Changes in blood lead levels associated with use of chloramines in water treatment systems.BACKGROUND: More municipal water treatment plants are using chloramines as a disinfectant disinfectant, agent that destroys disease-causing microorganisms and their spores. Disinfectants, or germicides, are sometimes considered to be substances applied to inanimate bodies, whereas antiseptics, not so potent, are agents that kill microbes on living things. in order to reduce carcinogenic carcinogenic having a capacity for carcinogenesis. by-products. In some instances, this has coincided with an increase in lead levels in drinking water drinking water supply of water available to animals for drinking supplied via nipples, in troughs, dams, ponds and larger natural water sources; an insufficient supply leads to dehydration; it can be the source of infection, e.g. leptospirosis, salmonellosis, or of poisoning, e.g. in those systems. Lead in drinking water can be a significant health risk. OBJECTIVES: We sought to test the potential effect of switching to chloramines for disinfection disinfection, n the process of destroying pathogenic organisms or rendering them inert. disinfection, full oral cavity, n a procedure used to reduce active periodontal disease, usually completed within a certain short time frame. in water treatment systems on childhood blood lead levels using data from Wayne County Wayne County is the name of sixteen counties in the United States of America, some named for the American Revolutionary War general Anthony Wayne:
Area, 52,586 sq mi (136,198 sq km). Pop. . METHODS: We constructed a unified geographic information system geographic information system (GIS) Computerized system that relates and displays data collected from a geographic entity in the form of a map. The ability of GIS to overlay existing data with new information and display it in colour on a computer screen is used primarily to (GIS) that links blood lead screening data with age of housing, drinking water source, and census data for 7,270 records. The data were analyzed using both exploratory methods and more formal multivariate techniques. RESULTS: The analysis indicates that the change to chloramine chloramine: see hydrazine. disinfection may lead to an increase in blood lead levels, the impact of which is progressively mitigated in newer housing. CONCLUSIONS: Introducing chloramines to reduce carcinogenic by-products may increase exposure to lead in drinking water. Our research provides guidance on adjustments in the local childhood lead poisoning lead poisoning or plumbism (plŭm`bĭz'əm), intoxication of the system by organic compounds containing lead. prevention program that should accompany changes in water treatment. As similar research is conducted in other areas, and the underlying environmental chemistry is clarified, water treatment strategies can be optimized across the multiple objectives that municipalities face in providing high quality drinking water to local residents. KEY WORDS: blood lead levels, chloramines, GIS, lead risk, water quality. Environ Health Perspect 115:221-225 (2007). doi:10.1289/ehp.9432 available via http://dx.doi.org/ [Online 7 November 2006] ********** Exposure to lead has long been recognized as hazardous to human health (Pueschel et al. 1996). Until the 1970s, concerns about lead poisoning primarily focused on acute exposures resulting in convulsions Convulsions Also termed seizures; a sudden violent contraction of a group of muscles. Mentioned in: Heat Disorders , paralysis, anemia, and gastrointestinal problems (International Program on Chemical Safety 1995). There is now recognition of significant asymptomatic health effects at levels much lower than those previously considered safe, particularly for children (Bellinger 1995; Canfield can·field n. Games A form of solitaire. [After Richard Albert Canfield (1855-1914), American gambler.] Noun 1. et al. 2003a, 2003b; Gardella 2001; Huseman et al. 1992; Lanphear et al. 2000; Needleman and Gatsonis 1990; Needleman et al. 1990, 1996; Schwartz 1994; Schwartz et al. 1986). Environmental lead exposure occurs through ingestion ingestion /in·ges·tion/ (-chun) the taking of food, drugs, etc., into the body by mouth. in·ges·tion n. 1. The act of taking food and drink into the body by the mouth. 2. or inhalation of lead particles (Davidson and Rabinowitz 1991). Most childhood lead uptake in the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area. results from exposure to deteriorating lead paint in household dust and soil and to lead in soil from historic deposition from mobile sources (Davidson and Rabinowitz 1991; Mielke and Reagan 1998), although drinking water can be a source of chronic exposure (Maas et al. 2005a; Raab et al. 1987; Sherlock et al. 1984; Thomas et al. 1979). Although drinking water is not the primary route of exposure for most children, the U.S. Environmental Protection Agency Environmental Protection Agency (EPA), independent agency of the U.S. government, with headquarters in Washington, D.C. It was established in 1970 to reduce and control air and water pollution, noise pollution, and radiation and to ensure the safe handling and (EPA EPA eicosapentaenoic acid. EPA abbr. eicosapentaenoic acid EPA, n.pr See acid, eicosapentaenoic. EPA, n. 1994) has estimated that 14-20% of total childhood lead exposure in the United States is from drinking water (U.S. EPA 1994). In 1991, the U.S. EPA (1991) set a maximum contaminant level Maximum Contaminant Levels are standards that are set by the United States Environmental Protection Agency (EPA) for drinking water quality. A Maximum Contaminant Level (MCL) is the legal threshold limit on the amount of a hazardous substance that is allowed in drinking water under goal for lead in drinking water of zero and an action level of 15 ppb ppb abbr. parts per billion . Although water supplies themselves can be contaminated contaminated, v 1. made radioactive by the addition of small quantities of radioactive material. 2. made contaminated by adding infective or radiographic materials. 3. an infective surface or object. with lead, most lead in drinking water comes from residential plumbing (Davidson and Rabinowitz 1991). Lead piping was uncommon after the 1930s, but lead soldering was common and legal until 1986, and some plumbing fixtures today still contain lead (Maas and Patch 2004; Safe Drinking Water Act The Safe Drinking Water Act (SDWA) is a United States federal law passed by the U.S. Congress on December 16, 1974. It is the main federal law that ensures safe drinking water for Americans. Amendments of 1986; Troesken and Beeson 2003). Lead is soluble in water, and this solubility solubility Degree to which a substance dissolves in a solvent to make a solution (usually expressed as grams of solute per litre of solvent). Solubility of one fluid (liquid or gas) in another may be complete (totally miscible; e.g. is markedly increased by high water softness and acidity (Davidson and Rabinowitz 1991; Gaines 1913; Raab et al. 1993). Drinking water preparation can differ significantly across water systems, depending on the type and quality of source water, and is intended to protect the public from microbial microbial pertaining to or emanating from a microbe. microbial digestion the breakdown of organic material, especially feedstuffs, by microbial organisms. pathogens, prevent dental caries caries or tooth decay Localized disease that causes decay and cavities in teeth. It begins at the tooth's surface and may penetrate the dentin and the pulp cavity. , reduce harmful disinfection by-products, and reduce metal contamination from pipes (U.S. EPA 1999). To achieve these goals, drinking water treatment systems generally process water using a number of additives, including fluoride fluoride, a salt of hydrofluoric acid; see hydrogen fluoride. See also fluoridation; fluorine. , disinfectants (historically primarily chlorine), coagulants to precipitate fine solids, and anticorrosivity agents to reduce leaching of metals from plumbing into the water (Durham Department of Water Management 2004; Edwards and Dudi 2004; Edwards et al. 1999; Schock 1980, 1989). The corrosivity of water can be highly sensitive Adj. 1. highly sensitive - readily affected by various agents; "a highly sensitive explosive is easily exploded by a shock"; "a sensitive colloid is readily coagulated" to small fluctuations in pH, alkalinity al·ka·lin·i·ty n. The alkali concentration or alkaline quality of a substance that contains alkali. alkalinity 1. the quality of being alkaline. 2. , temperature, oxidation potential, and concentrations of individual chemical species (Edwards and Dudi 2004; Edwards et al. 1999; Schock 1980, 1989; Schock et al. 2001; Vasquez et al. 2006). Trihalomethanes, by-products of chlorine-based disinfection processes, have long been recognized as carcinogenic, neurotoxic neurotoxic pertaining to or emanating from a neurotoxin. neurotoxic state a case of poisoning by a neurotoxin. neurotoxic adjective , and teratogenic ter·a·to·gen·ic adj. Of, relating to, or causing malformations of an embryo or a fetus. teratogenic pertaining to or emanating from teratogen. (Cotruvo 1981; Maxwell et al. 1991). Concerned over the enduring presence of these chlorination chlorination Public health Addition of chlorinated compounds to drinking water as disinfectants. Cf Ozonation. by-products, in 1998 the U.S. EPA published its Stage I Disinfection By-products Rule, requiring water treatment systems to reduce the formation of these disinfection by-products (U.S. EPA 1998a). Exceedances of the U.S. EPA trihalomethane tri·hal·o·meth·ane n. A chemical compound containing three halogen atoms substituted for the three hydrogen atoms normally present in a methane molecule. standard (U.S. EPA 1998a) have led an increasing number of municipal water treatment facilities to switch from chlorine to chloramine use. Chloramines alter water chemistry and often must be accompanied by other changes to water treatment (U.S. EPA 1999). Several recent studies provided evidence that the introduction of chloramines to water systems with lead-containing pipes, fixtures, or solder solder (sŏd`ər), metal alloy used in the molten state as a metallic binder. The type of solder to be used is determined by the metals to be united. Soft solders are commonly composed of lead and tin and have low melting points. Hard solders (i. may increase the amount of dissolved lead in water because of changes in water chemistry; interactions with additives such as coagulants or fluoridation fluoridation (fl r'ĭdā`shən), process of adding a fluoride to the water supply of a community to preserve the teeth of the inhabitants. agents
may remove lead dioxide lead dioxide n. A poisonous brown crystalline compound, PbO2, used as an oxidizing agent in electrodes, batteries, and explosives. scales originally formed during decades of chlorine-based disinfection (Edwards and Dudi 2004; Maas et al. 2005b; Schock 1990; Schock et al. 2001; Switzer et al. 2006). This leaching might be managed to some extent by the addition of anticorrosivity agents during the water treatment process; however, the details of all the related environmental chemistry are not fully understood and are highly dependent on the particular chemical interactions found in each water treatment and distribution system (Edwards and Dudi 2004; Edwards et al. 1999; Lin et al. 1997; Schock 1989). In two highly publicized incidents in Washington, DC (Edwards and Dudi 2004; Tiemann 2005), and in Greenville, North Carolina
Greenville, one of the fastest growing cities in North Carolina, is the county seat of Pitt County, and is the principal city of the Greenville, North Carolina Metropolitan Statistical Area. (Renner 2005), tests of residential tap water showed high levels of lead following the introduction of chloramines for disinfection purposes. Water quality monitoring regulations have been established to ensure that water reaching consumers meets all safety standards Safety standards are standards designed to ensure the safety of products, activities or processes, etc. They may be advisory or compulsory and are normally laid down by an advisory or regulatory body that may be either voluntary or statutory. (Safe Drinking Water Act Amendments of 1986; U.S. EPA 1991, 1998a, 1998b). However, water lead levels can be difficult to measure to adequately characterize human exposure. The location of potential lead sources (pipes vs. fixtures or solder) and timing of sample collection, as well as small changes in water chemistry, can drastically affect observed/measured water lead levels (Edwards and Dudi 2004; Renner 2006; Schock 1990). As a result, routine monitoring in water systems in Washington, DC, and North Carolina failed to detect increased levels of lead directly after changing disinfectants from chlorines to chloramines (Edwards and Dudi 2004; Maas et al. 2005a; Renner 2004, 2005). In Washington, DC, the increase was not detected and reported until almost a year after the change in the disinfection process had occurred because elevated samples were invalidated in·val·i·date tr.v. in·val·i·dat·ed, in·val·i·dat·ing, in·val·i·dates To make invalid; nullify. in·val in 2001. After high lead levels were detected in water in early 2002, sampling protocols were altered in 2003. This made an informed assessment of human exposure to increased lead levels difficult to undertake, because test results can be heavily affected by changes in sampling methods (Edwards and Dudi 2004; Schock 1990). Although some documentation of changes in water lead levels exists, only one published study, focused on Washington, DC, has evaluated blood lead levels (BLLs) associated with changes in water treatment options [Centers for Disease Control and Prevention Centers for Disease Control and Prevention (CDC), agency of the U.S. Public Health Service since 1973, with headquarters in Atlanta; it was established in 1946 as the Communicable Disease Center. (CDC See Control Data, century date change and Back Orifice. CDC - Control Data Corporation ) 2004]. The report includes results from a longitudinal analysis of all childhood blood lead screening results from 1998 to 2003, showing an increase in the percent of BLLs > 5 [micro]g/dL, which coincided with the change to chloramine disinfectant use. Additionally, BLLs were reported from a very limited nonrandom sample (n = 201) of residents in 52 households with high (> 300 ppb) lead in drinking water levels. Few conclusions can be drawn from this household data because 53% of those sampled were drinking filtered water (CDC 2004). Using geographic information system (GIS)-based analysis, we sought to test the potential effect on childhood BLLs of switching to chloramines for disinfection in water treatment systems using data from Wayne County, located in the central Coastal Plain of North Carolina. In particular, we sought to answer three key questions: * Are changes in BLLs detectable after switching from chlorines to chloramines for disinfection in water treatment systems? * How do these changes differ according to according to prep. 1. As stated or indicated by; on the authority of: according to historians. 2. In keeping with: according to instructions. 3. the age of housing where the child resides? * How can the answers to the first two questions help guide policy practice? GISs have many applications in public and environmental health (Miranda et al. 2005; Vine et al. 1997) and have been well applied to research on lead exposure risk (Krieger et al. 2003; Miranda et al. 2002; Reissman et al. 2001; Roberts et al. 2003). GIS allows for the observation and analysis of complex spatio-temporal patterns that may be otherwise overlooked in traditional research and surveillance (Rushton 2003). Spatially based analysis is thus especially well suited to help determine whether changes in water treatment systems introduce systematic changes in childhood BLLs. Wayne County provides an ideal setting for evaluating these questions for several reasons. First, the housing stock is distributed across a wide variety of age classes (Table 1), with approximately 15.6% built before 1926, 9.3% between 1926 and 1950, 35.5% between 1951 and 1975, and 39.6% after 1975. Second, Wayne County screens a relatively large proportion of 1- and 2-year-old children for lead, ranging from 75.5% in 2000 to 76.1% in 2003. As shown in Table 1, the children screened for lead are well-distributed across the housing age classes in the county. Third, Wayne County contains two main public water systems that together provide water for approximately three-fourths of the residential tax parcels within the county. Approximately 70% of residential tax parcels obtain drinking water through the Wayne Water Systems (WWS WWS Woodrow Wilson School of Public and International Affairs (Princeton University) WWS Wow Web Stats (World of Warcraft game) WWS WarenWirtschaftsSystem (German) ). These systems use chlorine for disinfection and sodium fluoride sodium fluoride n. A colorless crystalline salt used in fluoridation of water, in treatment of tooth decay, and as an insecticide and a disinfectant. for fluoridation, and do not use an anticorrosive; these treatment options did not change over the course of the study period (1999-2003). Another 28% of residential tax parcels obtain drinking water through the Goldsboro Water System (GWS GWS Gulf War Syndrome (see also PGS) GWS Get Well Soon GWS Great White Shark GWS Google Web Server GWS Goes Without Saying GWS Gun Weapon System GWS GroupWare Server (DMS/FAMIS applications) ). This system uses fluorosilicic acid for fluoridation and zinc orthophosphate for anticorrosion. The GWS switched from using chlorine to using chloramines for disinfection in March 2000. This combination of sources of drinking water and treatment strategies allow us to compare outcomes within and across water systems. Figure 1 shows the geographic coverage for each of the water treatment systems across Wayne County. Materials and Methods To analyze potential effects on BLLs associated with changes in water treatment processes, we first built a unified GIS consisting of tax parcel, water treatment system boundary, census, and geocoded blood lead surveillance data. The tax parcel data obtained from the Wayne County GIS Department in 2005 contained information on the year the house was built, owner name and address, sale price and date, heated square feet, and physical address of residential tax parcels. The attribute data within the tax parcel dataset were used to geocode ge·o·code n. The demographic characterization of a neighborhood or locality, especially as used in marketing. blood lead surveillance data, as well as to determine the year built for houses where screened children resided. Potable potable /pot·a·ble/ (po´tah-b'l) fit to drink. po·ta·ble adj. Fit to drink; drinkable. potable fit to drink. service districts data were downloaded from the Wayne County GIS spatial data Data that is represented as 2D or 3D images. A geographic information system (GIS) is one of the primary applications of spatial data (land maps). See spatial analysis, spatial resolution and GIS glossary. explorer (Wayne County GIS Department 2006). This dataset contains basic data for each of the water systems within Wayne County, including district name, number, and land area. Blood lead surveillance data were obtained from the North Carolina Childhood Lead Poisoning Prevention Program, which maintains a statewide registry of all blood lead screens conducted on North Carolina children under the age of 6 years. These data include 18,284 records for Wayne County (11,556 children) with test date, test result, child's name, and child's home address. The latter two fields were used to geocode the 1999-2003 surveillance data to the tax parcel data allowing us to create a GIS with 13,231 geocoded records (8,607 children). This GIS linked the blood lead screening data with age of housing, drinking water source, and census data for 7,270 records (U.S. Census Bureau Noun 1. Census Bureau - the bureau of the Commerce Department responsible for taking the census; provides demographic information and analyses about the population of the United States Bureau of the Census 2000). For children who were screened more than once during this time period, we selected the record with the highest reported BLL BLL Blood Lead Level BLL Bovis Lend Lease BLL Business Logic Layer BLL Buraku Liberation League (Japan) BLL Billund, Denmark - Billund (Airport Code) BLL Base Locator for Linkage for each child at each parcel with the earliest screening date. We were able to successfully geocode 72.4% of records (74.5% of children) in the surveillance data for 1999-2003, with many of the nongeocoded records in the rural areas of the county, in mobile home parks, or receiving mail at a post office box. We analyzed the data using both exploratory methods and more formal multivariate techniques. Because the distribution of blood lead screens is skewed skewed curve of a usually unimodal distribution with one tail drawn out more than the other and the median will lie above or below the mean. skewed Epidemiology adjective Referring to an asymmetrical distribution of a population or of data toward the origin, we used the natural logarithm Natural logarithm Logarithm to the base e (approximately 2.7183). of the BLL as our dependent variable. In addition, because some residential parcels had more than one linked blood lead screen (e.g., different tenants/owners or multiple siblings from the same family), we used cluster analysis Cluster analysis A statistical technique that identifies clusters of stocks whose returns are highly correlated within each cluster and relatively uncorrelated across clusters. Cluster analysis has identified groupings such as growth, cyclical, stable, and energy stocks. to ensure that we properly weighted the contribution of any one residence to the analysis. We classified each blood lead screen according to whether the drinking water source used chloramines in the disinfection process with a binary (0/1) variable (Table 2). Previous research indicates that BLLs are typically related to the year the child's residence was built and demographic variables such as household income and percent African-American race (Lanphear et al. 1998; Miranda et al. 2002; Pirkle et al. 1998; Roberts et al. 2003; Sargent et al. 1995); therefore, we included these variables in the analysis as well. Our general approach for specifying a parcel level model follows the methods established previously (Miranda et al. 2002). Results Exploratory graphical analysis reveals some interesting relationships. Figure 2 shows mean BLLs over time differentiated by drinking water source (WWS or GWS) and highlights the point in time when the GWS switched to chloramines for water disinfection. For both sources of drinking water, mean BLLs increased between the January 1999-February 2000 and the March 2000-December 2000 time periods. A two sample t-test assuming equal variances revealed that the mean BLL was significantly higher (p < 0.00001) for children residing in residential tax parcels whose water source relied on chloramines for disinfection (mean BLL = 4.93 [micro]g/dL) compared with those whose water source did not rely on chloramines (mean BLL = 4.19 [micro]g/dL). This may, of course, result solely from artifacts artifacts see specimen artifacts. such as the GWS serving more of the older housing stock or the GWS serving more homes in less well-maintained areas. Exploratory graphical analysis was designed to look at differences in BLLs across age classes of homes. Figure 3 shows mean BLL by test year, differentiating between GWS and WWS. These figures are broken out by age of housing categories (pre-1926, 1926-1950, 1951-1975, after 1975). The mean BLLs are virtually indistinguishable across the different water treatment systems for housing built after 1950. This is consistent with empirical observations that older age classes of homes are more likely to contain lead pipes or lead-containing fixtures or solder (Safe Drinking Water Act Amendments of 1986; Troesken and Beeson 2003; U.S. EPA 1991). Although the exploratory analysis provides insights regarding variables of interest, the question of whether the switch to chloramines by the GWS affected BLLs in children must be explored using multivariate analysis multivariate analysis, n a statistical approach used to evaluate multiple variables. multivariate analysis, n a set of techniques used when variation in several variables has to be studied simultaneously. . We used log-linear cluster analysis of blood lead screens, with explanatory variables that included year built; census measures of income and percent African American African American Multiculture A person having origins in any of the black racial groups of Africa. See Race. ; three dummy variables for seasons when the blood samples were taken (winter as reference) to control for any potential effect of seasonal variation in BLLs; a dummy variable indicating whether chloramines were being used by the water treatment system that served the home residence of the child at the time of the blood lead screen; and interactive terms that combined year built with the chloramine-use variable. The interactive terms were incorporated in two ways. First, we constructed an interactive variable (year built x chloramines) that allows the effect of chloramines to be mitigated or exacerbated (we anticipated that it should be mitigated) with each incremental year added to year built; that is, we expected that the effect of chloramines on BLL would be less important and eventually unimportant as we moved into newer and newer housing stock. As shown in Table 3, this was borne out in the analysis. All coefficients on demographic and seasonal covariates were of the expected sign and consistent with previous studies. These results indicate that the change to chloramine disinfection led to an increase in BLLs, the impact of which is progressively mitigated in newer housing. This makes sense in that increases in dissolved lead in water can only happen when a lead source is present, a condition that is much more likely in older housing. The year of construction at which the newness of the housing exerts a stronger influence on BLLs than use of chloramines is 1951, as calculated from the model shown in Table 3. Data on the age of housing contain inaccuracies, especially for the oldest housing stock. Because of these inaccuracies, the model presented in Table 3 (which uses a continuous age-of-housing variable) is vulnerable to bias in estimating the year built coefficient. To avoid this bias, we also estimated a model using categorical age-of-housing variables. Given the differences across age classes demonstrated in Figure 3 and the crossing point calculated from the model presented in Table 3, we also chose to construct an interactive term that split housing age categories into 25-year increments. Thus we included (year built before 1926 x chloramines), (year built 1926-1950 x chloramines), (year built 1951-1975 x chloramines), and (year built after 1975 x chloramines) as explanatory variables, with the newest housing group serving as the referent ref·er·ent n. A person or thing to which a linguistic expression refers. Noun 1. referent - something referred to; the object of a reference group. These results are shown in Table 4. Again, all coefficients on demographic and seasonal covariates were of the expected sign and of very similar size to the same coefficients in Table 3. These results also demonstrate a dose-response effect vis-a-vis age of housing; that is, the increase in BLLs for children screened at locations or times where chloramines were used is greatest in houses built before 1926, followed by houses built in 1926-1950, followed by houses built in 1951-1975. Discussion When municipal water treatment systems introduce the use of chloramines for the purpose of reducing carcinogenic by-products, they may inadvertently increase exposure to lead in the water supply. Tables 3 and 4 indicate that use of chloramines in Wayne County, North Carolina Wayne County is a county located in the U.S. state of North Carolina. As of 2000, the population was 113,329. It is included in the Goldsboro, North Carolina Metropolitan Statistical Area. Its county seat is Goldsboro6. , is a significant predictor of BLLs, and the extent of the effect decreases in newer housing stock. Definitive conclusions regarding the use of chloramines are difficult because of the particular combinations of disinfection agents, anticorrosives, coagulants, and fluoride additives used in water treatment systems. We are currently pursuing the data to undertake a more comprehensive analysis. Although we were not able to perform a more expansive analysis at this time, the results presented in this article provide policy guidance to municipalities. In prioritizing children to screen for elevated BLLs when chloramines are not being used, local health departments should target children living in housing built before 1950. Similarly, when chloramines are being used, local health departments should target children living in housing built before 1975. This suggests that, assuming the results from Wayne County can be generalized to other areas, local health departments need to expand their scope of targeted screening in the years following the introduction of chloramines as a water-disinfection agent. Local health department officials may also wish to provide more intensive outreach and education to residents of older housing, including techniques such as flushing water pipes before consumption. In addition, after changes in water treatment, surveillance on lead in water can focus on housing built before 1975, in spite of the fact that lead solder was not banned until 1986. Additional analyses indicate that after introducing chloramines, again assuming the Wayne County case can be generalized, local health departments can focus both blood lead screen and water-testing efforts on that part of the housing stock built before 1965 (Miranda ML, Kim D, Hull AP, Paul CJ, Overstreet Galeano MA, unpublished data). Because routine monitoring failed to detect increases in water lead levels both in North Carolina and in Washington, DC, we wish to emphasize the recommendations of water chemistry experts Edwards and Dudi (2004) and Schock (1990): a) water lead levels should be closely monitored after changing to use of chloramines; and b) a sampling program designed to fully document the variability of water lead levels should be implemented. Appropriate and timely collection of water lead level data would enable meaningful assessment of human exposure and also provide water treatment systems with insights regarding which exposure control strategies are most appropriate. Conclusions Several caveats must be mentioned that temper the possible conclusions from this study. First, although the results are directly relevant to Wayne County, the extent to which they can be extrapolated to other areas in North Carolina, the Southeastern United States, or the United States more generally is yet to be determined. We are currently pursuing the data required to replicate the current study in other locations. Second, blood lead surveillance data are decidedly nonrandom in that programs typically target children living in the highest risk housing, based, in many cases, on age of housing. However, because Wayne County screens such a high proportion of young children, this concern is somewhat mitigated. In spite of targeted screening efforts, the distribution of age of housing where sampled children resided differs by < 2 percentage points from the distribution for the whole county. Third, some environmental chemists hypothesize hy·poth·e·size v. hy·poth·e·sized, hy·poth·e·siz·ing, hy·poth·e·siz·es v.tr. To assert as a hypothesis. v.intr. To form a hypothesis. that the dissolution of lead from pipes into water after switching to chloramines is a transient process, because a new coating may eventually develop on the inside of pipes, effectively creating a new barrier between the water and the lead source. This temporal dimension is unexplored in the current analysis. Fourth, we did not analyze lead in water directly and thus can only indirectly suggest that the increase in BLLs after the switch to chloramines was caused by an increase in lead in drinking water. 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Stage 1 Disinfectants and Disinfection Byproducts Rule. EPA 815-F-98-010. Washington, DC: U.S. Environmental Protection Agency. Available: http://www.epa.gov/safewater/mdbp/dbp1.html [accessed 12 December 2006]. U.S. EPA (U.S. Environmental Protection Agency). 1998b. National primary drinking water regulations: interim enhanced surface water treatment. Fed Reg 63(241):69477-69521. U.S. EPA. 1999. Microbial and Disinfection Byproducts Rules Simultaneous Compliance Guidance Manual. EPA 815-R-99-015). Washington, DC: U.S. Environmental Protection Agency. Available: http://www.epa.gov/safewater/mdbp/simult.pdf [accessed 12 December 2006]. Vasquez FA, Heaviside R, Tang Z, Taylor JS. 2006. Effect of free chlorine and chloramines on lead release in a distribution system. J Am Water Works Assoc 98(2):144-154. Vine MF, Degnan D, Hanchette C. 1997. Geographic information systems: their use in environmental epidemiology research. Environ Health Perspect 105:598-605. Wayne County GIS Department. 2006. Spatial Data Explorer: Potable Water Service Districts Layer. Available: http://maps.waynegov.com/viewer.htm [accessed 8 March 2006]. Marie Lynn Miranda, Dohyeong Kim, Andrew P. Hull, Christopher J. Paul, and M. Alicia Overstreet Galeano Nicholas School of the Environment and Earth Sciences The Nicholas School of the Environment and Earth Sciences is one of seven graduate and professional schools at Duke University. A secondary facility is maintained in the coastal town of Beaufort, North Carolina. , Duke University, Durham, North Carolina Durham is a city in the U.S. state of North Carolina. It is the county seat of Durham CountyGR6 and is the fourth-largest city in the state by population. , USA Address correspondence to M.L. Miranda, Nicholas School of the Environment and Earth Sciences, Duke University, Box 90328, Levine Science Research Center Room A134, Durham, NC 27708 USA. Telephone: (919) 613-8023. Fax: (919) 684-3227. E-mail: mmiranda@duke.edu We thank A. Bauer, J. Davis, S. Edwards, E. Norman, and T. Ward for their work on this project. We also thank the Wayne County GIS Department for facilitating this analysis by providing access to tax parcel and water district shapefiles. This research was made possible by funding from the Centers for Disease Control and Prevention (through a subcontract sub·con·tract n. A contract that assigns some of the obligations of a prior contract to another party. intr. & tr.v. sub·con·tract·ed, sub·con·tract·ing, sub·con·tracts with the North Carolina Department of Environment and Natural Resources The North Carolina Department of Environment and Natural Resources (NCDENR) is the state's leading stewardship agency for the preservation and protection of natural resources and public health. ) and the National Institute of Environmental Health Sciences The National Institute of Environmental Health Sciences (NIEHS) is one of 27 Institutes and Centers of the National Institutes of Health (NIH),which is a component of the Department of Health and Human Services (DHHS). The Director of the NIEHS is Dr. David A. Schwartz. Superfund Basic Research Program The Superfund Basic Research Program (SBRP) was created within the National Institute of Environmental Health Sciences in 1986 under the Superfund Amendments and Reauthorization Act (SARA). (3 P42 ES010356-07). The authors declare they have no competing financial interests. Received 18 June 2006; accepted 7 November 2006.
Table 1. Distribution of year built for housing stock and for residences
of screened children.
Year built Residences of Wayne County
(residential) screened children (%) housing stock (%)
Pre-1926 16.5 15.6
1926-1950 7.7 9.3
1951-1975 36.0 35.5
After 1975 39.8 39.6
Table 2. Use of chloramines by drinking water source for geocoded blood
lead surveillance data.
Chloramine use (no. of screens)
Period WWS GWS
Jan 1999-Feb 2000 No (849) No (651)
Mar 2000-Dec 2003 No (3,215) Yes (2,555)
Table 3. Clustered multivariate regression results using a simple
interaction term.
Dependent variable: In (BLL)
Variable Coefficient SE P > |t|
Year built -1.55 x [10.sup.-3] 3.74 x [10.sup.-4] 0.000
(continuous)
Household median -4.98 x [10.sup.-6] 1.02 x [10.sup.-6] 0.000
income
Percent African 1.60 x [10.sup.-3] 3.14 x [10.sup.-4] 0.000
American
Use of chloramines 4.659 1.32 0.000
Use of chloramines x -2.38 x [10.sup.-3] 6.74 x [10.sup.-4] 0.000
year built
Screened in spring -0.020 0.025 0.427
Screened in summer 0.078 0.025 0.001
Screened in fall 0.083 0.025 0.001
Constant 4.395 0.730 0.000
The referent group for the season variables is winter (December,
January, and February).
Table 4. Clustered multivariate regression results using categorical
age of housing interaction term.
Dependent variable: In (BLL)
Variable Coefficient SE P > |t|
Year built before 1926 0.166 0.356 0.000
Year built 1926-1950 0.120 0.049 0.015
Year built 1951-1975 0.005 0.025 0.841
Household median -4.93 x [10.sup.-6] 1.03 x [10.sup.-6] 0.000
income
Percent African 1.66 x [10.sup.-3] 3.18 x [10.sup.-4] 0.000
American
Use of chloramines -0.087 0.038 0.021
Use of chloramines x 0.167 0.062 0.008
year built before
1926
Use of chloramines x 0.161 0.071 0.024
year built 1926-1950
Use of chloramines x 0.108 0.048 0.023
year built 1951-1975
Screened in spring -0.022 0.025 0.376
Screened in summer 0.078 0.025 0.002
Screened in fall 0.081 0.025 0.001
Constant 1.327 0.0466 0.000
The referent group for the interaction term is use of chloramines x
year built after 1975.
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