A longitudinal examination of factors related to changes in serum polychlorinated biphenyl levels. (Research).Consumption of sport-caught fish from the Great Lakes Great Lakes, group of five freshwater lakes, central North America, creating a natural border between the United States and Canada and forming the largest body of freshwater in the world, with a combined surface area of c.95,000 sq mi (246,050 sq km). is a recognized source of human exposure to 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. body burden is crucial for evaluating exposure levels and augmenting validity of studies investigating their relationship to adverse health effects. Using data collected from 1980 to 1995, we evaluated longitudinal changes in serum PCB levels among 179 fisheaters and non-fisheaters of the Michigan Fisheater Cohort. Participants identified as fisheaters in 1980 ate 26 lb or more of sport-caught fish per year, whereas non-fisheaters ate less than 6 lb per year. We found a monotonic monotonic - In domain theory, a function f : D -> C is monotonic (or monotone) if for all x,y in D, x <= y => f(x) <= f(y). ("<=" is written in LaTeX as \sqsubseteq). decline in serum PCB levels among all participants from a mean value of 24 ppb ppb abbr. parts per billion in 1980 to 12 ppb in 1994. This was paralleled by an 83% decrease in mean fish consumption among all participants over the same period. We combined demographic, lifestyle, and fish consumption information with PCB data and evaluated the data using regression models to identify predictors of PCB body burden over a 16-year period. Results of the mixed-effects linear regression Linear regression A statistical technique for fitting a straight line to a set of data points. model suggest that consumption of Lake Michigan fish before 1980, amount of sport-caught fish eaten in the past year, age, and year of data collection were significant determinants of current PCB body burden over the 16year study period. PCB levels were particularly elevated for males who were classified as fisheaters in 1980, which may reflect higher levels of sport-caught fish consumption compared with female fisheaters. Key words: epidemiology epidemiology, field of medicine concerned with the study of epidemics, outbreaks of disease that affect large numbers of people. Epidemiologists, using sophisticated statistical analyses, field investigations, and complex laboratory techniques, investigate the cause , exposure assessment, fish consumption, Great Lakes, PCBs, serum. Environ Health Perspect 111:702-707 (2003). doi:10.1289/ehp.5866 available via http://dx.doi.org/ [Online 21 January 2003] ********** Polychlorinated biphenyls (PCBs) have been linked to a broad range of adverse health effects in humans, from developing fetuses to aging adults (Fein et al. 1984; Hicks Hicks , Edward 1780-1849. American painter of primitive works, notably The Peaceable Kingdom, of which nearly 100 versions exist. 1996; Lai et al. 2001; Persky et al. 2001; Rylander et al. 1998; Sauer et al. 1994; Schantz et al. 1996; Yu et al. 1991). However, efforts to ascertain historical PCB exposure and determine a causal relationship with health outcomes such as cancer and immune dysfunction dysfunction /dys·func·tion/ (dis-funk´shun) disturbance, impairment, or abnormality of functioning of an organ.dysfunc´tional erectile dysfunction impotence (2). have yielded inconsistent results (Hansen 1998; Kimbrough 1995; Wolff and Toniolo 1995). Information regarding changes in PCB body burden over time and the factors associated with these changes would greatly enhance our understanding of the role of PCBs in pathogenesis pathogenesis /patho·gen·e·sis/ (path?ah-jen´e-sis) the development of morbid conditions or of disease; more specifically the cellular events and reactions and other pathologic mechanisms occurring in the development of disease. . However, longitudinal examinations of exposed populations are scarce and suffer from small sample sizes or insufficient time between measurements to examine the effects of longer-lived PCBs (Hovinga et al. 1992; Steele et al. 1986). PCBs are a diverse group of organo-chlorines consisting of a 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 ring with 10 available positions for chlorination chlorination Public health Addition of chlorinated compounds to drinking water as disinfectants. Cf Ozonation. (Alford-Stevens 1986). In general, the half-life of PCBs in the body increases with increasing chlorination, and values have been estimated to range from < 1 year to 71 years (Phillips et al. 1989; Shirai and Kissel This article is about a dessert. For the car company, see Kissel Motor Car Company. Kissel (Kisiel in Polish, kiisseli in Finnish) is a popular dessert in Eastern and Northern Europe. 1996; Yakushiji et al. 1984). However, the most common congeners to which the general population is exposed are characterized by half-lives of 2-6 years (Shirai and Kissel 1996). Thus, it may be difficult to determine complete historical exposure to PCBs, as biological measurements are often collected many years after exposures have occurred. 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. of 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. food products, especially contaminated sport-caught fish, is among the most important pathways of exposure to PCBs (Fiore et al. 1989; Humphrey 1976, 1983; Kreiss 1985). Factors related to fish consumption such as type of fish species consumed, number of years consuming sport-caught fish or wildlife, source of sport-caught fish, and fish preparation methods (removal of skin and fat) have been shown to influence serum PCB levels (Dellinger et al. 1996; Falk et al. 1999; Feeley 1995; Fiore et al. 1989; Fitzgerald et al. 1999; Hanrahan et al. 1999). Demographic factors are also strong predictors of PCB levels. Increasing age, male sex, and higher 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. ) have been associated with increased serum PCB concentrations (Falk et al. 1999; Feeley 1995; Hanrahan et al. 1999; Hovinga et al. 1993; Kearney et al. 1999; Kreiss 1985; Laden et al. 1999; Wolff et al. 1992). Occupational exposure in capacitor capacitor or condenser, device for the storage of electric charge. Simple capacitors consist of two plates made of an electrically conducting material (e.g., a metal) and separated by a nonconducting material or dielectric (e.g. , transformer transformer, electrical device used to transfer an alternating current or voltage from one electric circuit to another by means of electromagnetic induction. , and electrical equipment A piece of electrical equipment is a machine, powered by electricity and usually consists of an enclosure, a variety of electrical components and often a power switch. Examples of Electrical Equipment
manufacturing industries npl → industries fpl de transformation is also associated with increases in serum PCB levels (Wolff 1985; Wolffet al. 1992). Reproductive factors, including parity and breast-feeding breast-feeding /breast-feed·ing/ (brest´fed?ing) nursing; the feeding of an infant at the mother's breast. , appear to decrease body burdens of PCBs in reproductive-age women (Feeley 1995; Fitzgerald et al. 1998; Laden et al. 1999; Skaare and Polder 1990). We undertook this investigation to evaluate changes in PCB body burden using a cohort of fisheaters and non-fisheaters that was established in 1980 by the Michigan Department of Public Health (MDPH MDPH Massachusetts Department of Public Health ) and followed periodically through 1995 (Hovinga et al. 1992; Humphrey 1983; Schantz et al. 1996). We sought to investigate the effect of changes in the consumption of sport-caught fish on levels of PCBs in the body and to identify other predictors of change in serum PCB levels over time. Methods Study population. From 1980 to 1982, the MDPH established a cohort of 572 fisheaters and 419 non-fisheaters [the Michigan Fisheater (MFE MFE - maximal free expression ) Cohort] to evaluate the potential for human exposure to environmental contaminants through consumption of Lake Michigan sport-caught fish (Humphrey 1983). Detailed information regarding the MFE Cohort has been described previously (Hovinga et al. 1992, 1993; Humphrey 1983, 1992; Humphrey and Budd 1996; Humphrey et al. 2000). Briefly, fisheaters were selected based on the amount of sport-caught fish consumed [[greater than or equal to] 26 lb/year] and compared with randomly selected age-, sex-, and region-matched "non-fisheaters" who consumed < 6 lb of sport-caught fish per year. Self-reported demographic, medical history, and fish consumption information were obtained by personal interview. Unfortunately, questions about breast-feeding and parity were not included on the questionnaire. A recharacterization of the MFE Cohort was undertaken by the MDPH from 1989 to 1991 to obtain additional blood samples, update fish consumption histories, and obtain medical information (Humphrey and Budd 1996). Seventy-five percent of the cohort participated in this effort. In 1992, a subset of the cohort (104 fisheaters and 84 non-fisheaters randomly selected from those [greater than or equal to] 50 years of age) was identified and participated in an investigation to evaluate neuropsychological neu·ro·psy·chol·o·gy n. The branch of psychology that deals with the relationship between the nervous system, especially the brain, and cerebral or mental functions such as language, memory, and perception. functioning in which blood samples and questionnaire data were once again collected as part of the study protocol. Although some changes to the original questionnaire were made in subsequent evaluations of the cohort, similar blood collection protocols were used in all three surveys. Blood samples were collected by phlebotomist phle·bot·o·mist n. 1. One who practices phlebotomy. 2. One who draws blood for analysis or transfusion. field staff and analyzed by the MDPH, using the Webb-McCall packed-column gas chromatography gas chromatography (GC) Type of chromatography with a gas mixture as the mobile phase. In a packed column, the packing or solid support (held in a tube) serves as the stationary phase (vapour-phase chromatography, or VPC) or is coated with a liquid stationary phase analytic method to quantify total serum PCBs in all samples collected from the cohort (Hovinga et al. 1992, 1993; Humphrey 1983; Schantz et al. 1996); congener-specific analyses were carried out only on the samples collected during the last survey (Humphrey et al. 2000). The limit of detection for total PCBs in serum was 3 ppb throughout the study period. In the current study, we included participants from the last investigation who had serum, demographic, and dietary information from at least two of the three characterizations of the cohort, yielding a sample size of 101 fisheaters and 78 non-fisheaters. Information was extracted from questionnaire data from 1980 to 1982 (hereafter In the future. The term hereafter is always used to indicate a future time—to the exclusion of both the past and present—in legal documents, statutes, and other similar papers. referred to as 1980), 1989-1991 (1990), and 1993-1995 (1994) and compiled into a database. Self-reported height (feet) and weight (pounds) at each time point were used, after conversion of U.S. units to their metric equivalents, to estimate BMI [weight (kilograms)/height (square meter Noun 1. square meter - a centare is 1/100th of an are centare, square metre area unit, square measure - a system of units used to measure areas )]. Serum values below the limit of detection were assigned a value of 1.5 ppb, half the limit of detection (Hornung and Reed 1990). Seven subjects in 1980, three in 1990, and five in 1994 had serum PCB values below the limit of detection. PCB data were unavailable for 8 participants in 1980, 14 in 1990, and 10 in 1994. Using information obtained on the number of sport-caught fish meals consumed per month and ounces of fish consumed per meal, the total pounds of sport-caught fish consumed in the past year were calculated. At enrollment in 1980, individuals were classified as non-fisheaters if they reported eating less than 6 lb of sport-caught fish in the past year. In the present study, non-fisheaters were assigned a value of 3 lb/year for 1980 consumption unless they reported no consumption of sport-caught fish in the past year, in which case they were assigned a value of 0 lb/year. Decreasing consumption of sport-caught fish among fisheaters and increasing consumption among non-fisheaters in later characterizations of this cohort made the designations of "fisheater" and "non-fisheater" assigned in 1980 misleading for some participants. Because our objective was to evaluate the relationship between serum PCB levels and consumption of contaminated Lake Michigan sport-caught fish over time, we evaluated these factors irrespective of irrespective of prep. Without consideration of; regardless of. irrespective of preposition despite 1980 designations of fish-eating status. We retained the 1980 fish-eating status designations in the current study only to reflect historical fish consumption patterns. Collection of data on primary fish species consumed and on cooking methods differed greatly among questionnaires. Therefore, these factors were not evaluated in the current study. Statistical analysis, At each time point, normality normality, in chemistry: see concentration. of serum PCB values and total fish consumption in the past year was assessed using the Kolmogorov-Smirnov test In statistics, the Kolmogorov–Smirnov test (often called the K-S test) is used to determine whether two underlying one-dimensional probability distributions differ, or whether an underlying probability distribution differs from a hypothesized distribution, in either . Serum contaminant contaminant /con·tam·i·nant/ (kon-tam´in-int) something that causes contamination. contaminant something that causes contamination. values and total fish consumption were found to be log-normally distributed. Thus, the natural logarithm Natural logarithm Logarithm to the base e (approximately 2.7183). of PCB values were used in further statistical analyses. We evaluated differences in demographic factors by 1980 fisheater designation using a chi square chi square (kī), n a nonparametric statistic used with discrete data in the form of frequency count (nominal data) or percentages or proportions that can be reduced to frequencies. test. Differences in the mean value of the log-transformed data for serum PCB levels or pounds of sport-caught fish consumed in the past year by demographic factors [age, sex, level of highest education received (less than high school, high school, or college), BMI (< 25 kg/[m.sup.2] or [greater than or equal to] 25 kg/[m.sup.2]), and region of residence (north, central, or south)] were examined using analysis of variance. The relationship between log-transformed serum PCB levels and fish consumption (pounds of fish consumed in the past year) was first evaluated cross-sectionally using simple linear regression Simple linear regression A regression analysis between only two variables, one dependent and the other explanatory. and then by multiple linear regression for each time point, 1980, 1990, and 1994. Demographic variables that were evaluated included age, sex, education, marital status marital status, n the legal standing of a person in regard to his or her marriage state. , region of residence, and BMI. Although information was also collected on the total number of years consuming sport-caught fish, we were unable to evaluate its contribution to serum PCB levels because of inconsistencies in the manner in which this variable was recorded over time. However, designation as a fisheater (consumption of [greater than or equal to] 26 lb of sport-caught fish) or a non-fisheater (consumption of < 6 lb of sport-caught fish) at the time of enrollment in the study was also evaluated with regard to usual consumption over time, and this was determined to reflect an individual's typical sport-caught fish consumption. Thus, this designation was used to evaluate the influence of historical fish consumption on PCB levels. Variables showing a statistical association (p < 0.10) with PCB serum concentration serum concentration Therapeutics The amount of a drug or other compound in the circulation, both bound to proteins and unbound, the latter of which generally corresponds to the theraepeutically active fraction in the univariate models were evaluated in multiple linear regression models. Additionally, age, sex, and BMI, which were identified 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. through literature review to influence PCB levels, were retained in multivariate The use of multiple variables in a forecasting model. models regardless of statistical significance. A first-order interaction term between sex and 1980 designation of fish-eating status was identified during model building to significantly (p < 0.05) contribute to the prediction of PCB values and was thus included in the cross-sectional multivariate models. An interaction between sex and BMI was also examined but was not included in the final models, as it was not predictive of serum PCB levels. To combine data across the three time periods and account for the possibility of the lack of independence between measurements collected on the same individual, mixed-effects models were applied to evaluate effects of important covariates on log-transformed serum PCB levels among study participants in 1980, 1990, and 1994. Variables that were evaluated included total sport-caught fish consumption in the past year, consumption of contaminated fish before 1980, age, sex, education, BMI, year of data collection, and an interaction term for sex and 1980 fish-eating status. We chose to model year of data collection categorically rather than continuously in the mixed-effects model, because changes in PCB levels did not appear proportionally distributed over time and would not have been accurately reflected by a linear time trend. All statistical analyses were performed using SAS (1) (SAS Institute Inc., Cary, NC, www.sas.com) A software company that specializes in data warehousing and decision support software based on the SAS System. Founded in 1976, SAS is one of the world's largest privately held software companies. See SAS System. software, version 8.01 (SAS Institute SAS Institute Inc., headquartered in Cary, North Carolina, USA, has been a major producer of software since it was founded in 1976 by Anthony Barr, James Goodnight, John Sall and Jane Helwig. , Cary, NC). Results Demographic characteristics of study participants are presented in Table 1. In the total sample, there were nearly equal numbers who were < 50 years of age (48%) compared with older participants. Females (58%) were slightly more represented than males (43%). Nearly 89% of the study population completed at least a high school education, and 82% were married. In making comparisons by fisheater status, there were no significant differences by age, sex, education, or marital status. However, there was a slight difference in region of residence by fish-eating status (p = 0.052). Fisheaters also had a slightly higher mean BMI (26.0 kg/[m.sup.2]) compared with non-fisheaters (24.9 kg/[m.sup.2]), which was of borderline borderline /bor·der·line/ (-lin) of a phenomenon, straddling the dividing line between two categories. borderline significance (p = 0.059). Mean fish consumption (pounds) in the past year is presented by time period for all participants and by 1980 fisheater designations in Figure 1A. The annual consumption of sport-caught fish for all participants ranged from 0 to 185 lb in 1980, 0-99 lb in 1990, and 0-42 lb in 1994. There was a monotonic decline in mean consumption from 26 lb/year in 1980 to 13 lb/year in 1990 and 5 lb/year in 1994 for all participants. [FIGURE 1 OMITTED] Mean serum PCB values for all participants by time period are shown in Figure 1B. PCB values ranged from 1.5 to 203 ppb in 1980, 1.5-158 ppb in 1990, and 1.5-75 ppb in 1994. As with fish consumption, a decline in serum PCB levels was observed for all participants over time. Mean serum PCB concentrations for the total sample dropped from 24 ppb in 1980 to 12 ppb over the 16year study period. Changes in serum PCB concentrations appear to be driven by diminishing fish consumption among those designated as fisheaters in 1980. Among fisheaters, mean serum PCB levels decreased 29% from 1980 to 1990 and 53% from 1980 to 1994. In contrast, participants designated as non-fisheaters in 1980 exhibited minimal changes in sport-caught fish consumption and moderate declines in serum PCB levels (9.1 ppb in 1980, 8.6 ppb in 1990, and 6.9 ppb in 1994). By 1994, sport-caught fish consumption, on average, was similar among fisheaters and non-fisheaters (6.7 and 2.0 lb/year, respectively). Mean consumption of sport-caught fish (pounds) in the past 12 months stratified stratified /strat·i·fied/ (strat´i-fid) formed or arranged in layers. strat·i·fied adj. Arranged in the form of layers or strata. by demographic characteristics is presented in Table 2. Statistically significant differences in the mean values of the log-transformed data were observed with age and sex in 1990 and 1994 and with region of residence in 1980 and 1994 (10 < 0.05). Mean serum PCB levels stratified by sociodemographic factors are presented in Table 3. Increasing age in 1994, male sex, and a BMI > 25 kg/[m.sup.2] at all time points were significantly related to higher log-transformed serum PCB levels. Examination of the association between demographic and fish consumption variables and serum PCB levels by simple linear regression revealed statistically significant associations with increasing total sport-caught fish consumption, 1980 designation of fish-eating status, increasing age, and male sex for all time points (p < 0.05; data not shown). BMI was also found to be positively associated with serum PCBs in 1980 and 1990 by univariate analysis. Results of the 1980, 1990, and 1994 multiple linear regressions are presented in Table 4. In all models, a positive association between serum PCB levels and total pounds of sport-caught fish consumed in the past year was observed after controlling for other covariates (p < 0.05). Effects related to recent consumption of sport-caught fish appear to increase in each cross-sectional multivariate model over the 16-year interval. Fish-eating status, as per the 1980 designation, and age also contributed significantly to the prediction of serum PCB values among all participants at all three time points (p < 0.05). However, the effect of age appears relatively stable from 1980 to 1994, whereas the influence of fish-eating status as determined in 1980 appears diminished over time, which suggests that historical fish consumption exerts a persistent but decreasing effect on more recent biological PCB measurements. Results from the mixed-effects model that evaluated the influence of sociodemographic factors and fish consumption on serum PCB levels over the 16-year time interval are shown in Table 5. Total pounds of sport-caught fish eaten in the past year, 1980 designation of fish-eating status, age, year of data collection, and the interaction term for sex and 1980 fish-eating status were found to be important determinants of log-transformed serum PCB levels (p < 0.05). Though not statistically significant, estimates for the main effect of sex and education suggest that males and individuals with a high school education or less have higher serum PCB levels. BMI did not contribute statistically to the prediction of serum contaminant concentration. Discussion Cross-sectional investigations have identified several factors associated with current PCB body burden among various exposed populations (Falk et al. 1999; Feeley 1995; Fiore et al. 1989; Fitzgerald et al. 1998; Hanrahan et al. 1999; Hovinga et al. 1993; Kreiss 1985; Laden et al. 1999; Skaare and Polder 1990; Wolff and Toniolo 1995). In contrast, information about factors that influence changes in PCB levels over time is lacking because of a paucity pau·ci·ty n. 1. Smallness of number; fewness. 2. Scarcity; dearth: a paucity of natural resources. of studies that have conducted longitudinal exposure assessments, which limits our understanding of the role they might play in increasing the risk of adverse health outcomes. Thus, the current study provided a unique opportunity to examine long-term changes in serum PCB levels relative to historical and current levels of sport-caught fish consumption, as well as to sociodemographic factors, among 179 MFE Cohort participants from 1980 to 1995. In this study, we observed a marked decrease in serum PCB levels among our study participants, which is paralleled by reduced consumption of sport-caught fish from Lake Michigan. Mean serum PCB levels for all study participants declined monotonically from 24 ppb in 1980 to 18 ppb in 1990, and to 12 ppb in 1994. The change in serum PCB levels from 1980 to 1990 reflects a 27% reduction in mean serum level, which was likely influenced by the 52% reduction in annual sport-caught fish consumption over the same period. Not surprisingly, the changes over the 16-year study period were even greater, with an 82% reduction in sport-caught fish consumption and a 49% decrease in mean serum PCB levels. Diminishing consumption over time may be a consequence of behavior modification behavior modification n. 1. The use of basic learning techniques, such as conditioning, biofeedback, reinforcement, or aversion therapy, to teach simple skills or alter undesirable behavior. 2. See behavior therapy. due to aging, health concerns, dietary restrictions, or availability of sport-caught fish in Lake Michigan during that period. Although the posting of fishing advisories may have affected consumptions patterns for some participants, our data suggest that the majority of the study population did not modify their fish consumption as a result (data not presented). Our findings of declining serum PCB levels are similar to changes in environmental PCB levels over time. Freshwater fresh·wa·ter adj. 1. Of, relating to, living in, or consisting of water that is not salty: freshwater fish; freshwater lakes. 2. Situated away from the sea; inland. 3. fish sampled from U.S. rivers and the Great Lakes by the National Biomonitoring Contaminant Program (NBCP NBCP Non-Blocking Commit Protocol NBCP NetBEUI Control Protocol ) have provided evidence of declining environmental PCB levels 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. (Schmitt et al. 1999). Approximately 94% of NBCP stations sampled in 1980 detected PCBs in the fish collected, 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. for total PCBs of 0.444 [micro]g/g. By 1986, 20% fewer NBCP stations detected PCBs in fish sampled, and in those tissue samples with detectable levels, PCBs were present at lower concentrations (geometric mean of 0.335 [micro]g/g) (Schmitt et al. 1999). Thus, it is likely that the degree of PCB contamination in the sport-caught fish consumed by our study participants lessened during the period between 1980 and 1995, which would have contributed to lowering PCB body burdens even had fish consumption patterns remained relatively stable over time. Despite declines in serum PCB levels among this subset of the MFE Cohort, their PCB body burdens remain among the highest reported in the literature, with mean PCB levels of 12.4 ppb in 1994 among all participants and 6.7 ppb for those identified as non-fisheaters in 1980. The Agency for Toxic Substances and Disease Registry The United States Agency for Toxic Substances and Disease Registry, (ATSDR) is an agency for the U.S. Department of Health and Human Services that is directed by a congressional mandate to perform specific functions concerning the effect on public health of hazardous (ATSDR ATSDR Agency for Toxic Substances & Disease Registry ) reports that current background PCB levels among non-fisheaters in the general U.S. population range from 0.9 to 2.2 ppb (ATSDR 2000). Given that our study population was enrolled during the period before and immediately after mass production of PCBs was halted in the United States and that participants who were identified as fisheaters in 1980 ate Lake Michigan sport-caught fish when the Great Lakes were contaminated with greater quantities of PCBs, the effect of heavy historical exposure is likely to continue to influence current body burden 16 years later. Using cross-sectional multiple regression Multiple regression The estimated relationship between a dependent variable and more than one explanatory variable. models, we identified age, amount of sport-caught fish consumed in the past year, and the 1980 designation of fish-eating status as important predictors of serum PCB concentration. Detailed examination of these cross-sectional models in chronological chron·o·log·i·cal also chron·o·log·ic adj. 1. Arranged in order of time of occurrence. 2. Relating to or in accordance with chronology. series reveals the consistent effect of increasing age and a declining influence of historical fish consumption on current serum levels with increasing importance of recent consumption. Designation as a fisheater in 1980 serves as an important proxy for past exposure to PCBs. This factor was consistently one of the most important predictors of serum PCB concentration, explaining approximately 27% of the total variation in PCB levels at all three periods of evaluation. In the earliest data-collection period for this cohort, substantial PCB exposures also resulted from consumption of other foods such as meat and dairy products dairy products dairy npl → produits laitier dairy products dairy npl → Milchprodukte pl, Molkereiprodukte pl , but PCB contamination of these food items has declined considerably over time (Laden et al. 1999). We speculate that the apparent increase in the effect of current sport-caught fish consumption on serum PCB levels may be a result of the declining influence from these other dietary sources. Determinants of serum PCB levels in the cross-sectional statistical analysis of this study are consistent with factors identified previously by other investigators including age, sex, and amount of sport-caught fish eaten in the past year (Falk et al. 1999; Hanrahan et al. 1999; Hovinga et al. 1993; Kearney et al. 1999; Laden et al. 1999). Despite the lack of an association between BMI and serum PCB levels, the degree of adiposity adiposity /ad·i·pos·i·ty/ (ad?i-pos´i-te) obesity. cerebral adiposity fatness due to cerebral disease, especially of the hypothalamus. adiposity obesity. is thought to modulate To insert a data signal into a carrier wave or direct current. See modulation. storage of PCBs (Birnbaum 1985; Feeley 1995). Nonetheless, evaluation of BMI as a predictor of current exposure in cross-sectional studies cross-sectional study n. See synchronic study. cross-sectional study, n the scientific method for the analysis of data gathered from two or more samples at one point in time. is sparse sparse - A sparse matrix (or vector, or array) is one in which most of the elements are zero. If storage space is more important than access speed, it may be preferable to store a sparse matrix as a list of (index, value) pairs or use some kind of hash scheme or associative memory. , and a consistency in findings has yet to emerge (Falk et al. 1999; Hovinga et al. 1993; Laden et al. 1999). Parity and breastfeeding play an important role in reduction of stored PCBs in breast tissue (Feeley 1995; Fitzgerald et al. 1998; Greizerstein et al. 1999; Skaare and Polder 1990). We did not have the data to evaluate the effects of parity and breastfeeding on the trends in contaminant levels observed in this study, but given that an eligibility criterion for this study was age [greater than or equal to] 50 years in 1992, it is not likely that many of the women would have breast-fed breast·feed or breast-feed v. breast-fed , breast-feed·ing, breast-feeds v.tr. To feed (a baby) mother's milk from the breast; suckle. v.intr. To breastfeed a baby. their infants. The prevalence of breast-feeding in the United States during the period of relevance for these women (1960-1980) was very low. Breastfeeding declined steadily in this country from the 1950s (25% initiation) through 1975 (22% initiation) (Wright and Schandler 2001). When the rate of breast-feeding initiation began to rise in 1975, most of the cohort women would have completed their childbearing child·bear·ing n. Pregnancy and parturition. child bear ing adj. years.We applied a mixed-effects linear model to identify predictors of serum PCB levels over the 16-year study interval. Similar to the 1980, 1990, and 1994 cross-sectional multivariate models, fish consumption in the past year, heavy consumption of contaminated fish before 1980, increasing age, and an interaction between sex and historical fish consumption were the most important determinants of PCB concentration over the 16-year interval. Additionally, year of data collection contributed significantly to the model, with lower levels predicted at later time points. Clearly, these results demonstrate the influence of time and the elimination of persistent heavily chlorinated chlorinated /chlo·ri·nat·ed/ (klor´i-nat?ed) treated or charged with chlorine. chlorinated charged with chlorine. chlorinated acids some, e.g. PCBs from the body on observed serum levels. Although the literature has consistently reported that males have higher serum PCB levels compared with females (Falk et al. 1999; Feeley 1995; Hanrahan et al. 1999; Kreiss 1985; Wolff et al. 1992), our findings also suggest that differential consumption patterns in the past may modify the effect of sex. In evaluating average levels of sport-caught fish consumption by sex among fisheaters as reported in 1980, males (54 lb/year) consumed greater amounts of sport-caught fish than females (33 lb/year). As a result, differences in historical levels of sport-caught fish consumption may have resulted in increases in PCB stores in the body for males compared with females. Relative to female non-fisheaters and after adjustment for other covariates in the model (Table 5), the model predicts that serum PCB levels in 1980 are increased by factors of 5.5, 9.7, and 17.1 for male non-fisheaters, female fisheaters, and male fisheaters, respectively. When the interaction term between sex and fisheater status was not included in the analysis, more pronounced effects were noted for both fisheater status and sex (estimated regression coefficients Regression coefficient Term yielded by regression analysis that indicates the sensitivity of the dependent variable to a particular independent variable. See: Parameter. regression coefficient of 0.842 (p < 0.0001) and 0.358 (p = 0.0001), respectively) with little or no changes in the estimated coefficients of the other variables in the model (data not shown). A previous examination of the MFE Cohort included an initial assessment of a small pilot study sample assembled in 1973, the full cohort available in 1979-1982, and finally in 1989-1991 (He et al. 2001). Linking these three time intervals, after stratification stratification (Lat.,=made in layers), layered structure formed by the deposition of sedimentary rocks. Changes between strata are interpreted as the result of fluctuations in the intensity and persistence of the depositional agent, e.g. by fisheater versus non-fisheater status, consumption of sport-caught fish, male sex, and increasing age were predictors of serum levels of Aroclor 1260. In the current study, the subset of the MFE Cohort examined again in 1993-1995 confirmed these predictors of serum PCB levels; however, whereas He et al. (2001) reported serum PCB levels stabilizing among the fisheaters at their final assessment, our results indicated that they continued to decline in this older subset of the cohort. The findings of this study support evidence from the two longitudinal investigations of changes in serum PCB levels that report declining PCB exposure over time. Steele et al. (1986) noted gradually declining PCB levels among 11 electrical equipment manufacturing workers from 1977 to 1984. A similar pattern of longitudinal changes in PCB body burden is evidenced in a study that used data collected in 1982 and 1989 on 115 fisheaters and 95 non-fisheaters from the MFE Cohort (Hovinga et al. 1992). Mean serum PCB levels among fisheaters decreased 1.5 ppb (p = 0.026) over the 7-year interval, but did not differ statistically from the 0.2 ppb (p = 0.79) reduction observed among non-fisheaters. Although 57% of fisheaters decreased fish consumption during this period, multiple linear regression analyses did not reveal an association between changes in fish consumption and absolute or percent change in serum PCB levels (Hovinga et al. 1992) from 1982 to 1989. Limited duration of follow-up and use of a different subset of the MFE Cohort may be factors that explain the equivocal EQUIVOCAL. What has a double sense. 2. In the construction of contracts, it is a general rule that when an expression may be taken in two senses, that shall be preferred which gives it effect. Vide Ambiguity; Construction; Interpretation; and Dig. results when comparing the older study to the current investigation. Moreover, differences in the analytic approach may offer some explanation as well. Whereas the earlier study evaluated changes in serum PCB levels using a single measure, in which there may have been some loss of information in the summary statistic statistic, n a value or number that describes a series of quantitative observations or measures; a value calculated from a sample. statistic a numerical value calculated from a number of observations in order to summarize them. (Burton et al. 1998), we relied on linear mixed modeling that captures all of the information in the measurements that were available for analysis while accounting for the lack of independence among observations from the same individual. This study is limited by availability of fish consumption data and use of self-reported information. We were constrained con·strain tr.v. con·strained, con·strain·ing, con·strains 1. To compel by physical, moral, or circumstantial force; oblige: felt constrained to object. See Synonyms at force. 2. to information on total consumption of sport-caught fish in the year prior to data collection to evaluate the relationship with PCB body burden. Optimally, information on fish consumption patterns for all years before exposure assessment would be collected and used to evaluate longitudinal changes in serum PCB levels. Moreover, spikes in serum PCB measurements have been observed subsequent to consumption of contaminated fish (Kuwabara et al. 1979). Knowing the timing of biological sample collection with regard to consumption of last sport-caught fish meal would improve our ability to evaluate the relationship between fish consumption and serum PCB concentration. As with BMI, we were limited to self-reported recalled information obtained from participants. Ideally, more accurate measures of fish consumption and adiposity could be obtained in future studies through the use of daily food diaries and skin calipers to measure body fat, respectively. In summary, this study demonstrates a monotonic decline in both consumption of sport-caught fish and serum PCB levels for all MFE participants from 1980 to 1994. Observed decreases in serum levels for study participants are mainly a result of diminishing Lake Michigan fish consumption among participants designated as fisheaters in 1980. The decreasing contribution of historical fish consumption and the increasing influence of recent sport-caught fish consumption on PCB body burden were also demonstrated. The most important determinants of serum contaminant levels over the 16-year study period were heavy fish consumption before 1980, total pounds of sport-caught fish eaten in the previous year, increasing age, year of data collection, and an interaction term for sex and 1980 fisheater designation, with male fisheaters having greater predicted serum PCB levels compared with male non-fisheaters, female fisheaters, and female non-fisheaters. Results of this study provide valuable information that can be used to develop PCB exposure assessments and better elucidate e·lu·ci·date v. e·lu·ci·dat·ed, e·lu·ci·dat·ing, e·lu·ci·dates v.tr. To make clear or plain, especially by explanation; clarify. v.intr. To give an explanation that serves to clarify. the relationship with adverse health effects in the future.
Table 1. Demographic characteristics of study participants at
enrollment in 1980 by fish-eating status (a) and for the data combined.
Fisheaters Non-fisheaters
(n = 101) (n = 78)
No. Percent (b) No. Percent (b)
Age group (years)
< 50 45 44.6 40 51.3
50-59 42 41.6 24 30.8
60-69 13 12.9 14 17.9
70-79 1 1.0 0 0.0
Sex
Male 47 46.5 29 37.2
Female 54 53.5 49 62.8
Education
< High school 11 10.9 9 11.5
High school 45 44.6 24 30.8
> High school 45 44.6 45 57.7
Marital status
Married 83 83.0 63 79.7
Single 2 2.0 1 1.3
Widowed 14 14.0 10 12.7
Divorced/separated 1 1.0 4 5.1
BMI (kg/[m.sup.2])
< 25 43 42.6 43 55.1
[greater than or equal to] 25 58 57.4 35 44.9
Region of residence
North 32 31.7 27 34.6
Central 28 27.7 32 41.0
South 41 40.6 19 24.4
All participants (n = 179)
No. Percent (b)
Age group (years)
< 50 85 47.5
50-59 66 36.9
60-69 27 15.1
70-79 1 0.6
Sex
Male 76 42.5
Female 103 57.5
Education
< High school 20 11.2
High school 69 38.5
> High school 90 50.3
Marital status
Married 146 81.6
Single 3 1.7
Widowed 24 13.4
Divorced/separated 5 2.8
BMI (kg/[m.sup.2])
< 25 86 48.0
[greater than or equal to] 25 93 52.0
Region of residence
North 59 33.0
Central 60 33.5
South 60 33.5
(a) Participants identified as fisheaters in 1980 ate [greater than or
equal to] 26 lb sport-caught fish per year, whereas non-fisheaters ate
< 6 lb/year.
(b) Percentages may not add up to 100% because of rounding.
Table 2. Mean fish consumption (lb/year) by demographic characteristics
and period of data collection.
1980
No. Mean [+ or -] 1 SE
Age group
< 50 84 22.8 [+ or -] 2.9
50-59 66 32.0 [+ or -] 4.5
60-69 27 23.1 [+ or -] 6.9
[greater than or equal to] 70 1 22.0
Sex
Male 76 33.9 [+ or -] 4.2
Female 102 20.6 [+ or -] 2.7
Education
< High school 20 39.0 [+ or -] 10.3
High school 69 31.2 [+ or -] 4.3
> High school 89 19.6 [+ or -] 2.4
BMI (kg/[m.sup.2])
<25 86 21.4 [+ or -] 3.0
[greater than or equal to] 25 92 30.8 [+ or -] 3.6
Region of residence
North 59 22.5 [+ or -] 4.0
Central 60 23.5 [+ or -] 4.0
South 60 32.8 [+ or -] 4.4
1990
No. Mean [+ or -] 1 SE
Age group
< 50 37 8.7 [+ or -] 2.9
50-59 41 15.4 [+ or -] 3.0
60-69 64 14.2 [+ or -] 2.2
[greater than or equal to] 70 26 10.6 [+ or -] 3.4
Sex
Male 72 17.1 [+ or -] 2.4
Female 96 9.4 [+ or -] 1.6
Education
< High school 19 17.7 [+ or -] 5.6
High school 60 14.1 [+ or -] 2.1
> High school 89 10.7 [+ or -] 1.9
BMI (kg/[m.sup.2])
<25 88 10.9 [+ or -] 1.7
[greater than or equal to] 25 80 14.8 [+ or -] 2.2
Region of residence
North 52 12.0 [+ or -] 2.1
Central 60 11.9 [+ or -] 2.5
South 56 14.3 [+ or -] 2.5
1994
No. Mean [+ or -] 1 SE
Age group
< 50 0 --
50-59 65 3.3 [+ or -] 0.6
60-69 60 7.4 [+ or -] 1.4
[greater than or equal to] 70 53 3.1 [+ or -] 0.9
Sex
Male 75 7.1 [+ or -] 1.2
Female 103 2.9 [+ or -] 0.5
Education
< High school 19 9.8 [+ or -] 3.2
High school 63 5.3 [+ or -] 1.0
> High school 96 3.2 [+ or -] 0.6
BMI (kg/[m.sup.2])
<25 64 4.0 [+ or -] 0.9
[greater than or equal to] 25 114 5.0 [+ or -] 0.8
Region of residence
North 59 3.3 [+ or -] 0.6
Central 59 4.9 [+ or -] 1.2
South 60 5.7 [+ or -] 1.2
Table 3. Mean serum PCB levels (ppb) by demographic characteristics and
period of data collection.
1980
No. Mean [+ or -] 1 SE
Age group
<50 79 19.5 [+ or -] 2.8
50-59 64 31.1 [+ or -] 4.6
60-69 27 22.5 [+ or -] 4.6
[greater than or equal to] 70 1 21.2
Sex
Male 75 34.3 [+ or -] 4.6
Female 96 16.5 [+ or -] 1.6
Education
< High school 20 24.3 [+ or -] 5.8
High school 67 25.8 [+ or -] 3.9
> High school 84 23.1 [+ or -] 3.3
BMI (kg/[m.sup.2])
<25 81 20.5 [+ or -] 3.5
[greater than or equal to] 25 90 27.7 [+ or -] 3.0
Region of residence
North 59 24.5 [+ or -] 3.7
Central 55 24.5 [+ or -] 4.1
South 57 23.9 [+ or -] 4.2
1990
No. Mean [+ or -] 1 SE
Age group
<50 36 13.5 [+ or -] 4.2
50-59 41 17.1 [+ or -] 2.2
60-69 64 21.4 [+ or -] 2.7
[greater than or equal to] 70 24 16.2 [+ or -] 3.3
Sex
Male 71 23.7 [+ or -] 3.3
Female 94 13.4 [+ or -] 0.9
Education
< High school 19 21.9 [+ or -] 5.2
High school 60 19.7 [+ or -] 2.7
> High school 86 15.7 [+ or -] 2.1
BMI (kg/[m.sup.2])
<25 87 13.4 [+ or -] 1.2
[greater than or equal to] 25 78 22.9 [+ or -] 2.9
Region of residence
North 52 15.5 [+ or -] 1.9
Central 56 18.4 [+ or -] 3.2
South 57 19.6 [+ or -] 2.8
1994
No. Mean [+ or -] 1 SE
Age group
<50 0 --
50-59 64 9.2 [+ or -] 1.1
60-69 58 14.2 [+ or -] 1.7
[greater than or equal to] 70 47 14.6 [+ or -] 2.1
Sex
Male 73 15.8 [+ or -] 1.8
Female 96 9.8 [+ or -] 0.7
Education
< High school 17 13.1 [+ or -] 2.3
High school 60 14.4 [+ or -] 1.8
> High school 92 11.0 [+ or -] 1.1
BMI (kg/[m.sup.2])
<25 60 9.0 [+ or -] 0.7
[greater than or equal to] 25 109 14.2 [+ or -] 1.4
Region of residence
North 54 13.8 [+ or -] 1.7
Central 58 12.0 [+ or -] 1.5
South 57 11.5 [+ or -] 1.7
Table 4. Results from the multiple linear regression models of
log-transformed serum PCB levels (ppb) on sport-caught fish consumption
and selected predictors at each survey period.
1980 1990
Variable [beta] p-Value [beta] p-Value
Intercept 1.116 0.017 0.986 0.027
Sport-caught fish 0.005 0.043 0.016 < 0.001
consumption (lb/year)
FE status (a) 0.821 < 0.001 0.476 < 0.001
Age (years) 0.020 0.001 0.011 0.048
Sex (b) 0.225 0.202 -0.167 0.260
Education (c) 0.150 0.181 -0.065 0.509
BMI (kg/[m.sup.2]) -0.012 0.468 0.016 0.208
FE status (a) x sex (b) 0.428 0.059 0.487 0.014
n 171 159
[R.sup.2] 0.51 0.52
1994
Variable [beta] p-Value
Intercept 0.549 0.234
Sport-caught fish 0.031 < 0.001
consumption (lb/year)
FE status (a) 0.390 0.002
Age (years) 0.020 < 0.001
Sex (b) -0.117 0.434
Education (c) -0.008 0.938
BMI (kg/[m.sup.2]) -0.002 0.877
FE status (a) x sex (b) 0.474 0.014
n 168
[R.sup.2] 0.44
Abbreviations: FE, 1980 fish-eating designation; n, number of
observations.
(a) Referent category: non-fisheaters. (b) Referent category: female.
(c) Referent category: [less than or equal to] high school education.
Table 5. Results from the mixed-effects model of
log-transformed serum PCB levels (ppb) on sport-caught
fish consumption selected predictors over
1980-1995. (a)
Predictor [beta] p-Value
Sport-caught fish consumption 0.005 < 0.001
(lb/year)
FE status (b) 0.635 < 0.001
Age (years) 0.016 0.001
Sex (c) 0.061 0.661
Education (d) -0.090 0.268
BMI (kg/[m.sup.2]) -0.015 0.072
1990 Survey (e) -0.238 0.001
1994 Survey (e) -0.596 < 0.001
Sex (c) x FE status (b) 0.510 0.005
FE, 1980 fish-eating designation.
(a) n = 179 individuals, 498 PCB measurements. (b) Referent
category: non-fisheaters. (c) Referent category: female.
(d) Referent category: [less than or equal to] high school education.
(e) Referent category: 1980 survey.
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Wolff MS, Fishbein A, Selikoff IJ. 1992. Changes in PCB serum concentrations among capacitor manufacturing workers. Environ Res 59:202-216. Wolff MS, Toniolo P. 1995. Environmental organochlorine exposure as a potential etiologic e·ti·ol·o·gy also ae·ti·ol·o·gy n. pl. e·ti·ol·o·gies 1. a. The study of causes or origins. b. The branch of medicine that deals with the causes or origins of disease. 2. a. factor in breast cancer. Environ Health Perspect 103:141-145. Yakushiji T, Watanabe I, Kuwabara K, Tanaka R, Kashimoto T, Kunita N, et al. 1984. Rate of decrease and half-life of polychlorinated biphenyls (PCBs) in the blood of mothers and their children occupationally exposed to PCBs. Arch Environ Contain Toxicol 13:341-345. Yu ML, Hsu CC, Gladen BC, Rogan WJ. 1991. In utero in utero (in u´ter-o) [L.] within the uterus. in u·ter·o adj. In the uterus. in utero adv. PCB/PCDF exposure: relation of developmental delay developmental delay n. A chronological delay in the appearance of normal developmental milestones achieved during infancy and early childhood, caused by organic, psychological, or environmental factors. to dysmorphology and dose. Neurotoxicol Teratol 13:195-202. P. Grace Tee, (1) Anne M. Sweeney, (2) Elaine Symanski, (1) Joseph C. Gardiner, (3) Donna M. Gasior, (3) and Susan L. Schantz (4) (1) School of Public Health, University of Texas, Houston, Texas “Houston” redirects here. For other uses, see Houston (disambiguation). Houston (pronounced /'hjuːstən/) is the largest city in the state of Texas and the , USA; (2) School of Rural Public Health, Texas A&M University, Bryan, Texas Bryan is a city in Brazos County, Texas, United States. As of the 2000 census, the city had a total population of 65,660. It is the county seat of Brazos CountyGR6 , USA; (3) Michigan State University Michigan State University, at East Lansing; land-grant and state supported; coeducational; chartered 1855. It opened in 1857 as Michigan Agricultural College, the first state agricultural college. , East Lansing, Michigan East Lansing is a city in the U.S. state of Michigan. The city is located directly east of Lansing, Michigan, the state's capital. Most of the city is within Ingham County, though a small portion lies in Clinton County. , USA; (4) University of Illinois at Urbana-Champaign Early years: 1867-1880 The Morrill Act of 1862 granted each state in the United States a portion of land on which to establish a major public state university, one which could teach agriculture, mechanic arts, and military training, "without excluding other scientific , Urbana, Illinois Urbana (pronounced [ɝˈbænə]) is the county seat of Champaign County, Illinois, United StatesGR6. As of the 2005 population estimates, the population was 38,463. , USA Address correspondence to A.M. Sweeney, Texas A&M University, School of Rural Public Health, 3000 Briarcrest Drive, Suite 300, Bryan, Texas 77802 USA. Telephone: (979) 458-0068. Fax: (979) 862-8371. E-mail: amsweeney@srph.tamushsc.edu We thank H. Humphrey for editorial comments and guidance in utilizing the database, the Michigan Department of Public Health for access to and assistance with the database, and the participants of the Michigan Fisheater Cohort. This research was supported by the Agency for Toxic Substances and Disease Registry (grant H75/ ATH598339) and by start-up funds provided to E.S. by the University of Texas School of Public Health The Texas Legislature authorized the creation of a school of public health in 1947, but did not appropriate funds for the school until 1967. The first class was admitted in the Fall of 1969, doubled in the second year and doubled again in the third year, with continued grwoth over the . The authors declare they have no conflict of interest. Received 1 July 2002; accepted 16 January 2003. |
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