P-02/001F, US Environmental Protection Agency, Office of Research and Development, National Center for Environmental Assessment, Washington Office, Washington DC.
Meek, M., Boobis, A., Crofton, K., Heinemeyer, G., Raaij, M. and Vickers, C. (2011) Risk Assessment of Combined Exposure to Multiple Chemicals: A WHO/IPCS Framework. Regulatory Toxicology and Pharmacology, 60, S1-S14. http://dx.doi.org/10.1016/j.yrtph.2011.03.010
EFSA (2013) International Frameworks Dealing with Human Risk Assessment of Combined Exposure to Multiple Chemicals. European Food Safety Authority. EFSA Journal, 11, 3313. http://dx.doi.org/10.2903/j.efsa.2013.3313
Evans, R., Scholze, M. and Kortenkamp, A. (2015) Examining the Feasibility of Mixture Risk Assessment: A Case Study Using a Tiered Approach with Data of 67 Pesticides from the Joint FAO/WHO Meeting on Pesticide Residues (JMPR). Food and Chemical Toxicology, 84, 260-269. http://dx.doi.org/10.1016/j.fct.2015.08.015
Evans, R., Martin, O., Faust, M. and Kortenkamp, A. (2015) Should the Scope of Human Mixture Risk Assessment Span Legislative/Regulatory Silos for Chemicals? Science of the Total Environment, 543, 757-764. http://dx.doi.org/10.1016/j.scitotenv.2015.10.162
ICRP (2007) The 2007 Recommendations of the International Commission on Radiological Protection. ICRP Publication 103, International Commission on Radiological Protection, Annals of the ICRP 37 (2-4).
Perchlorate
Cumulative Risk
Public Health
USEPA (2010) Recommended Toxicity Equivalence Factors (TEFs) for Human Health Risk Assessments of 2,3,7,8-Tetrachlorodibenzo-P-Dioxin and Dioxin-Like Compounds. EPA/ 100/R-10/005, US Environmental Protection Agency.
EFSA (2014) Scientific Opinion on the Risks for Human and Animal Health Related to the Presence of Modified Forms of Certain Mycotoxins in Food and Feed. EFSA CONTAM Panel (EFSA Panel on Contaminants in the Food Chain) European Food Safety Authority. EFSA Journal, 12, 3916. http://dx.doi.org/10.2903/j.efsa.2014.3916
EFSA (2016) Scientific Opinion on the Appropriateness to Set a Group Health-Based Guidance Value for Zearalenone and Its Modified Forms. EFSA Panel on Contaminants in the Food Chain. European Food Safety Authority, EFSA Journal, 14, 4425.
Greer, M., Goodman, G., Pleus, R. and Greer, S. (2002) Health Effects Assessment for Environmental Perchlorate Contamination: The Dose-Response for Inhibition of Thyroidal Radioiodine Uptake in Humans. Environmental Health Perspectives, 110, 927-937. http://dx.doi.org/10.1289/ehp.02110927
Bruce, G., Corey, L., Mandel, J. and Pleus, R. (2013) Urinary Nitrate, Thiocyanate, and Perchlorate and Serum Thyroid Endpoints based on NHANES 2001 to 2002. Journal of Occupational and Environmental Medicine, 55, 52-58. http://dx.doi.org/10.1097/JOM.0b013e31826bb774
Tonacchera, M., Pinchera, A., Dimida, A., Ferrarini, E., Agretti, P., Vitti, P., et al. (2004) Relative Potencies and Additivity of Perchlorate, Thiocyanate, Nitrate, and Iodide on the Inhibition of Radioactive Iodide Uptake by the Human Sodium Iodide Symporter. Thyroid, 14, 1012-1019. http://dx.doi.org/10.1089/thy.2004.14.1012
Sanchez, C., Blount, B., Valentin-Blasini, L. and Krieger, R. (2007) Perchlorate, Thiocyanate, and Nitrate in Edible Cole Crops (Brassica sp.) Produced in the Lower Colorado River Region. Bulletin of Environmental Contamination and Toxicology, 79, 655-659. http://dx.doi.org/10.1007/s00128-007-9292-6
Crawford-Brown, D. (2015) Application of Probabilistic Risk Assessment in Establishing Perchlorate and Goitrogen Risk Mitigation Strategies. International Journal of Environmental Research and Public Health, 12, 10374-10390. http://dx.doi.org/10.3390/ijerph120910374
Crawford-Brown, D. and Crawford-Brown, S. (2016) Regulatory Rationality and the Role of Cumulative Risk: A Case Study of Perchlorates and Related Compounds. Cambridge Centre for Climate Change Mitigation Research, Working Paper 13. http://www.4cmr.group.cam.ac.uk/filecab/perchlorate-rationality
USEPA (2012) Life Stage Consideration and Interpretation of Recent Epidemiological Evidence to Develop a Maximum Contaminant Level Goal for Perchlorate. US Environmental Protection Agency White Paper, Health and Ecological Criteria Division, Office of Science and Technology, Office of Water, Washington DC.
EFSA (2014) Scientific Opinion on the Risks to Public Health Related to the Presence of Perchlorate in Food, in particular Fruits and Vegetables. EFSA Panel on Contaminants in the Food Chain. EFSA Journal, 12, 3869 (117 pp).
SAB (2013) SAB Advice on Approaches to Derive a Maximum Contaminant Level Goal for Perchlorate. EPA-SAB-13-004, USEPA Science Advisory Board. http://www.yosemite.epa.gov/sab%5CSABPRODUCT.NSF/86E44EE7F27EEC1A85257B7B0060F364 /$File/EPA-SAB-13-004-unsigned2.pdf
Kodavanti, P. and Curras-Collazo, C. (2010) Neuroendocrine Actions of Organohalogens: Thyroid Hormones, Arginine Vasopressin, and Neuroplasticity. Frontiers in Neuroendocrinology, 31, 479-496. http://dx.doi.org/10.1016/j.yfrne.2010.06.005
Charnley, G. (2008) Perchlorate: Overview of Risks and Regulation. Food and Chemical Toxicology, 46, 2307-2315. http://dx.doi.org/10.1016/j.fct.2008.03.006
Tarone, R., Lipworth, L. and McLaughlin, J. (2010) The Epidemiology of Environmental Perchlorate Exposure and Thyroid Function: A Comprehensive Review. Journal of Occupational and Environmental Medicine, 52, 653-660. http://dx.doi.org/10.1097/JOM.0b013e3181e31955
Makey, C., McClean, M., Braverman, L., Pearce, E., He, X.-M., Sjodin, A., Weinberg, J. and Webster, T. (2016) Polybrominated Diphenyl Ether Exposure and Thyroid Function Tests in North American Adults. Environmental Health Perspectives, 124, 420-425.
Amitai, Y., Winston, G., Sack, J., Wasser, J., Lewis, M., Blount, B., Valenti-Blasini, L., Fisher, N., Israeli, A. and Leventhal, A. (2007) Gestational Exposure to High Perchlorate Concentrations in Drinking Water and Neonatal Thyroxine Levels. Thyroid, 17, 843-885. http://dx.doi.org/10.1089/thy.2006.0336
Blount, B., Pirkle, J., Osterloh, J., Valentin-Blasini, L. and Caldwell, K. (2006) Urinary Perchlorate and Thyroid Hormone Levels in Adolescent and Adult Men and Women living in the US. Environmental Health Perspectives, 114, 1865-1871.
Braverman, L., He, X., Pino, S., Cross, M., Magnani, B., Lamm, S., Kruse, M., Engel, A., Crump, K. and Gibbs, J. (2005) The Effect of Perchlorate, Thiocyanate, and Nitrate on Thyroid Function in Workers Exposed to Perchlorate Long-Term. Journal of Clinical Endocrinology and Metabolism, 90, 700-706. http://dx.doi.org/10.1210/jc.2004-1821
Braverman, L., Pearce, E., He, X., Pino, S., Seeley, M., Beck, B., Magnani, B., Blount, B. and Firek A. (2006) Effects of Six Months of Daily Low-Dose Perchlorate Exposure on Thyroid Function in Healthy Volunteers. Journal of Clinical Endocrinology and Metabolism, 91, 2721-2724. http://dx.doi.org/10.1210/jc.2006-0184
Brechner, R., Parkhurst, G., Humble, W., Brown, M. and Herman W. (2000) Ammonium Perchlorate Contamination of Colorado River Drinking Water Is Associated with Abnormal Thyroid Function in Newborns in Arizona. Journal of Occupational and Environmental Medicine, 42, 777-782. http://dx.doi.org/10.1097/00043764-200008000-00002
Buffler, P., Kelsh, M., Lau, E., Edinboro, C., Barnard, J., Rutherford, G., Daaboul, J., Palmer, L. and Lorey, F. (2006) Thyroid Function and Perchlorate in Drinking Water: An Evaluation among California Newborns, 1998. Environmental Health Perspectives, 114, 798-804. http://dx.doi.org/10.1289/ehp.8176
Cao, Y., Blount, B., Valentin-Blasini, L., Bernbaum, J., Phillips, T. and Rogan, W. (2010.) Goitrogenic Anions, Thyroid Stimulating Hormone, and Thyroid Hormone in Infants. Environmental Health Perspectives, 118, 1332-1337. http://dx.doi.org/10.1289/ehp.0901736
Chang, S., Crothers, C., Lai, S. and Lamm, S. (2003) Pediatric Neurobehavioral Diseases in Nevada Counties with Respect to Perchlorate in Drinking Water: An Ecological Inquiry. Birth Defects Research Part A: Clinical and Molecular Teratology, 67, 886-892. http://dx.doi.org/10.1002/bdra.10089
Charatcharoenwitthaya, N., Ongphiphadhanakul, B., Pearce, E., Somprasit, C., Chanthasenanont, A., He, X., Chailurkit, L. and Braverman, L. (2014) The Association between Perchlorate and Thiocyanate Exposure and Thyroid Function in First-Trimester Pregnant Thai Women. Journal of Clinical Endocrinology and Metabolism, 99, 2365-2371. http://dx.doi.org/10.1210/jc.2013-3986
Crump, C., Michaud, P., Tellez, R., Reyes, C., Gonzalez, G., Montgomery, E., Crump, K., Lobo, G., Becerra, C. and Gibbs, J. (2000) Does Perchlorate in Drinking Water Affect Thyroid Function in Newborns or School-Age Children? Journal of Occupational and Environmental Medicine, 42, 603-612. http://dx.doi.org/10.1097/00043764-200006000-00009
Kelsh, M., Buffler, P., Daaboul, J., Rutherford, G., Lau, E., Barnard, J., Exuzides, A., Madl, A., Palmer, L. and Lorey, F. (2003) Primary Congenital Hypothyroidism, Newborn Thyroid Function, and Environmental Perchlorate Exposure among Residents of a Southern California Community. Journal of Occupational and Environmental Medicine, 45, 1116-1127. http://dx.doi.org/10.1097/01.jom.0000091683.25325.55
Lamm, S., Braverman, L., Li, F., Richman, K., Pino, S. and Howearth, G. (1999) Thyroid Health Status of Ammonium Perchlorate Workers: A Cross-Sectional Occupational Health Study. Journal of Occupational and Environmental Medicine, 41, 248-260. http://dx.doi.org/10.1097/00043764-199904000-00006
Lamm, S. and Doemland, M. (1999) Has Perchlorate in Drinking Water Increased the Rate of Congenital Hypothyroidism? Journal of Occupational and Environmental Medicine, 41, 409-411. http://dx.doi.org/10.1097/00043764-199905000-00011
Lamm, S. (2003) Perchlorate Exposure Does Not Explain Differences in Neonatal Thyroid Function between Yuma and Flagstaff. Journal of Occupational and Environmental Medicine, 45, 1131-1132. http://dx.doi.org/10.1097/01.jom.0000094991.31330.d3
Lawrence, J., Lamm, S., Pino, S., Richman, K. and Braverman, L. (2000) The Effect of Short-Term Low Dose Perchlorate on Various Aspects of Thyroid Function. Thyroid, 10, 659-663. http://dx.doi.org/10.1089/10507250050137734
Lawrence, J., Lamm, S. and Braverman, L.E. (2001) Low Dose Perchlorate (3 mg Daily) and Thyroid Function. Thyroid, 11, 295. http://dx.doi.org/10.1089/105072501750159796
Leung, A., Braverman, L., He, X., Schuller, K., Roussilhes, A., Jahreis, K. and Pearce, E (2012) Environmental Perchlorate and Thiocyanate Exposures and Infant Serum Thyroid Function. Thyroid, 22, 938-943. http://dx.doi.org/10.1089/thy.2012.0058
Li, Z., Li, F.X., Byrd, D., Deyhle, G.M., Sesser, D.E., Skeels, M.R. and Lamm, S.H. (2000) Neonatal Thyroxine Level and Perchlorate in Drinking Water. Journal of Occupational and Environmental Medicine, 42, 200-205. http://dx.doi.org/10.1097/00043764-200002000-00020
Li, F.X., Squartsoff, L. and Lamm, S. (2001) Prevalence of Thyroid Diseases in Nevada Counties with Respect to Perchlorate in Drinking Water. Journal of Occupational and Environmental Medicine, 43, 630-634. http://dx.doi.org/10.1097/00043764-200107000-00010
Mendez Jr., W. and Eftim, S.E. (2012) Biomarkers of Perchlorate Exposure Are Correlated with Circulating Thyroid Hormone Levels in the 2007-2008 NHANES. Environmental Research, 118, 137-144. http://dx.doi.org/10.1016/j.envres.2012.05.010
Pearce, E., Lazarus, J., Smyth, P., He, X., Dall’Amico, D., Parkes, A., Burns, R., Smith, D., Maina, A., Bestwick, J., Jooman, M., Leung, A. and Braverman, L. (2010) Perchlorate and Thiocyanate Exposure and Thyroid Function in First-Trimester Pregnant Women. Journal of Clinical Endocrinology and Metabolism, 95, 3207-3215. http://dx.doi.org/10.1210/jc.2010-0014
Pearce, E., Spencer, C., Mestman, J., Lee,R., Bergoglio, L., Mereshian, P., He, X., Leung, A. and Braverman, L. (2011) Effect of Environmental Perchlorate on Thyroid Function in Pregnant Women from Cordoba, Argentina, and Los Angeles, California. Endocrinology Practice, 17, 412-417. http://dx.doi.org/10.4158/EP10293.OR
Steinmaus, C., Miller, M. and Howd, R. (2007) Impact of Smoking and Thiocyanate on Perchlorate and Thyroid Hormone Associations in the 2001-2002 National Health and Nutrition Examination Survey. Environmental Health Perspectives, 115, 1333-1338. http://dx.doi.org/10.1289/ehp.10300
Steinmaus, C., Miller, M.D. and Smith, A.H. (2010) Perchlorate in Drinking Water during Pregnancy and Neonatal Thyroid Hormone Levels in California. Journal of Occupational and Environmental Medicine, 52, 1217-1524. http://dx.doi.org/10.1097/JOM.0b013e3181fd6fa7
Steinmaus, C., Miller, M., Cushing, L., Blount, B. and Smith, A. (2013) Combined Effects of Perchlorate, Thiocyanate, and Iodine on Thyroid Function in the National Health and Nutrition Examination Survey 2007-2008. Environmental Research, 123, 17-24. http://dx.doi.org/10.1016/j.envres.2013.01.005
Suh, M., Abraham, L., Hixon, J. and Proctor, D. (2013) The Effects of Perchlorate, Nitrate, and Thiocyanate on Free Thyroxine for Potentially Sensitive Subpopulations of the 2001-2002 and 2007-2008 National Health and Nutrition Examination Surveys. Journal of Exposure Science and Environmental Epidemiology, 24, 579-587. http://dx.doi.org/10.1038/jes.2013.67
Tellez, R., Chacon, P., Abarca, C., Blount, B., Van Landingham, C., Crump,K. and Gibbs, J. (2005) Long-Term Environmental Exposure to Perchlorate through Drinking Water and Thyroid Function during Pregnancy and the Neonatal Period. Thyroid, 15, 963-975. http://dx.doi.org/10.1089/thy.2005.15.963
Leung, A., Katz, P., He, X, Feig, D., Pearce, E. and Braverman, L. (2014) Urinary Perchlorate and Thiocyanate Concentrations in Pregnant Women from Toronto, Canada. Thyroid, 24, 175-176. http://dx.doi.org/10.1089/thy.2013.0228
English, P., Blount, B., Wong, M., Copan, L., Olmedo, L., Patton, S., Haas, R., Atencio, R., Xu, J. and Valentin-Blasini, L. (2011) Direct Measurement of Perchlorate Exposure Biomarkers in a Highly Exposed Population: A Pilot Study. PLoS ONE, 6, e17015. http://dx.doi.org/10.1371/journal.pone.0017015
Lau, F., deCastro, B., Mills-Herring, L., Lin, T., Valentin-Blasini, L., Udeni Alwis, K. and Blount, B. (2012) Urinary Perchlorate as a Measure of Dietary and Drinking Water Exposure in a Representative Sample of the United States Population 2001-2008. Journal of Exposure Science and Environmental Epidemiology, 23, 207-214. http://dx.doi.org/10.1038/jes.2012.108
Pearce, N., Checkoway, H. and Kriebel, D. (2007) Bias in Occupational Epidemiology Studies. Journal of Occupational and Environmental Medicine, 64, 562-568. http://dx.doi.org/10.1136/oem.2006.026690