Associations between prenatal exposure to polychlorinated biphenyls and neonatal thyroid-stimulating hormone levels in a Mexican-American population, Salinas Valley, California.Polychlorinated biphenyls polychlorinated biphenyls, (pol´ēklôr´ PCB in full polychlorinated biphenyl Any of a class of highly stable organic compounds prepared by the reaction of chlorine with biphenyl, a two-ring compound. congeners can be produced depending on the number of chlorine atoms and their position on the biphenyl biphenyl /bi·phen·yl/ (-fen´il) diphenyl. polychlorinated biphenyl (PCB) any of a group of chlorinated derivatives of biphenyl, used as heat-transfer agents and electrical insulators; they are structure. PCBs are lipophilic lipophilic, adj/n the ability to dissolve or attach to lipids. lipophilic (lipōfil´ik), adj 1. showing a marked attraction to, or solubility in, lipids. 2. and persistent in the environment and bioaccumulate in animals and humans. Although PCBs have been banned 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. since the 1970s, they can still be measured in most U.S. residents [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 ) 2005]. Several epidemiologic studies have reported that prenatal exposure to PCBs is associated with poorer neurodevelopment in neonates, toddlers, and school-age children (Grandjean et al. 2001; Jacobson and Jacobson 1996; Jacobson et al. 1985, 1990; Koopman-Esseboom et al. 1996; Rogan and Gladen 1991; Rogan et al. 1986). These findings are consistent with animal studies in rodents and rhesus monkeys, which found that in utero in utero (in u´ter-o) [L.] within the uterus. in u·ter·o adj. In the uterus. in utero adv. exposure to PCBs was related to poorer discrimination reversal learning and spatial learning (Levin et al. 1988; Schantz et al. 1989; Widholm et al. 2004). Together with altered neuronal [Ca.sup.2+] signaling (Wong et al. 1997) and reduced dopamine dopamine (dōp`əmēn), one of the intermediate substances in the biosynthesis of epinephrine and norepinephrine. See catecholamine. dopamine One of the catecholamines, widely distributed in the central nervous system. levels (Seegal et al. 1991), disruption of thyroid hormone Thyroid hormone Any of the chemical messengers produced by the thyroid gland, including thyrocalcitonin, a polypeptide, and thyroxine and triiodothyronine, which are iodinated thyronines. See Hormone, Thyrocalcitonin, Thyroid gland, Thyroxine (TH) homeostasis homeostasis Any self-regulating process by which a biological or mechanical system maintains stability while adjusting to changing conditions. Systems in dynamic equilibrium reach a balance in which internal change continuously compensates for external change in a feedback , which is essential for normal brain development, has been proposed as a potential mechanism for the deleterious neurodevelopmental effects of PCBs. In animals, hypothyroidism hypothyroidism: see thyroid gland. affects neuronal proliferation, migration, myelination myelination /my·elin·a·tion/ (mi?e-lin-a´shun) myelinization. my·e·li·na·tion or my·e·li·ni·za·tion n. The acquisition, development, or formation of a myelin sheath around a nerve fiber. , and synaptogenesis (Ibarrola and Rodriguez-Pena 1997; Nicholson and Altman 1972; Rami rami [L.] plural of ramus. rami communicantes bundles of nerve fibers connecting a sympathetic ganglion to spinal nerve; categorized as gray rami (unmyelinated postganglionic fibers) or white rami (myelinated preganglionic and Rabie 1990). In humans, maternal thyroid status may be of critical importance for fetal neurodevelopment (Haddow et al. 1999; Man and Serunian 1976; Pop et al. 1999), and iodine deficiency-related hypothyroidism is a known cause of cretinism cretinism (krē`tənĭz'əm), condition produced in infants and children due to lack of thyroid hormone. It usually results from a congenital defect (e.g. , the leading preventable cause of mental retardation mental retardation, below average level of intellectual functioning, usually defined by an IQ of below 70 to 75, combined with limitations in the skills necessary for daily living. worldwide (Dunn 1993). Congenital hypothyroidism congenital hypothyroidism Congenital myxedema, cretinism Hypothyroidism of neonatal onset, which occurs in 1/±7000 births, more commonly in ♀, characterized by mental and physical retardation due to inappropriate thyroid development or inadequate , associated with a variety of pathologies resulting in insufficient TH levels, can also lead to neurodevelopmental problems (de Vilder and Vulsma 2000; Kempers et al. 2006). For this reason, TH levels are routinely measured as part of neonatal screening programs so that TH supplements are administered promptly if necessary. Several studies suggest that PCBs may disrupt TH levels. PCBs, and especially their hydoxylated metabolites Metabolites Substances produced by metabolism or by a metabolic process. Mentioned in: Interactions (OH-PCBs), are structurally similar to thyroxine ([T.sub.4]). Some PCB congeners reportedly induce the microsomal microsomal pertaining to or emanating from microsome. enzyme uridinediphosphate glucuronosyltransferase (UDP-GT), which catalyzes the glucuronidation of [T.sub.4] (Hood et al. 2003; Liu et al. 1995). Additionally, dioxin-like PCB congeners can bind to the aryl hydrocarbon receptor The Aryl hydrocarbon receptor (AhR) is member of the family of basic-helix-loop-helix transcription factors. AhR is a cytosolic transcription factor that is normally inactive, bound to several co-chaperones. , resulting in the induction of the cytochrome cytochrome (sī`təkrōm'), protein containing heme (see coenzyme) that participates in the phase of biochemical respiration called oxidative phosphorylation. P450 CYP1A CYP1A Cytochrome P450 1A 1 as well as the UDP-GT isoenzyme isoenzyme /iso·en·zyme/ (-en´zim) isozyme. i·so·en·zyme n. See isozyme. i UGT UGT abbr. urgent (telegram) 1A6 (methyl-cholanthrene-like inducers), which together with UGT1A1 is responsible for the glucuronidation of [T.sub.4] in rats (Visser et al. 1993). Other PCB congeners have a phenobarbital-like induction pattern which is characterized by the induction of CYP2B CYP2B Cytochrome P450 2B and UGT1A1 (Sugatani et al. 2001). PCBs inducing CYP1A and CYP2B are therefore likely to also induce UDP-GT. In animals, in utero exposure to PCB mixtures as well as to individual PCB congeners decreases free and total [T.sub.4] blood levels. Morse et al. (1996) exposed rats to the commercial PCB mixture Aroclor 1254 from days 10 to 16 of gestation and found a dose-related reduction in circulating total and free [T.sub.4] in fetuses on gestation day 20 and pups on postnatal postnatal /post·na·tal/ (-na´t'l) occurring after birth, with reference to the newborn. post·na·tal adj. Of or occurring after birth, especially in the period immediately after birth. days 4 and 21. Similar results were obtained with PCB-77 in mice (Darnerud et al. 1996) and OH-PCBs in rats (Meerts et al. 2002). Human studies suggest a relationship between PCBs and TH, but results differ depending on the PCB congeners studied, the grouping schemes used, and whether TH and PCB levels have been examined in the placenta placenta (pləsĕn`tə) or afterbirth, organ that develops in the uterus during pregnancy. It is a unique characteristic of the higher (or placental) mammals. In humans it is a thick mass, about 7 in. , maternal, cord, or infant blood. For example, Osius et al. (1999) reported positive associations between PCB-118 and thyroid-stimulating hormone thyroid-stimulating hormone (TSH): see thyrotropin. (TSH TSH thyroid-stimulating hormone; see thyrotropin. TSH abbr. thyroid-stimulating hormone Thyroid-stimulating hormone (TSH) ) both measured in children (n = 320) as well as negative associations between PCBs 138, 153, 180, 183, and 187, and the sum of seven congeners, and free triiodothyronine triiodothyronine /tri·io·do·thy·ro·nine/ (tri?i-o?do-thi´ro-nen) one of the thyroid hormones, an organic iodine-containing compound liberated from thyroglobulin by hydrolysis. It has several times the biological activity of thyroxine. ([T.sub.3]). Takser et al. (2005) found negative associations between PCBs 138, 153, 180, and the sum of 11 congeners, and total [T.sub.3] in 101 pregnant women, but did not find associations with TSH. In another study, the sum of PCB congeners measured in 160 maternal serum and breast milk samples was not associated with cord blood cord blood n. Blood present in the umbilical vessels at the time of delivery. total [T.sub.4], free [T.sub.4], or TSH levels (Longnecker et al. 2000). Ribas-Fito et al. (2003) measured seven PCB congeners (28, 52, 101, 118, 138, 153, and 180) in 70 cord blood samples and found no significant association of their individual or summed concentrations with TSH in 3-day-olds. In the only study to measure TSH in neonates in relation to maternal PCB exposure, Koopman-Esseboom et al. (1994) reported significant positive correlations between the nonplanar PCB toxic equivalent (TEQ TEQ Toxicity Equivalent TEQ Time Domain Equalizer TEQ Teacher Education Quarterly TEQ Terra Est Quaestuosa (web-based game, Spanish: Lland is Profitable) TEQ The Evil Quakkers (gaming clan) ) measured in breast milk and TSH levels in 2-week-olds and between the planar PCB TEQ, the dioxin dioxin Aromatic compound, any of a group of contaminants produced in making herbicides (e.g., Agent Orange), disinfectants, and other agents. Their basic chemical structure consists of two benzene rings connected by a pair of oxygen atoms; when substituents on the rings are TEQ, and the PCB-dioxin TEQ, and infant TSH levels at 2 weeks and 3 months of age. Animal studies suggest that PCB congeners differ in their mechanisms of action and in their toxicologic potencies (Desaulniers et al. 1997; Khan and Hansen 2003; Li et al. 2001) leading some researchers to develop mechanism-based congener congener /con·ge·ner/ (kon´je-ner) something closely related to another thing, as a member of the same genus, a muscle having the same function as another, or a chemical compound closely related to another in composition and exerting groupings. One such grouping is based on congeners' dioxin-like properties using a method to weigh them by their toxic equivalencies relative to 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD TCDD tetrachlorodibenzodioxin. ) (Van den Berg Van den Berg is the surname of:
Although other mechanisms may be involved, current evidence seems to support the hypothesis that the reduced [T.sub.4] levels caused by PCBs in animals occurs at least in part through the induction of UDP-GT. An increase in biliary [T.sub.4]-glucuronide excretion has been reported following treatment of rodents with PCBs (Bastomsky 1974). Furthermore, administration of Aroclor 1254 to thyrodectomized rats implanted with osmotic osmotic, adj pertaining to osmosis. osmotic pressure, n See pressure, osmotic. osmotic emanating from or pertaining to the pressure of osmosis. pumps delivering [T.sub.4] resulted in a reduction of total [T.sub.4] and free [T.sub.4] by 75% and 70%, respectively, supporting an extrathyroidal mechanism of action (Barter and Klaassen 1992). Among all UDP-GT inducers tested in the study, UDP-GT activity was negatively correlated with serum total and free [T.sub.4] levels, supporting the hypothesis that induction of this microsomal enzyme contributes to the PCB-related reduction in circulating TH levels. The purpose of the present investigation is twofold: to group PCB congeners based on their potential to induce microsomal enzymes in animals; and to examine the relation between neonatal TSH and prenatal exposure to PCB congeners grouped 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. their structure and potential mechanisms of actions. Methods Participants. Data for this study were collected as part of the Center for the Health Assessment of Mothers and Children of Salinas Salinas, city, United States Salinas (səlē`nəs), city (1990 pop. 108,777), seat of Monterey co., W Calif.; inc. 1874. It is the shipping and processing center of a fertile valley famous for its grain and lettuce. (CHAMACOS CHAMACOS Center for the Health Assessment of Mothers and Children of Salinas ), a longitudinal birth cohort study A cohort study is a form of longitudinal study used in medicine and social science. It is one type of study design. In medicine, it is usually undertaken to obtain evidence to try to refute the existence of a suspected association between cause and disease; failure to refute investigating environmental exposures and the health of pregnant women and children residing in the agricultural Salinas Valley The Salinas Valley in the Central Coast region of California lies along the Salinas River between the Gabilan Range and the Santa Lucia Range. It encompasses parts of Monterey County. , California. Pregnant women planning to deliver at Natividad Medical Center (NMC NMC Nursing & Midwifery Council (UK) NMC NSSDC Master Catalog (NASA) NMC Northwestern Michigan College (Traverse City, Michigan) NMC National Meteorological Center ), a county hospital located in Salinas, California, and receiving prenatal care prenatal care, n the health care provided the mother and fetus before childbirth. in this hospital or at one of five clinics of Clinica de Salud del Valle de Salinas were screened for enrollment between October 1999 and October 2000. Women were eligible to participate if they were [greater than or equal to]18 years of age, had completed < 20 weeks gestation, spoke English or Spanish, and were MediCal eligible. A total of 601 women agreed to participate in the study, resulting in 538 live births. Excluded from these analyses were participants with insufficient serum volume for PCB analyses (n = 118), no locatable TSH data or only diagnostic information (n = 111), missing neonatal age at the time of blood draw (n = 22), and twins (n = 2). Women included in analyses (n = 285) were similar to those excluded except in that they had spent less time in the United States Time in the United States, by law, is divided into nine standard time zones covering the states and its possessions, with most of the United States observing daylight saving time for part of the year. than excluded women. This study was approved by the University of California, Berkeley The University of California, Berkeley is a public research university located in Berkeley, California, United States. Commonly referred to as UC Berkeley, Berkeley and Cal , Committee for the Protection of Human Subjects. All participants gave written informed consent before inclusion in the study. Interviews. Participants were interviewed during pregnancy as well as shortly after delivery in English or Spanish by bilingual, bicultural bi·cul·tur·al adj. Of or relating to two distinct cultures in one nation or geographic region: bicultural education. bi·cul staff. Sociodemographic information collected included maternal age maternal age, n the age of the mother at the period of conception. , family income, the number of people supported by this income, country of birth, and number of years lived in the United States. Information on alcohol, tobacco, drug, and caffeine consumption as well as agricultural work was also collected. Measurement of neonatal TSH. TSH is routinely measured by the California Department of Health Services Department of Health Services may refer to:
spots of blood in hen eggs; an esthetic problem to the breakfast eater. They are of no disease significance and can be prevented by increasing the content of vitamin A in the diet. were then analyzed with a solid-phase, time-resolved sandwich fluoroimmunoassay (AutoDELFIA; PerkinElmer, Wellesley, MA) using a lanthanide lanthanide Any of the series of 15 consecutive chemical elements in the periodic table from lanthanum to lutetium (atomic numbers 57–71). With scandium and yttrium, they make up the rare earth metals. metal europium europium (y rō`pēəm) [from Europe], metallic chemical element; symbol Eu; at. no. 63; at. wt. 151.96; m.p. about 820°C;; b.p. about 1,600°C;; sp. gr. 5. (Eu)
label. These data were abstracted from medical records. On average,
blood spot samples were collected 25 hr after birth (range, 4-121 hr).
Measurement of PCBs in maternal serum. Blood samples were collected by venipuncture venipuncture /veni·punc·ture/ (ven?i-pungk´chur) surgical puncture of a vein. ve·ni·punc·ture or ve·ne·punc·ture n. at the end of the second trimester (mean [+ or-] SD gestational age ges·ta·tion·al age n. See estimated gestational age. Gestational age The estimated age of a fetus expressed in weeks, calculated from the first day of the last normal menstrual period. = 26.1 [+ or-] 2.9 weeks) and shortly before delivery. Delivery samples were only included in the few cases when the second-trimester sample was not collected (n = 19). Samples were processed at NMC and stored at -80 C until shipment on dry ice to the CDC in Atlanta, Georgia, for analysis. We measured a total of 34 PCB congeners (International Union for Pure and Applied Chemistry Pure and Applied Chemistry (abb. Pure Appl. Chem.) is the official journal for the International Union of Pure and Applied Chemistry. It is published monthly and contains recommendations and reports, and lectures from symposia. nos. 18, 28, 44, 49, 52, 66, 74, 87, 99, 101, 118, 128, 138, 146, 149, 151, 153, 156, 157, 167, 170, 172, 177, 178, 180, 183, 187, 189, 194, 195, 196, 199, 206, 209) by high-resolution gas chromatography/high-resolution mass spectrometry mass spectrometry or mass spectroscopy Analytic technique by which chemical substances are identified by sorting gaseous ions by mass using electric and magnetic fields. with isotope dilution quantification based on methods previously published (Barr et al. 2003). Quality control samples were included in each run. Simple substitution methods, which consist of assigning values when measurements are below the limit of detection (LOD Lod (lōd), city (1994 pop. 51,200), central Israel. It is also known as Lydda. Its manufactures include paper products, chemicals, oil products, electronic equipment, processed food, and cigarettes. ) such as LOD/2 or LOD/v2, may bias results when detection frequencies are < 90-95% (Lubin et al. 2004). Values below the LOD were therefore randomly imputed Attributed vicariously. In the legal sense, the term imputed is used to describe an action, fact, or quality, the knowledge of which is charged to an individual based upon the actions of another for whom the individual is responsible rather than on the individual's from a log-normal distribution whose parameters were determined by maximum likelihood estimation. This method generally produces unbiased parameter estimates (Lubin et al. 2004). LODs for PCBs ranged between 0.01 and 1.92 ng/g lipids. Statistical analyses wererestricted to PCB congeners with a detection frequency > 75% and included PCBs 18, 28, 44, 49, 52, 66, 74, 99, 101, 118, 138, 146, 153, 156, 180, 183, 187, 194, and 199. Triglycerides Triglycerides Fatty compounds synthesized from carbohydrates during the process of digestion and stored in the body's adipose (fat) tissues. High levels of triglycerides in the blood are associated with insulin resistance. and total cholesterol were determined using standard enzymatic methods (Roche Chemicals, Indianapolis, IN). Total blood lipid concentrations were then calculated using the method reported by Phillips et al. (1989). PCB values were lipid-adjusted for all analyses by dividing serum PCB concentrations by total blood lipid concentrations. PCB groupings. PCB congeners were grouped according to previously proposed structure-based and mechanism-based groupings (Van den Berg et al. 2006; Wolff et al. 1997). Structure-based groupings were generated by summing the individual levels of mono-ortho (PCBs 28, 66, 74, 118, 156, 157, 167, and 189) and di-ortho substituted (PCBs 18, 44, 49, 52, 87, 99, 101, 128, 138, 146, 153, 172, 180, and 194) PCBs. The mechanism-based methods included the three groupings proposed by Wolff et al. (1997) and the TEQ method. We calculated TEQs using the World Health Organization's toxic equivalency factors (TEFs) (Van den Berg et al. 2006). In addition, we created a priori a priori In epistemology, knowledge that is independent of all particular experiences, as opposed to a posteriori (or empirical) knowledge, which derives from experience. another mechanism-based grouping of PCBs according to their ability to induce UPD-GT, CYP1A [or 7-ethoxyresorufin-O-deethylase (EROD EROD Education Resource Organizations Directory EROD Ethoxyresorufin-O-deethylation EROD Early Return of Dependents EROD Electronic Record of Deposit (pending tranfer) )] and CYP2B [or 7-pentoxyresorufin-O-dealkylase (PROD)] in mammals. PCB congeners likely to induce these enzymes were identified through a search in PubMed (http://www.ncbi.nlm.nih.gov/sites/entrez) and through referenced articles (Table 1). PCB congeners were considered enzyme inducers if a continuous linear or nonlinear dose response could be identified without otherwise overt toxic effects. Doses necessary to induce microsomal enzymes vary among animal species and strains tested (Boobis et al. 1990). We considered a dose-response relationship in at least one strain for UDP-GT, CYP1A, or CYP2B as an indication of possible UDP-GT induction in humans. PCB congeners in the final grouping included PCBs 52, 99, 101, 118 153, 156, 157, 167, 180, 183, 187, 189, 194, and 199. Because dioxin-like PCBs induce CYP1A, the enzyme inducers grouping included these congeners.
Table 1. References supporting microsomal enzyme induction by
individual PCB congeners in animals.
Microsomal
enzymes
PCB UDP-GT CYP1A/EROD CYP2B/PROD
congener
42 Connor et al.
1995
47 Connor et al.
1995
52 Connor et al.
1995
77 Desaulniers Chu et al.
et al. 1997; 1995;
Seo et al. Morse et al.
1995; 1995;
Visser et al. Seo et al.
1993 1995
99 Connor et al.
1995
101 Connor et al.
1995
105 Chu et al. Chu et al. Chu et al.
1998 1998 1998;
Connor et al.
1995
118 Chu et al. Connor et al.
1995; 1995
Connor et al.
1995;
Kuriyama
Et al. 2003
126 Craft et al. Chu et al.
2002; 1994;
Seo et al. Craft et al.
1995; 2002;
Van Birgelen Desaulniers
et al. 1995 et al. 1999;
Seo et al.
1995;
Van Birgelen
Et al. 1995
128 Lecavalier
et al. 1997
149 Li et al.
2001
153 Craft et al. Chu etal. Connor et al.
2002 1996; 1995;
Desaulniers Craft et al.
et al. 1999 2002;
Desaulniers
et al. 1999;
Ikegwuonu
et al. 1996
154 Connor etal.
1995
156 Van Birgelen Van Birgelen Van Birgelen
et al. 1995 et al. 1994 et al. 1994
163 Connor et al.
1995
169 Morse et al. Morse et al. Morse et al.
1993 1993 1993
170 Connor et al.
1995
180 Connor et al.
1995
183 Connor et al.
1995
187 Connor et al.
1995
189 Connor et al.
1995
194 Connor et al.
1995
199 Connor et al.
1995
Statistical analyses. We used Pearson's correlations to evaluate the interrelationship in·ter·re·late tr. & intr.v. in·ter·re·lat·ed, in·ter·re·lat·ing, in·ter·re·lates To place in or come into mutual relationship. in of PCB congeners. We then used one-way analysis of variance (ANOVA anova see analysis of variance. ANOVA Analysis of variance, see there ) to compare PCB levels by demographic characteristics. We constructed multiple linear regression Linear regression A statistical technique for fitting a straight line to a set of data points. models to test the association of both individual PCB congeners as well as PCB groupings with neonatal TSH levels. Covariates considered in regression models included (categorized as shown in Table 2 or as indicated below): maternal age (continuously), race, country of birth, marital status marital status, n the legal standing of a person in regard to his or her marriage state. (married or not), years of education, prepregnancy body mass index (BMI BMI body mass index. BMI abbr. body mass index Body mass index (BMI) A measurement that has replaced weight as the preferred determinant of obesity. ; continuously); cigarette, alcohol, and caffeine consumption during pregnancy (none vs. any); gestational age at time of blood collection for PCB analysis (continuously); and neonate's birth weight (continuously), sex, gestational age at birth (continuously), birth order (continuously), and age (in hours) at the time of heel stick (continuously). Covariates were selected for final models if they were related with the outcome (p < 0.20); final models included neonatal age at the time of heel stick, gestational age at birth, infant birth weight, sex, and mother's prepregnancy BMI.
Table 2. Demographic characteristics in a population of pregnant
women and their children in the Salinas Valley, CA (n= 285).
Sum PCBs (ng/g lipids) (a)
No. (%) Geometric mean 95% CI
Maternal
Age (years)
18-24 142 (50) 54.1 49.2-59.5*#
25-29 89 (31) 59.9 53.1-67.5
30-34 35 (12) 72.9 60.2-88.3
35-45 19 (7) 87.5 72.3-105.9
Race
White 3 (1) 38.9 9.7-156.3
Latina 275 (96) 59.9 55.9-64.2
Other 7 (2) 67.3 50.2-90.3
Education
[less than or equal to] 6th 118 (41) 55.7 50.1-62.0#
grade
7-12th grade 100 (35) 59.4 53.0-66.5
[greater than or equal to] 67 (23) 68.5 60.1-78.1
High school
Income (% poverty)
< 100 162 (61) 59.3 54.3-64.7
100-200 96 (36) 60.5 53.7-68.2
> 200 9 (3) 49.1 29.9-80.4
Country of birth
United States 34 (12) 61.9 50.0-76.5
Mexico 244 (86) 59.8 55.6-64.3
Other 7 (3) 52.0 34.5-78.6
Time in the USA (years)
[less than or equal to] 5 156 (55) 59.0 53.7-64.7
6-10 69 (24) 61.3 53.4-70.4
[greater than or equal to] 60 (21) 60.4 52.5-69.5
11
Parity
0 103 (36) 61.6 54.8-69.2
[greater than or equal to] 183 (64) 58.8 54.2-63.9
1
Smoking during pregnancy
Yes 12 (4) 68.7 48.5-97.3
No 274 (96) 59.5 55.5-63.7
Infant
Sex
Male 147 (52) 58.2 52.9-63.9
Female 138 (48) 61.6 56.0-67.8
Birth weight (g)
< 2,500 9 (3) 66.8 49.9-89.4
2,500-3,500 150 (52) 58.6 53.3-64.4
> 3,500 126 (44) 60.8 55.0-67.2
Gestational age at birth (weeks)
< 37 22 (8) 61.4 49.7-75.7
37-42 264 (92) 59.7 55.6-64.1
> 42 0 (0) - -
(a) PCBs with a detection frequency [greater than or equal to] 75% were
summed.
* p < 0.05 ANOVA. # p < 0.05 linear trend by Pearson's correlation.
We also considered the potential confounding confounding when the effects of two, or more, processes on results cannot be separated, the results are said to be confounded, a cause of bias in disease studies. confounding factor effect of other environmental chemicals such as lead, organophosphate pesticides, and other organochlorine or·gan·o·chlo·rine n. Any of various hydrocarbon pesticides, such as DDT, that contain chlorine. compounds including o,p'-dichlorodiphenyltrichloroethane (DDT DDT or 2,2-bis(p-chlorophenyl)-1,1,1,-trichloroethane, chlorinated hydrocarbon compound used as an insecticide. First introduced during the 1940s, it killed insects that spread disease and feed on crops. ), p,p'-DDT, p,p'-dichlorodiphenyl-trichloroethylene (DDE (Dynamic Data Exchange) A message protocol in Windows that allows application programs to request and exchange data between them automatically. DDE - Dynamic Data Exchange ), [beta]-and [gamma]-hexachloro-cyclohexane, dieldrin dieldrin: see insecticides. , hexachlorobenzene, heptachlor heptachlor: see insecticides. epoxide epoxide /epox·ide/ (e-pok´sid) an organic compound containing a reactive group resulting from the union of an oxygen atom with two other atoms, usually carbon, that are themselves joined together. , mirex mirex an effective organic pesticide used in ant control and as a fire retardant; it is, however, very persistent in tissue and now banned because of residue problems. , oxychlordane, and trans-nonachlor. Organochlorine compounds were measured concurrently with PCBs using the method described above and were lipid-adjusted. We determined exposure to organophosphate pesticides by averaging the concentration of dialkyl phosphate metabolites measured in urine by high-resolution gas chromatography-tandem mass spectrometry with isotope dilution quantification; these samples were collected twice during pregnancy (mean gestational age, 13 and 26 weeks) (Bradman et al. 2005; Bravo et al. 2004; Eskenazi et al. 2004). We measured lead in maternal and cord blood using graphite furnace atomic absorption Graphite furnace atomic absorption spectrometry (GFAAS) (also known as Electrothermal Atomic Absorption Spectrometry (ETAAS)) is a type of spectrometry that uses a graphite-coated furnace to vaporize the sample. spectrophotometry spectrophotometry Branch of spectroscopy dealing with measurement of radiant energy transmitted or reflected by a body as a function of wavelength. The measurement is usually compared to that transmitted or reflected by a system that serves as a standard. . TSH levels surge at birth and decrease sharply within the first days of life, the period during which blood was collected for TSH analysis. Neonate's age at the time of blood collection (expressed in hours) was negatively associated with both PCBs and TSH in our data. Log10(age) maximized the correlation between age at the time of blood collection and log10(TSH) and was entered as such in the models (r = -0.6, p < 0.001). As an alternative, we also age-standardized TSH levels based on data obtained from the neonatal screening program administered by the Genetics Disease Branch of the California Department of Health (http://www.dhs.ca.gov/pcfh/gdb/html/NBS/) (n = 1,330,213). The concentrations of the different PCB congeners are usually highly intercorrelated, so the association of a specific grouping with neonatal TSH may be attributed to uncontrolled confounding by PCB congeners not included in models. Therefore, we also included the sum of those PCB congeners that were not part of any particular grouping in each model. As described above, we ran multiple models to examine associations of neonatal TSH with individual PCB congeners. The Bonferroni adjustment method may be too conservative when a large number of tests are carried out. We therefore used the bootstrapbased single-step maxT multiple testing procedure proposed by Dudoit et al. (2004), which adjusts for multiple hypothesis testing while accounting for the correlation between exposures by estimating the joint distribution of test statistics (multtest package in R; R Foundation for Statistical Computing, Vienna, Austria). Adding congeners assumes an equal potency for every component of a given grouping, which may not be appropriate. Thus, we also analyzed the data by using principal-component analysis to summarize both the group of enzyme inducers and congeners that have not been identified as enzyme inducers. Scores for each group's first component (defined as the loadings-weighted sum of PCB congeners) were then entered as the independent variable in a multiple linear regression model along with the covariates identified above. Missing values for PCB congeners were imputed based on a nearest neighbor See point sampling. (Euclidian distance) method (impute impute v. 1) to attach to a person responsibility (and therefore financial liability) for acts or injuries to another, because of a particular relationship, such as mother to child, guardian to ward, employer to employee, or business associates. package in R). Values for environmental exposures (including PCBs) and TSH were expressed on the log10 scale for statistical analyses. Analyses were performed with Intercooled STATA, version 8.1 (StataCorp., College Station, TX) and R, version 2.3.0 (R Foundation for Statistical Computing, Vienna, Austria). Results Most participating women were young, Latina, born in Mexico, and had little education (Table 2). Almost all spoke Spanish at home (94%), and most were below the federal poverty line (61%) and had at least one household member working in agriculture (76%). There were slightly more male than female children (52 vs. 48%). Approximately 3% of the newborns had a low birth weight (< 2,500 g), and 8% were premature (< 37 weeks gestation). TSH levels were within the reference range for all children ([less than or equal to] 25 mIU/L) with a geometric mean (mathematics) geometric mean - The Nth root of the product of N numbers. If each number in a list of numbers was replaced with their geometric mean, then multiplying them all together would still give the same result. of 5.7 mIU/L [95% confidence interval confidence interval, n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%. (CI), 5.3 to 6.1]. Gestational age at birth and birth weight were positively associated with TSH levels (data not shown). No other covariates were related to TSH levels. The sum of those PCB congeners with a detection frequency > 75% increased with maternal age (p < 0.001) and with the number of years of education (p < 0.05; Table 3). Levels were also higher in women who smoked during pregnancy, but the difference was not statistically significant.
Table 3. PCB levels (geometric means), detection frequencies, ranges,
and LOD ranges in a population of pregnant women in the Salinas Valley,
CA.
No. LOD range Detection frequency (%)
[sigma]PCBs (a)(ng/g) 285 0.02-1.92 100
TEQ (pg/g) 285 0.004-0.086 100
Inducers (b) (ng/g) 285 0.03-1.44 100
Mono-ortho (c) (ng/g) 285 0.03-1.11 100
Di-ortho (d) (ng/g) 285 0.03-1.44 100
Wolff method
Group 1 (e) (ng/g) 285 0.03-1.92 100
Group 2 (f) (ng/g) 285 0.03-1.11 100
Group 3 (g) (ng/g) 285 0.04-1.09 100
Individual congeners
PCB-18 (ng/g) 279 0.03-0.88 100
PCB-28 (ng/g) 285 0.03-0.79 100
PCB-44 (ng/g) 238 0.06-1.92 98.7
PCB-49 (ng/g) 250 0.05-1.40 99.2
PCB-52 (ng/g) 261 0.05-1.89 99.2
PCB-66 (ng/g) 276 0.39-1.02 100
PCB-74 (ng/g) 276 0.04-1.11 100
PCB-99 (ng/g) 263 0.06-1.09 100
PCB-101 (ng/g) 241 0.06-1.44 94.6
PCB-118 (ng/g) 270 0.05-0.86 99.6
PCB-138 (ng/g) 263 0.03-0.65 100
PCB-146 (ng/g) 249 0.05-0.60 87.6
PCB-153 (ng/g) 273 0.04-0.70 100
PCB-156 (ng/g) 270 0.07-0.55 85.2
PCB-180 (ng/g) 231 0.06-0.96 100
PCB-183 (ng/g) 259 0.06-0.47 78.0
PCB-187 (ng/g) 224 0.04-0.71 96.9
PCB-194 (ng/g) 263 0.03-0.50 95.4
PCB-199 (ng/g) 271 0.03-0.62 85.6
Geometric mean 95% CI Range
[sigma]PCBs (a)(ng/g) 59.8 56.0-64.0 15.3-323.7
TEQ (pg/g) 0.86 0.75-0.97 < LOD-5.17
Inducers (b) (ng/g) 38.9 36.3-41.6 10.0-250.3
Mono-ortho (c) (ng/g) 29.4 27.2-31.7 6.4-127.7
Di-ortho (d) (ng/g) 27.6 25.9-29.5 7.3-213.1
Wolff method
Group 1 (e) (ng/g) 8.3 7.6-9.1 0.4-62.9
Group 2 (f) (ng/g) 13.2 12.3-14.1 2.1-69.1
Group 3 (g) (ng/g) 8.4 7.7-9.1 0.6-138.0
Individual congeners
PCB-18 (ng/g) 6.5 5.9-7.1 0.9-32.1
PCB-28 (ng/g) 17.4 15.8-19.1 3.1-91.7
PCB-44 (ng/g) 2.3 2.1-2.6 < LOD-11.4
PCB-49 (ng/g) 1.5 1.4-1.7 < LOD-7.9
PCB-52 (ng/g) 3.0 2.7-3.3 < LOD-12.4
PCB-66 (ng/g) 2.8 2.5-3.0 0.4-16.0
PCB-74 (ng/g) 4.1 3.8-4.4 0.7-20.8
PCB-99 (ng/g) 1.8 1.7-1.9 0.5-11.6
PCB-101 (ng/g) 0.9 0.8-1.1 < LOD-5.8
PCB-118 (ng/g) 3.4 3.2-3.7 < LOD-4.7
PCB-138 (ng/g) 2.5 2.3-2.7 0.2-30.9
PCB-146 (ng/g) 0.5 0.4-0.5 < LOD-14.7
PCB-153 (ng/g) 5.6 5.2-6.0 0.3-95.6
PCB-156 (ng/g) 0.4 0.4-0.5 < LOD-6.3
PCB-180 (ng/g) 1.5 1.4-1.7 0.3-30.0
PCB-183 (ng/g) 0.3 0.3-0.4 < LOD-8.2
PCB-187 (ng/g) 0.9 0.8-1.0 < LOD-38.3
PCB-194 (ng/g) 0.5 0.5-0.6 < LOD-8.6
PCB-199 (ng/g) 0.4 0.3-0.4 < LOD-7.5
(a) Sum of all PCBs with a detection frequency . 75% (listed above).
(b) Enzyme inducers include PCBs 52, 99, 101, 118, 153, 156, 180, 183,
187, 194, and 199. (c) Mono-orthoPCBs include PCBs 28, 66, 74, 118, and
156. (d) Di-orthoPCBs include PCBs 18, 44, 49, 52, 99, 101, 138, 146,
153, 180, and 194. (e) Group 1 includes PCBs 44, 49, 52, 101, 187,
and 199. (f) Group 2 includes PCBs 66, 74, 118, 138, and 156.
(g) Group 3 includes PCBs 99, 153, 180, and 183.
Only PCBs 183 ([beta] = 0.11; 95% CI, 0.02 to 0.20) and 199 ([beta] = 0.10; 95% CI, 0.01 to 0.20) were significantly positively related to neonatal TSH levels in univariate regressions (data not shown); however, as shown in Table 4, 6 of the 19 PCB congeners detected in > 75% of the samples--namely PCBs 101, 180, 183, 187, 194, and 199-were found to be significantly related to TSH levels, after adjustment for neonatal age at the time of blood draw ([beta]= 0.08-0.14, p < 0.05). Three additional congeners, PCBs 99, 138, and 153, were significantly positively related to TSH after adjustment for all covariates (PCB 99: [beta]= 0.11; 95% CI, 0.02 to 0.21; PCB138: [beta]= 0.09; 95% CI, 0.01 to 0.18 and PCB-153: [beta]= 0.08; 95% CI, 0.00 to 0.17).
Table 4. Age-adjusted and fully adjusted associations between prenatal
exposure to PCBs and neonatal TSH levels.
Age-adjusted Fully Adjusted (a)
[beta] 95% CL [beta] 95% CI
[sigma]PCBs 0.05 -0.05 to 0.15 0.06 -0.05 to 0.16
(b)
TEQ -0.01 -0.10 to 0.08 0.00 -0.10 to 0.09
Inducers 0.09 -0.01 to 0.19 0.11 0.01 to 0.21
(c)
Mono-ortho 0.01 -0.08 to 0.10 0.01 -0.08 to 0.10
(d)
Di-ortho 0.08 -0.03 to 0.19 0.09 -0.02 to 0.20
(e)
Wolff method
Group 1 0.05 -0.04 to 0.14 0.06 -0.03 to 0.14
(f)
Group 2 0.04 -0.07 to 0.14 0.05 -0.06 to 0.16
(g)
Group 3 0.09 0.00 to 0.18 0.11 0.02 to 0.20
(h)
Individual congeners
PCB-18 0.03 -0.05 to 0.10 0.03 -0.04 to 0.10
PCB-28 0.01 -0.06 to 0.08 0.02 -0.06 to 0.08
PCB-44 0.03 -0.05 to 0.10 0.03 -0.04 to 0.11
PCB-49 0.02 -0.06 to 0.09 0.02 -0.05 to 0.09
PCB-52 0.03 -0.05 to 0.11 0.03 -0.05 to 0.11
PCB-66 0.00 -0.08 to 0.08 0.01 -0.07 to 0.09
PCB-74 0.03 -0.07 to 0.12 0.03 -0.06 to 0.13
PCB-99 0.09 -0.00 to 0.18 0.11 0.02 to 0.21
PCB-101 0.08 0.02 to 0.15 0.09 0.03 to 0.16
PCB-118 0.01 -0.08 to 0.11 0.03 -0.07 to 0.13
PCB-138 0.07 -0.01 to 0.15 0.09 0.01 to 0.18
PCB-146 0.06 -0.02 to 0.14 0.07 -0.01 to 0.15
PCB-153 0.07 -0.01 to 0.15 0.08 0.00 to 0.17
PCB-156 0.04 -0.03 to 0.11 0.05 -0.03 to 0.12
PCB-180 0.08 0.00 to 0.15 0.09 0.01 to 0.17
PCB-183 0.12 0.05 to 0.19 0.13 0.05 to 0.20
PCB-187 0.09 0.02 to 0.16 0.09 0.02 to 0.17
PCB-194 0.11 0.03 to 0.19 0.12 0.04 to 0.20
PCB-199 0.14 0.07 to 0.22 0.14 0.07 to 0.22
(a) Models adjusted for neonatal age at time of heel stick for TSH
measurement, gestational age at birth, infant birthweight, sex and
mother's prepregancy BMI. (b) Sum of all PCBs with a detection
frequency . 75%. (c) Enzyme inducers include PCBs 52, 99, 101, 118,
153, 156, 180, 183, 187, 194, and 199. (d) Mono-orthoPCBs include
PCBs 28, 66, 74, 118, and 156. (e) Di-orthoPCBs include PCBs 18, 44,
49, 52, 99, 101, 138, 146, 153, 180, and 194. (f) Group 1 includes
PCBs 44, 49, 52, 101, 187, and 199. (g) Group 2 includes PCBs 66, 74,
118, 138, and 156. (h) Group 3 includes PCBs 99, 153, 180, and 183.
PCBs 194 and 199 remained significantly associated with TSH levels after adjustment for multiple hypothesis testing (PCB-194: [beta] = 0.12; 95% CI, 0.01 to 0.24; PCB-199: [beta] = 0.14; 95% CI, 0.02 to 0.25), whereas PCBs 101, 183, and 187 almost reached statistical significance (PCB-101: [beta] = 0.09; 95% CI, -0.01 to 0.18; PCB-183: [beta] = 0.13; 95% CI, -0.01 to 0.23; PCB-187: [beta] = 0.09; 95% CI, -0.01 to 0.20). Total PCB levels, structure-based groupings (mono-ortho and di-ortho substituted PCBs), and the TEQ of dioxin-like PCBs were not significantly associated with neonatal TSH levels (Table 4). However, the sum of PCBs specifically hypothesized to induce [T.sub.4]-metabolizing enzymes was positively associated with neonatal TSH levels; each 10-fold increase in the sum of enzyme-inducing PCBs was associated with a 29% (95% CI, 2 to 62%) increase in TSH (computed from Table 4). The association was linear on a log-log scale, as shown in Figure 1. Including the sum of PCBs not found to be enzyme inducers in the same model or removing extreme values did not materially alter results (data not shown). The principal-component analysis-computed factor summarizing the serum level of potential enzyme inducers (accounting for 64% of the variance) was also significantly associated with neonatal TSH ([beta]= 0.015, 95% CI, 0.005 to 0.024), whereas the factor representing noninducers (accounting for 63% of the variance) was not ([beta]= 0.006, 95% CI, -0.005 to 0.017). Furthermore, the sum of congeners included in group 3 of the classification proposed by Wolff et al. (1997), which is also based on enzyme induction, was significantly associated with TSH levels ([beta]= 0.11; 95% CI, 0.02 to 0.20). The fact that we found a significant association with the sum of all potential enzyme inducer inducer /in·duc·er/ (in-dldbomacs´er) a molecule that causes a cell or organism to accelerate synthesis of an enzyme or sequence of enzymes in response to a developmental signal. in·duc·er n. PCBs but not with the TEQ suggests that CYP2B inducers were primarily associated with TSH. This was confirmed when we grouped PCBs by specific enzyme induced (CYP CYP In currencies, this is the abbreviation for the Cyprus Pound. Notes: The currency market, also known as the Foreign Exchange market, is the largest financial market in the world, with a daily average volume of over US $1 trillion. 2B/PROD inducers: [beta]= 0.11; 95% CI, 0.01 to 0.21). Results above were similar whether neonate's age at the time of TSH measurement was controlled for by including the variable as a covariate in models or by standardizing with the use of an external population (California Department of Health Services, Genetic Diseases Branch). The method used to account for blood lipids (including it as a covariate or expressing PCBs on a lipid basis) did not appreciably alter results. Discussion Results from this study suggest that prenatal exposure to PCB congeners that induce CYP2B in animals is positively associated with TSH levels in children shortly after birth. In animals, UDP-GT (UGT1A1) is induced concurrently with CYP2B following exposure to phenobarbital-like compounds, which may explain the observed association (Sugatani et al. 2001). However, we found no association between levels of TSH and total PCBs, PCBs grouped by structure (monoand di-ortho-substituted PCBs), or dioxin-like PCBs (TEQ). These findings were observed in the CHAMACOS population, which had low exposure to PCBs compared with the general U.S. population (CDC 2005). The median PCB-153 concentration, for instance, was 5.6 times lower in our participants than in the NHANES NHANES National Health and Nutrition Examination Survey (US CDC) (National Health and Nutritional Examination Survey) sample (5.4 vs. 30.1 ng/g lipids). Our findings differ from those of Koopman-Esseboom et al. (1994), who found associations between maternal dioxin-like PCBs (TEQ) and neonatal TSH levels, and of Wang et al. (2005), who reported associations between the placental placental pertaining to or emanating from placenta. placental barrier the placental separation of maternal and fetal blood which varies in its structure and permeability between the species. dioxin/PCB TEQ and cord blood TSH levels. Although we may have underestimated the TEQ in our population because we did not measure the levels of two key dioxin-like PCBs (PCBs 126 and 169), the exposure level in the Dutch study appeared to be substantially higher (about 20 times) than in the current study (Longnecker et al. 2003). Our results also differ from those of previous studies that found no association of TSH levels with individual PCB congeners (Ribas-Fito et al. 2003; Takser et al. 2005). However, our findings are consistent with those of Longnecker et al. (2000), Takser et al. (2005), and Ribas-Fito et al. (2003), who did not find an association between the sum of all PCB congeners measured and TSH levels in pregnant women, neonates, and cord blood. Our results also agree with the lack of association between the structure-based grouping of mono-ortho-substituted PCB congeners and TSH levels, as reported in two previous studies (Takser et al. 2005; Wang et al. 2005). Serum concentrations of PCB congeners are highly intercorrelated, yet individual congeners may differ in their health effects and mechanisms of action. Except for a study by Wolff and Toniolo (1995), who investigated associations with breast cancer, we are not aware of any other study that grouped PCBs based on the mechanism of enzyme induction. To date, no study examining the potential of PCBs to disrupt TH has grouped congeners based on their potential to specifically disrupt TH. One of the main strengths of this study is that we attempted to characterize a priori PCB congeners based on their potential to affect TH. We grouped PCBs based on evidence from animal studies suggesting the potential of specific PCB congeners to induce UDP-GT. We also considered the potential confounding effect of a large number of demographic and environmental covariates. Our findings were further supported by principal-component analysis, with the first factor summarizing enzyme-inducing congeners being significantly associated with neonatal TSH levels whereas the factor summarizing other congeners was not. Strengths also include the control for multiple hypothesis testing and our use of distribu-tion-based imputation IMPUTATION. The judgment by which we declare that an agent is the cause of his free action, or of the result of it, whether good or ill. Wolff, Sec. 3. techniques for values below the LOD. There are limitations to the method we propose, some of which stem from limited data. First, we could not find published data for seven of the 19 congeners commonly found in the CHAMACOS population (detection frequency > 75%). Also, our method does not consider other potential mechanisms of action by which PCBs could affect TH levels, including the binding of PCBs to transthyretin and displacement of [T.sub.4] (Chauhan et al. 2000), increased liver [T.sub.4] uptake and decreased pituitary pituitary /pi·tu·i·tary/ (pi-too´i-tar?e) 1. hypophysial. 2. pituitary gland; see under gland. anterior pituitary adenohypophysis. sensitivity to thyroid-releasing hormone (Khan and Hansen 2003), altered [T.sub.4] and [T.sub.3] synthesis (Collins and Capen 1980), and inhibited thyroid gland response to TSH (Byrne et al. 1987). Summing the concentrations of PCB congeners also assumes equal potencies, which may not be appropriate. Summarizing the grouping with principal-component analysis-derived factors, though avoiding the equal potencies assumption of the summation method, still assumes no synergistic effect Synergistic effect A violation of value-additivity in that the value of a combination is greater than the sum of the individual values. . An ideal grouping would consider all potential mechanisms of action, different relative potencies, and interactions. One strategy to improve our method might be to develop a TEQ-like weighing system (Van den Berg et al. 2006). Such a scheme would require more congener-specific data and would need to consider whether a simple linear additive model appropriately represents observed effects at environmentally relevant doses. In summary, we report a positive association between neonatal TSH levels and prenatal exposure to PCBs reported to induce microsomal enzymes (specifically CYP2B) and suspected to induce UDP-GT in animals but not with the sum of all PCB congeners, or PCBs grouped according to their dioxin-like activity or structure. This is the largest study to date investigating prenatal exposure to PCBs and neonatal TSH. If replicated, our findings would support the hypothesis that not all PCB congeners disrupt thyroid hormones Thyroid Hormones Definition Thyroid hormones are artificially made hormones that make up for a lack of natural hormones produced by the thyroid gland. , and would argue against summing all PCB congeners. However, they would support grouping PCB congeners based on their potential mechanism of action of UDP-GT induction. Our results also suggest that PCBs affect TH homeostasis even at the low background level of exposure found in the CHAMACOS population. 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Proposed PCB congener groupings for epidemiological studies. Environ Health Perspect 105:13-14. Wolff MS, Toniolo PG. 1995. Environmental organochlorine exposure as a potential etiologic factor in breast cancer. Environ Health Perspect 103(suppl 7):141-145. Wong PW, Brackney WR, Pessah IN. 1997. Ortho-substituted polychlorinated biphenyls alter microsomal calcium transport by direct interaction with ryanodine receptors of mammalian brain. J Biol Chem 272(24):15145-15153. Jonathan Chevrier, (1) Brenda Eskenazi,1Asa Bradman,1Laura Fenster, (2) and Dana B. Barr (3) (1) Center for Children's Environmental Health Research, School of Public Health, University of California, Berkeley, California, USA; (2) California Department of Health Services, Division of Environmental and Occupational Disease Control, Richmond, California, USA; (3) National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, Georgia, USA Address correspondence to B. Eskenazi, Center for Children's Environmental Health Research, School of Public Health, UC Berkeley, 2150 Shattuck Ave., Suite 600, Berkeley, CA 94704-7380 USA. Telephone: (510) 642-3496. Fax: (510) 642-9083. E-mail: eskenazi@berkeley.edu We gratefully acknowledge P. Buffler (genetic disease branch data); S. Dudoit, R.E. Aguilar Schall, and A. Marks (statistical consultation); and M.Warner (manuscript review). This publication was supported by grants RO1 OH007400 from the National Institute for Occupational Safety and Health National Institute for Occupational Safety and Health, n.pr an institute of the Centers for Disease Control and Prevention that is responsible for assuring safe and healthful working conditions and for developing standards of safety and health. , RD 83171001 from 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 , and PO1 ES009605 from 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. . Additional funding was provided by the Fonds de la Recherche en Sante du Quebec and the Canadian Institutes for Health Research. Its contents are solely the responsibility of the authors and do not necessarily represent funders' or CDC's official views. The authors declare they have no competing financial interests. Received 19 October 2006; accepted 28 June 2007. |
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