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Diabetes in relation to serum levels of polychlorinated biphenyls and chlorinated pesticides in adult native americans.


Background: Recent research suggests that diabetes, a condition whose incidence is increasing, is associated with exposure to polychlorinated biphenyls polychlorinated biphenyls, (pol´ēklôr´nā´tid bīfē´n  (PCBs) and chlorinated chlorinated /chlo·ri·nat·ed/ (klor´i-nat?ed) treated or charged with chlorine.

chlorinated

charged with chlorine.


chlorinated acids
some, e.g.
 pesticides.

Objectives: We investigated the potential association between diabetes and serum levels of PCBs, dichlorodiphenyldichloroethylene (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
), hexachlorobenzene (HCB HCB

hexachlorobenzene.
), and 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.
 in a cross-sectional study 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.
 of an adult Native-American (Mohawk) population.

Methods: Through a standardized questionnaire we collected demographic, medical, and lifestyle information from 352 adults, [greater than or equal to]30 years of age. We collected fasting serum samples that were analyzed for 101 PCB PCB: see polychlorinated biphenyl.
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, DDE, HCB, and mirex along with fasting glucose fasting glucose Fasting blood sugar, fasting plasma glucose Endocrinology Glucose obtained from a Pt who has had nothing–except water by mouth for 8+ hrs; FG is used in evaluating Pts for possible DM Ref range 65-115 mg/dL non-diabetic; 110-140 mg/dL, , 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 cholesterol. Participants who had fasting-glucose values > 125 mg/dL and/or who were taking antidiabetic medication were defined as persons with diabetes. We conducted logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors.  to assess the potential association between organochlorine or·gan·o·chlo·rine
n.
Any of various hydrocarbon pesticides, such as DDT, that contain chlorine.
 serum levels and diabetes, while controlling for the potential confounding variables of age, 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.
), smoking, sex, and serum lipid serum lipid Any major lipid in the circulation–total cholesterol, HDL, LDL, TGs. See Cholesterol, Triglyceride.  levels. Organochlorine serum levels were categorized in tertiles, and the lowest tertile was used as the reference category.

Results: The prevalence of diabetes was 20.2%. The odds ratio (OR) of having diabetes for participants in the highest tertile of total PCB concentration compared with the lowest tertile was 3.9 (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%.
, 1.5-10.6). The corresponding ORs for DDE and HCB were even higher. Elevated serum mirex was not associated with diabetes. After adjustment for other analytes, the OR for HCB remained significant, whereas ORs for PCBs and DDE remained elevated but not statistically significant. In contrast, after adjustment for other analytes, the OR for mirex became statistically significant and indicated an inverse association.

Conclusions: In this study of adult Native Americans, elevated serum PCBs, DDE, and HCB were positively associated with diabetes after controlling for potential confounders, whereas a negative association was observed for mirex.

Key words: BMI, DDE, fasting glucose, hexachlorobenzene, mirex, polychlorinated biphenyls. Environ Health Perspect 115:1442-1447 (2007). doi:10.1289/ehp.10315 available via http://dx.doi.org/ [Online 17 July 2007]

Diabetes is one of the most prevalent chronic diseases in developed countries, conferring a significant burden in terms of medical complications and health-care costs. Between 1980 and 2004, the number of Americans with diabetes increased from 5.8 million to 14.7 million. In 2004 alone, there were approximately 1.4 million new diagnoses of diabetes in American adults (18-79 years of age) [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]. Incidence and prevalence of diabetes vary by age, ethnicity, and socioeconomic factors and are, in general, higher in Native Americans (CDC 2003a). Known risk factors for diabetes include obesity, genetic susceptibility, hyperinsulinemia (a marker for insulin resistance Insulin Resistance Definition

Insulin resistance is not a disease as such but rather a state or condition in which a person's body tissues have a lowered level of response to insulin, a hormone secreted by the pancreas that helps to regulate the level
), sedentary lifestyle
For anthropology, see sedentism.


Sedentary lifestyle is a type of lifestyle most commonly found in modern (particularly Western) cultures. It is characterized by sitting or remaining inactive for most of the day (for example, in an office.
 (Warram and Krolewski 2005), and cigarette smoking (Rimm et al. 1995; Will et al. 2001).

Polychlorinated biphenyls (PCBs) were produced for use in various industries until the late 1970s when their production was banned. By then, large quantities of PCBs had been released into the environment. They are persistent substances both in the environment and in biota biota /bi·o·ta/ (bi-o´tah) all the living organisms of a particular area; the combined flora and fauna of a region.

bi·o·ta
n.
The flora and fauna of a region.
, and they bioaccumulate and biomagnify in the food chain. Once in the human body they persist for long periods, accumulating in adipose tissue adipose tissue (ăd`əpōs'): see connective tissue.
adipose tissue
 or fatty tissue

Connective tissue consisting mainly of fat cells, specialized to synthesize and contain large globules of fat, within a
 and in the lipid component of serum.

The Mohawk Nation at Akwesasne is a Native American population residing along the St. Lawrence River that separates New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
 State from Ontario and Quebec (Canada). Mohawks are traditionally a fish-eating community. There are three aluminum foundries just upriver from the reservation, namely the General Motors Central Foundry Division (a National Priority List site) and plants operated by Reynolds Metal and the Aluminum Company of America (ALCOA) (Hwang et al. 1993). PCBs (primarily Aroclor 1248) were used as hydraulic fluids at all three facilities. PCBs that leaked were washed into the St. Lawrence River and its tributaries. Via the air, soil, and water, PCBs 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.
 the environment and local flora and fauna, and entered the food chain. Although they are only modestly elevated, PCB levels in Mohawk breast milk (Hwang et al. 1996) and serum (Fitzgerald et al. 2004) have been correlated with rates of consumption of local fish, even though fish consumption has declined in recent years after issuance of advisories.

Recent studies have reported an association between exposure to organochlorines organochlorines

see chlorinated hydrocarbons.


organochlorines poisoning
cause excitement and irritability, tremor, ataxia, weakness, paralysis, convulsions.
 and impaired blood-glucose regulation and diabetes. Several epidemiologic studies (Calvert et al. 1999; Pesatori et al. 1998; Vena et al. 1998) have shown that 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
 exposure is associated with elevated rates of diabetes and dysglycemia. U.S. Air Force veterans of Operation Ranch Hand Operation Ranch Hand was a U.S. Military operation during part of the Vietnam War, lasting from 1962 until 1971.

It involved spraying an estimated 19 million US gallons of defoliants over rural areas of South Vietnam in an attempt to deprive the Viet Cong of
, who applied Agent Orange in Vietnam, were exposed to dioxin. Exposure was associated with an elevated incidence of diabetes and was inversely associated with the length of time to diabetes onset (Henriksen et al. 1997). Cranmer et al. (2000) reported that dioxin exposure resulted in hyperinsulinemia and insulin resistance, and Fierens et al. (2003) reported significant odds ratios (ORs) of 5.1, 13.3, and 7.6 for risk of diabetes in relation to top decile decile

one of the groups when a series of ranked data is divided into ten equal parts, or dividing points between such groups. See also quartile.
 concentrations of dioxins, coplanar co·pla·nar  
adj.
Lying or occurring in the same plane. Used of points, lines, or figures.



copla·nar
 PCBs, and 12 PCB markers. Longnecker et al. (2001) reported that pregnant women with diabetes had higher PCB levels than did nondiabetic pregnant women. Radikova et al. (2004) reported that PCB concentrations in a Slovak population were associated with elevated levels of blood glucose blood glucose Diabetology The principal sugar produced by the body from food–especially carbohydrates, but also from proteins and fats; glucose is the body's major source of energy, is transported to cells via the circulation and used by cells in the presence . Vasiliu et al. (2006) found a linear association between PCB serum levels and diabetes incidence in a large cohort in Michigan, and Lee et al. (2006) found a strong dose-response relationship The Dose-response relationship describes the change in effect on an organism caused by differing levels of exposure (or doses) to a stressor (usually a chemical). This may apply to individuals (eg: a small amount has no observable effect, a large amount is fatal), or to populations  between serum concentrations of six persistent organic pollutants Persistent organic pollutants (POPs) are organic compounds that are resistant to environmental degradation through chemical, biological, and photolytic processes.[1]  [PCB-153, two dioxin congeners, oxychlordane, dichlorodiphenyldichloroethylene (DDE), and trans-nonachlor] and diabetes. Everett et al. (2006) reported an association between serum levels of both PCB-126 (a dioxin-like PCB) and p,p'-DDT (dichlorodiphenyltrichloroethane di·chlo·ro·di·phen·yl·tri·chlo·ro·eth·ane
n.
DDT.
). DDE, the major metabolite metabolite, organic compound that is a starting material in, an intermediate in, or an end product of metabolism. Starting materials are substances, usually small and of simple structure, absorbed by the organism as food.  of 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. , has previously been reported to be associated with diabetes (Glynn et al. 2003; Rylander et al. 2005), and hexachlorobenzene (HCB) was also linked to diabetes in cross-sectional studies (Glynn et al. 2003). Lee et al. (2007) have expanded their study to analyze the data from the sum of four dioxin-like PCB congeners and five nondioxin-like congeners, and report that the dioxin-like congeners showed the strongest relationship with diabetes.

The present study was designed to investigate whether a relationship exists between diabetes and serum levels of total PCBs, two single PCB congeners, and the chlorinated pesticides DDE, HCB, and mirex in adult Mohawks.

Materials and Methods

Mohawk adults [greater than or equal to]30 years of age who resided at or near Akwesasne for at least 5 years were eligible for this study. Recruitment took place between 1995 and 2000, and sampling was performed on a household basis. A listing of all households was constructed by Mohawk field staff with the aid of detailed maps of the reserve. Staff members drove through assigned sections of the reserve and systematically reviewed all structures and cataloged housing units. Multiple-family dwelling units were subdivided into individual households. Known Mohawk housing units in the vicinity of Akwesasne but off the reservation were added to the list. Once this list was completed, a simple random sample In statistics, a simple random sample is a group of subjects (a sample) chosen from a larger group (a population). Each subject from the population is chosen randomly and entirely by chance, such that each subject has the same probability of being chosen at any stage during the  of households was selected. Selected households were visited by project staff, who determined the composition of the household and study eligibility. One eligible adult per household was invited to participate. We were able to ascertain household composition for 68.1% of selected households and enrolled 401 (65.3%) eligible adults into the study. The final study population consisted of 352 participants for whom we had all relevant blood measurements.

Written informed consent was obtained from the participants. All participants were administered a core interview that included demographic information and questions on diet, residential and occupational exposures and education. The standardized questionnaire, administered via an in-person interview, included open-ended questions on participants' medical conditions See carpal tunnel syndrome, computer vision syndrome, dry eyes and deep vein thrombosis.  and medications. Medication used in this population for glucose regulation included glyburide (34 participants), insulin and its analogues (13 participants), metformin metformin /met·for·min/ (met-for´min) an antihyperglycemic agent that potentiates the action of insulin, used in the treatment of type 2 diabetes mellitus.

met·for·min
n.
 (18 participants), and troglitazone troglitazone

a thiazolidinedione compound that enhances peripheral insulin resistance in the management of diabetes mellitus.
 (2 participants).

Blood samples were obtained 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.
 between 0700 and 1030 hours after overnight fasting in 5-mL collection tubes for analysis of glucose, triglycerides, and cholesterol and a separate sample (10 mL whole blood for ~ 5 mL serum) for analysis of 101 PCB congeners, DDE, HCB, and mirex. The blood samples were allowed to clot at room temperature for 1 hr, then centrifuged and the serum removed. Serum for both analyses were then stored at -80[degrees]C on-site until being transported on dry ice to the laboratories for analysis.

Serum glucose and lipid concentrations were measured in the New York State Department of Health Laboratory (Wadsworth Center) on a Hitachi 911 analyzer (Roche Diagnostics Roche Diagnostics Division is a subsidiary of Hoffmann-La Roche which manufactures equipment and reagents for research and medical diagnostic applications. Internally, it is organized into six major business areas: Roche Applied Science, Roche Centralized Diagnostics, Roche , Indianapolis, IN) using the hexokinase and glucose-6-phosphate dehydrogenase glucose-6-phosphate dehydrogenase /glu·cose-6-phos·phate de·hy·dro·gen·ase/ (G6PD) (-fos´fat de-hi´dro-jen-as) an enzyme of the pentose phosphate pathway which, with NADP+ as coenzyme, catalyzes the oxidation of glucose 6-phosphate to a  coupled method for glucose (Kunst et al. 1984), and cholesterol esterase cholesterol esterase /cho·les·ter·ol es·ter·ase/ (kah-les´ter-ol es´ter-as) acid lipase; an enzyme that catalyzes the hydrolytic cleavage of cholesterol and other sterol esters and triglycerides.  and oxidase oxidase /ox·i·dase/ (ok´si-das) any enzyme of the class of oxidoreductases in which molecular oxygen is the hydrogen acceptor.

ox·i·dase
n.
, as well as peroxidase peroxidase /per·ox·i·dase/ (per-ok´si-das) any of a group of iron-porphyrin enzymes that catalyze the oxidation of some organic substrates in the presence of hydrogen peroxide.

per·ox·i·dase
n.
 for total cholesterol (Allain et al. 1974). Triglycerides were determined by a glycerol glycerol, glycerin, glycerine, or 1,2,3-propanetriol (prō`pāntrī'ŏl), CH2OHCHOHCH2OH, colorless, odorless, sweet-tasting, syrupy liquid.  kinase-based procedure that corrects for free glycerol in the specimen (Kohlmeier 1986), as recommended by the National Cholesterol Education Program The National Cholesterol Education Program is a program managed by the National Heart, Lung and Blood Institute, a division of the National Institutes of Health. Its goal is to reduce increased cardiovascular disease rates due to hypercholesterolemia (elevated cholesterol  Working Group on Lipoprotein lipoprotein (lĭp'əprō`tēn), any organic compound that is composed of both protein and the various fatty substances classed as lipids, including fatty acids and steroids such as cholesterol.  Measurement (Stein and Myers 1966). The facility is approved by the Clinical Laboratory Improvement Amendments Clinical Laboratory Improvement Amendments (CLIA) of 1988 are United States federal regulatory standards that apply to all clinical laboratory testing performed on humans in the United States, except clinical trials and basic research.  and is a member of the CDC reference laboratory network for lipid measurements (Myers et al. 2000). Total serum lipids were calculated using the "short" formula proposed by Phillips et al. (1989) and recently validated by the same group (Bernert et al. 2007): Total lipids (mg/dL) = 2.27 x total cholesterol (mg/dL) + triglycerides (mg/dL) + 62.3.

PCB analysis was performed in the Exposure Assessment Laboratory of the University at Albany as described by DeCaprio et al. (2000). The ultratrace analytical methods used dual-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
 with electron-capture detection to measure 92 analytical peaks that represent 83 single PCB congeners and 18 congeners as pairs or triplets, for a total of 101 PCB congeners, plus DDE, mirex, and HCB. Results are reported as both wet weight and lipid-based values. Lipid-based values were determined by dividing the wet weight value by total serum lipids as calculated above and then multiplying by a factor of [10.sup.5] for unit adjustment (nanograms of toxicant toxicant /tox·i·cant/ (tok´si-kant)
1. poisonous.

2. poison.


tox·i·cant
n.
1. A poison or poisonous agent.

2. An intoxicant.

adj.
 per gram lipid). Values below the method detection limit (MDL MDL - (Originally "Muddle"). C. Reeve, Carl Hewitt and Gerald Sussman, Dynamic Modeling Group, MIT ca. 1971. Intended as a successor to Lisp, and a possible base for Planner-70. Basically LISP 1.5 with data types and arrays. ) were set to zero.

Diabetes was defined as having a fasting-glucose value > 125 mg/dL [American Diabetes Association The American Diabetes Association, or the ADA, is an American health organization providing diabetes research, information and advocacy. Founded in 1940, the American Diabetes Association conducts programs in all 50 states and the District of Columbia, reaching hundreds of  (ADA Ada, city, United States
Ada (ā`ə), city (1990 pop. 15,820), seat of Pontotoc co., S central Okla.; inc. 1904. It is a large cattle market and the center of a rich oil and ranch area.
) 2003a, 2007] or taking physician-ordered antidiabetes medication. We included known risk factors, age, obesity (indicated by the body mass index; BMI), and smoking (defined as a categorical variable so that participants who smoked at least 100 cigarettes over their lifetime were classified as smokers and all others as nonsmokers). Age was included as a categorical predictor, dichotomized at 45 years. We chose 45 years for several reasons: 45 is the recommended age to begin diabetes screening (ADA 2003b); it is close to the median age of our study population; and we found that dichotomizing age at 45 years provided optimal control for 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
. BMI (in kilograms per 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
) was categorized as proposed by the CDC (2005): < 25, 25-29.9 (corresponding to overweight), and [greater than or equal to]30 (corresponding to obesity). BMI < 25 was the reference category.

To account for potential risk factors and confounders (serum lipid levels, age, BMI, sex, smoking history) we conducted logistic regression. The outcome of interest was dichotomous di·chot·o·mous  
adj.
1. Divided or dividing into two parts or classifications.

2. Characterized by dichotomy.



di·chot
 (yes/no). The decision to introduce smoking in the analysis was based on the fact that smoking is associated with both diabetes (as a risk factor) and toxicant values. Deutch et al. (2003) reported that smoking status was a determinant of the blood organochlorine levels in Greenland natives. We also considered sex to be a potential confounder because of the differences in fat content, distribution, and modes of excretion (e.g., lactation lactation

Production of milk by female mammals after giving birth. The milk is discharged by the mammary glands in the breasts. Hormones triggered by delivery of the placenta and by nursing stimulate milk production.
 in women) between the sexes. Therefore, organochlorine dynamics may be different in females than in males.

Statistical analysis. The association between diabetes and established risk factors was initially analyzed through bivariate bi·var·i·ate  
adj.
Mathematics Having two variables: bivariate binomial distribution.

Adj. 1.
 analysis of each factor separately. We also performed bivariate analysis for the total PCBs, two individual congeners, and three organochlorine pesticides. The toxicants were grouped in tertiles of exposure, with the lowest one serving as the reference (comparison) group.

Logistic regression was used for all multivariable analyses. We first estimated the association of diabetes with the serum wet-weight concentration of total PCBs, PCB-153, PCB-74, DDE, HCB, and mirex, one analyte at a time, while adjusting for age, sex, BMI, smoking status, and estimated total lipid concentration. We then measured the association of total PCBs, DDE, mirex, and HCB while simultaneously adjusting for all analytes and the above-mentioned diabetes risk factors. Subsequently, we measured the association of diabetes with the serum concentration of PCB-153 and PCB-74 while simultaneously adjusting for the serum concentration of the chlorinated pesticides and diabetes risk factors. Finally, we replicated the analyses using lipid-standardized concentration values. In the later models, all estimates of association were adjusted for the diabetes risk factors minus the estimated total lipid concentration. All analyses were conducted 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 8.2, 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.  Inc, Cary, NC).

Results

Tables 1 and 2 show the characteristics of the final study population for whom all blood measurements were available. These tables present age, BMI, and fasting-glucose and serum lipid levels as well as antidiabetes medication. Women comprised almost 62% of participants, and about three-fourths of the participants were smokers. Seventy-one participants (20.2%) were diabetic, 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.
 our criteria. All participants taking medication for glucose regulation also reported they had been diagnosed with diabetes, although some with elevated fasting-glucose levels were not taking glucose regulatory medication.
Table 1. Characteristics of the study population.

                No.  Percent

Sex
 Male           134     38.1
 Female         218     61.9

Age group (years)
 < 45           168     47.7
 [greater than  184     52.3
 or equal to]
 45

BMI category (kg/[m.sup.2])
 < 25            57     16.2
 25-29.9        126     35.8
 [greater than  169     48.0
 or equal to]
 30

Smoking status (a)
 Nonsmoker       90     25.6
 Smoker         262     74.4

Glucose level (mg/dL)
 [less than or  292     83.0
 equal to]125
 > 125           60     17.0

Self-reported diabetes
 Yes             65     18.5
 No             287     81.5

Medication status
 On medication  303     86.1
 Not on          49     13.9
 medication

Diabetes (b)
 Nondiabetic    281     79.8
 Diabetic        71     20.2

(a) Having smoked > 100 cigarettes over lifetime. (b) Based
on either taking antidiabetic drugs or having a serum fasting
glucose of [greater than or equal to] 125 mg/dL.
Table 2. Distribution of serum glucose, age, BMI, and lipid
measurements among study participants.

                      Median  Mean [+ or -]SD       Range

Glucose (mg/dL)       94      110.3 [+ or -]48.0    69-480
Age (years)           45.6    48.8 [+ or -] 13.2    30.1-84.8
BMI (kg/m2)           29.7    30.5 [+ or -]6.4      15.7-59.8
Cholesterol (mg/L)    196     198.9 [+ or -]38.0    101-306
Triglycerides (mg/L)  137     158.5 [+ or -]95.2    41-746
Lipid (mg/L)a         659     672.4 [+ or -] 151.2  372.1-1416.7

(a) Estimated total lipid based on direct measurement of serum
total cholesterol and triglycerides.


Table 3 shows wet weight and lipid-adjusted levels of total PCBs, two individual PCB congeners (PCB-153 and PCB-74), and the three pesticides, and gives the MDL and percentage of samples above the MDL for the PCB congeners and the pesticides. Also shown are the minimum, 33%, 50%, 67%, and maximum values. Total wet weight serum PCB levels ranged from 0.51 to 48.32 ppb ppb
abbr.
parts per billion
; in 95% of the subjects, the total PCB serum levels were < 13 ppb. Lipid-adjusted total PCB values had a median level of 579.8 ng/g lipid (range, 84.8-7110.1 ng/g lipid).
Table 3. Method detection limits (MDL) and the distribution
of certain serum analyte concentrations before and after
lipid standardization.

Analyte                                MDL   % > MDL

Wet-weight value (ppb)
Total PCBs                             NA    NA
PCB-153                                0.02   99.7
PCB-74                                 0.02   98.9
Mirex                                  0.02   86.4
DDE                                    0.02  100.0
HCB                                    0.02   97.7

Lipid-standardized value (ng/g lipid)
Total PCBs                             NA    NA
PCB-153                                NA    NA
PCB-74                                 NA    NA
Mirex                                  NA    NA
DDE                                    NA    NA
HCB                                    NA    NA


Analyte                                  Mean [+ or -] SD    Min

Wet-weight value (ppb)
Total PCBs                              5.03 [+ or -] 4.29   0.51
PCB-153                                 0.70 [+ or -] 0.61   0.00
PCB-74                                  0.33 [+ or -] 0.43   0.00
Mirex                                   0.13 [+ or -] 0.16   0.00
DDE                                     3.64 [+ or -] 3.66   0.14
HCB                                     0.08 [+ or -] 0.04   0.00

Lipid-standardized value (ng/g lipid)
Total PCBs                             748.8 [+ or -] 635.6  84.8
PCB-153                                104.5 [+ or -] 91.2    0.0
PCB-74                                  49.0 [+ or -] 68.4    0.0
Mirex                                   19.2 [+ or -] 23.0    0.0
DDE                                    537.0 [+ or -] 512.6  20.3
HCB                                      12.1 [+ or -] 6.5    0.0

                                                 Percentile
Analyte                                   33rd         50th   67th

Wet-weight value (ppb)
Total PCBs                                 2.80         3.87    5.28
PCB-153                                    0.39         0.52    0.74
PCB-74                                     0.12         0.19    0.28
Mirex                                      0.05         0.08    0.13
DDE                                        1.60         2.42    3.50
HCB                                        0.06 (a)     0.07    0.09

Lipid-standardized value (ng/g lipid)
Total PCBs                                448.6       579.8   756.2
PCB-153                                    59.8        78.3   104.4
PCB-74                                     19.2        28.0    38.7
Mirex                                       8.3        12.4    19.6
DDE                                       246.1       349.5   544.6
HCB                                         9.1        11.1    13.0

               Analyte                   Max

Wet-weight value (ppb)
Total PCBs                              48.32
PCB-153                                  6.68
PCB-74                                   4.79
Mirex                                    1.67
DDE                                     22.15
HCB                                      0.33

Lipid-standardized value (ng/g lipid)
Total PCBs                             7110.1
PCB-153                                 982.9
PCB-74                                  704.8
Mirex                                   245.7
DDE                                    3005.2
HCB                                      61.9


Abbreviations: Max, maximum; Min, minimum; NA, not applicable.

(a) HCB had a very narrow distribution among participants in this study;
30%, 41%, 55%, 64% and 72% had a concentration [less than or equal to]
0.05 ppb, 0.06 ppb, 0.07 ppb, 0.08 ppb, and 0.09 ppb, respectively.


Table 4 presents results showing the association between diabetes and total serum PCBs, mirex, DDE, and HCB by tertile, adjusted for sex, age, BMI, and smoking status. Also shown are results after concurrent adjustment for each of the other analytes. We observed a significant association for highest versus lowest tertile of both wet weight (OR = 3.90) and lipid-based (OR = 3.29) PCBs and diabetes, but this relationship was less after concurrent adjustment for the pesticides. Mirex showed no relationship with diabetes when other analytes were not included in the model, but a statistically significant inverse association was observed at the highest tertile after controlling for the other analytes (OR = 0.3). There were statistically significant associations between diabetes and both DDE (OR = 6.4) and HCB (OR = 6.2) at the highest tertile. The relationship remained statistically significantly elevated for HCB after adjustment for PCBs, mirex, and DDE, whereas that for DDE remained elevated but not significant after adjustment for other contaminants.
Table 4. Association between diabetes and serum concentrations
of total PCBs, PCB-153, PCB-74, mirex, HCB, and DDE, adjusted
for certain diabetes risk factors (a).

Total PCBs (ppb)
Medium tertile    2.2 (0.8-5.9)   1.8 (0.6-5.5)   1.8 (0.8-4.3)
Highest tertile   3.9 (1.5-10.6)  2.8 (0.7-10.8)  3.2 (1.4-7.5)
Mirex (ppb)
Medium tertile    1.2 (0.5-2.7)   0.7 (0.3-1.7)   0.8 (0.3-2.0)
Highest tertile   1.0 (0.4-2.2)   0.3 (0.1-0.8)   0.9 (0.4-2.2)
DDE (ppb)
Medium tertile    1.8 (0.6-5.2)   1.4 (0.4-4.3)   2.4 (0.7-8.3)
Highest tertile   6.4 (2.2-18.4)  2.6 (0.8-8.8)   6.2 (1.8-21.9)
HCB (ppb)
Medium tertile    0.9 (0.3-2.7)   0.9 (0.3-2.6)   2.7 (0.9-8.0)
Highest tertile   6.2 (2.3-16.9)  4.5 (1.4-14.3)  6.8 (2.3-20.3)
PCB-153 (ppb)
Medium tertile    1.0 (0.4-2.5)   0.8 (0.2-2.4)   1.0 (0.4-2.3)
Highest tertile   3.2 (1.3-8.2)   3.0 (0.7-12.8)  2.4 (1.0-5.6)
PCB-74 (ppb)
Medium tertile    1.3 (0.4-3.7)   1.3 (0.4-4.4)   1.3 (0.3-4.7)
Highest tertile   4.9 (1.7-13.7)  3.6 (1.0-13.4)  4.5 (1.3-15.6)

Total PCBs (ppb)
Medium tertile    1.5 (0.6-4.0)
Highest tertile   2.6 (0.8-8.1)
Mirex (ppb)
Medium tertile    0.6 (0.3-1.4)
Highest tertile   0.3 (0.1-0.9)
DDE (ppb)
Medium tertile    1.6 (0.5-4.8)
Highest tertile   2.4 (0.7-8.3)
HCB (ppb)
Medium tertile    2.5 (0.9-6.8)
Highest tertile   4.8 (1.7-13.9)
PCB-153 (ppb)
Medium tertile    0.6 (0.2-1.6)
Highest tertile   1.4 (0.4-4.8)
PCB-74 (ppb)
Medium tertile    0.9 (0.3-3.0)
Highest tertile   2.9 (0.8-10.5)

CI, confidence interval.

(a) All ORs were adjusted for sex, age category, BMI category,
and lifetime smoking status; in addition, wet-weight values
were adjusted for estimated total lipid concentration. (b)
Other analytes included serum concentrations of DDE, HCB,
and mirex for total PCBs, PCB-153, and PCB-74; total PCBs,
DDE, and HCB for mirex; total PCBs, mirex, and HCB for DDE;
and total PCBs, mirex, and DDE for HCB.


Table 4 also shows similar data for two individual PCB congeners, PCB-153 [the 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  present in this population at the highest concentration, and the single PCB congener reported by Lee et al. (2006)], and PCB-74, a mono-ortho congener previously reported to be most closely related to rates of fish consumption in this population (Fitzgerald et al. 2006). We found a significantly increased risk of diabetes in relation to the highest tertile (compared with the lowest tertile) for lipid-based PCB-153 and an even higher risk for both wet weight and lipid-based PCB-74 when not adjusted for the levels of pesticides. After concurrent adjustment for the pesticides, the ORs were lower, and the OR for PCB-74 almost reached statistical significance.

Discussion

Although diabetes has not usually been considered to be an environmentally induced disease, we have found a significant association between serum PCB and pesticide levels and diabetes in an adult Native-American population after adjustment for age, BMI, serum lipid levels, sex, and smoking. Although these results do not establish cause and effect, there is a growing body of evidence that environmental exposure to persistent organochlorine compounds is associated with elevated incidence of this disease. Elevated incidence of diabetes has been demonstrated following dioxin exposure in Seveso, Italy (Bertazzi et al. 1998; Pesatori et al. 1998). Vena et al. (1998) reported similar findings in a large study of workers exposed to dioxins during production of phenoxy herbicides and chlorophenol. Cranmer et al. (2000) found that plasma insulin concentrations were elevated in individuals who had elevated levels of dioxin, and they concluded that dioxin exposure leads to insulin resistance. The studies by Longnecker et al. (2001), Radikova et al. (2004), and Vasiliu et al. (2006) show dose-dependent relationships between diabetes or fasting-glucose levels and PCBs. Kouznetsova et al. (2007) reported elevated rates of hospitalization for diabetes among individuals living near hazardous waste Hazardous waste

Any solid, liquid, or gaseous waste materials that, if improperly managed or disposed of, may pose substantial hazards to human health and the environment. Every industrial country in the world has had problems with managing hazardous wastes.
 sites, particularly if those sites contain persistent organic pollutants. Perhaps most compelling are the recent reports of Lee et al. (2006, 2007) and Everett (2006), who demonstrated dose-response relationships between serum concentrations of different organochlorine compounds and the prevalence of diabetes. Lee et al. (2006) included PCB-153 (one of the phenobarbital-inducer PCBs), and DDE, as well as two dioxins and two other pesticides. In an editorial concerning this publication, Porta (2006) noted that Lee et al. (2006) did not find an association between obesity and diabetes in individuals with nondetectible levels of organochlorines. This raises the surprising possibility that the real relationship to diabetes is with organochlorine levels, and that the apparent relationship with obesity simply reflects greater consumption of animals fats. Everett et al. (2006) found elevated ORs for diabetes with both PCB-126 (a dioxin-like congener) and p,p'-DDT, but not with a hexachlorodioxin. In the most recent analysis of Lee et al. (2007), the relationship to diabetes was much larger for the sum of four dioxin-like PCBs than for the sum of three dioxins, the sum of three furans, the sum of five nondioxin-like PCBs, or the sum of four organochlorine pesticides. In that article, Lee et al. considered PCB-74 to be a dioxin-like congener even though it has not been assigned dioxin toxic equivalents. However, the relationship they observed is consistent with our observations that PCB-74 showed a stronger relationship to diabetes than did PCB-153, which is one of their nondioxin-like congeners.

With respect to HCB, our results are consistent with those reported by Glynn et al. (2003) and Langer et al. (2007). Glynn et al. (2003) found a significantly higher concentration of HCB in women with diabetes than in women without the disease. Langer et al. (2007) reported higher proportions of impaired fasting glucose among subjects from high pollution areas with high serum concentrations of PCB, DDE, and HCB.

We have not found any published reports on the relationship between mirex concentration and diabetes or impaired glucose regulation in humans. Rogers et al. (1984) reported a steep decrease in plasma glucose levels in mirex-treated rat fetuses. However, Ervin and Yarbrough (1985) found no effect of mirex on plasma glucose levels of hypophysectomized rats. Keller et al. (2004) observed a statistically nonsignificant non·sig·nif·i·cant  
adj.
1. Not significant.

2. Having, producing, or being a value obtained from a statistical test that lies within the limits for being of random occurrence.
 negative correlation Noun 1. negative correlation - a correlation in which large values of one variable are associated with small values of the other; the correlation coefficient is between 0 and -1
indirect correlation
 between the mirex concentration in adipose tissue of live sea turtles and plasma glucose, as well as a negative association between whole blood mirex concentration and plasma glucose. Our observation that mirex concentrations were inversely related to diabetes is therefore of interest.

The present study has several limitations. Only single measurements were made of both fasting-glucose level and levels of serum PCBs and pesticides. Although participants were instructed to fast overnight before providing blood samples, it could not be objectively confirmed that they did so, and glucose can vary significantly in the nonfasting state. If some participants did not fast as instructed, measurement bias could affect our findings. However, this bias is likely to be nondifferential because there is no reason to suppose that participants with a higher toxicant burden would have been preferentially more inclined not to fast. Although the associations are significant and the ORs are high, the 95% confidence intervals are large. This may be due to the limited number of participants who had an outcome in the lowest tertile, which was the reference category of exposure.

Our method for measurement of serum PCBs gives information on 101 congeners, but it does not include some of the most potent dioxin-like congeners, such as PCB-126. Therefore, we have incomplete information on the dioxin-like activity. We do not have direct measurement of total serum lipids, only of total cholesterol and triglycerides, with application of the formula developed by Phillips et al. (1989) to estimate total serum lipids. Although widely used, this formula was extrapolated from a study with a relatively small number of participants who differed from our study population in ethnicity, sex, and age distribution.

The cross-sectional design of our study does not permit an assessment of the temporality tem·po·ral·i·ty  
n. pl. tem·po·ral·i·ties
1. The condition of being temporal or bounded in time.

2. temporalities Temporal possessions, especially of the Church or clergy.

Noun 1.
 of events; that is, we cannot know whether diabetes results from elevated toxicant levels or vise versa. Longnecker (2006) raised the possibility that pharmacokinetic variability may explain the associations observed between organochlorines and diabetes at background levels of exposure. He cited the lack of positive findings from occupational cohort studies in which individuals were exposed to much higher toxicant concentrations and suggested that at background levels serum concentrations might reflect clearance factors that are related to risk of diabetes through diet or other innate factors in addition to intake.

There are also major strengths to our study. The outcome definition was comprehensive on the basis of fasting plasma glucose values as well as information on the taking of antidiabetes medication. It is notable that all of the participants who were under anti-diabetes treatment responded that they had been diagnosed with diabetes, which suggests that misclassification of disease was not an important issue. Our organochlorine determinations were performed at one time point using the same analytical methods, which minimizes the potential for measurement bias. Our analytical method monitors more PCB congeners than previous investigations, as well as three pesticides. The relationships observed were similar whether contaminant contaminant /con·tam·i·nant/ (kon-tam´in-int) something that causes contamination.

contaminant

something that causes contamination.
 levels were expressed as wet weight or on a lipid basis, and demonstrate strong consistency.

We confirmed the information on the diabetes diagnosis by the recollection of anti-diabetes treatment, as well by blood-glucose measurements. Logistic regression analysis considering different outcome definitions (having diabetes as diagnosed by a physician, being on antidiabetes medication, or having fasting plasma glucose values > 125 mg/dL, each assessed separately) yielded similar findings in terms of significant association between increased organochlorine exposure and occurrence of diabetes.

In our analysis we controlled for other known or possible risk factors for diabetes. As expected, age is a significant risk factor. BMI also proved to be a significant risk factor, which is consistent with previously reported associations between diabetes and obesity [Hu et al. 2001; Kriska et al. 2003; but see Porta (2006)]. Total serum lipid levels were modestly related to risk of diabetes. Smoking has been reported to be a risk factor for diabetes (Rimm et al. 1995; Will 2001). However, smoking, defined as having smoked at least 100 cigarettes in the lifetime, was not found to be significantly associated with diabetes. There was no significant difference by sex, which is consistent with the finding in national studies (CDC 2003b). We did not control for diet, exercise, or physical activity.

Diabetes prevalence in our study population (22.4% in men and 18.4% in women) was slightly higher than that reported for other Native-American and Alaska Native populations adjusted for age (CDC 2003a; Burrows et al. 2000). In a previous study of clinic patients from the same community, Negoita et al. (2001) found a prevalence of diabetes ranging from 2.9% in subjects 30-44 years of age to 21.3% in those > 75 years of age. We found a higher proportion of persons with diabetes across all age groups, which is partially explained though the identification of individuals with elevated blood-glucose levels not previously diagnosed with diabetes.

Because PCBs are very persistent in the human body, fasting serum levels provide some indication of lifetime exposure, even though some congeners are more persistent than others. Although the serum PCB levels in this population (mean of 5.0 ppb) are somewhat higher than in the general population that does not have particular exposure [reported by 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 ) (2000) to be 0.9-1.5 ppb], the range of PCB levels (0.51-48.32 ppb) in adult Mohawks includes background levels found in the general population. For comparison on the basis of a single congener, Lee et al. (2006) reported the concentration of PCB-153 in their study to be 36.7 ng/g lipid in the 25th-50th percentile, and 60.2 ng/g lipid in the 50th-75th percentile, whereas in our Mohawk population the values were 78.3 ng/g lipid at the 50th percentile and 104.4 ng/g lipid at the 67th percentile. The demonstration of the association between levels of total PCBs, DDE, and HCB with diabetes (almost certainly type 2) is consistent with the results of previous investigations and provides additional evidence that this relationship occurs among different ethnicities and populations.

We found statistically significant elevations in risk of diabetes for total PCBs, the two PCB congeners reported separately, and DDE and HCB. The most elevated ORs were found for HCB, both before and after adjustment for other analytes. Although the lower bound of the 95% confidence limit after adjustment for other analytes did not exceed 1.0 for total PCBs, PCB-74, PCB-153, andDDE, the ORs were elevated. However, it must be recognized that all PCBs and chlorinated pesticides are fat-soluble substances, which means that they migrate together. Therefore, caution must be taken in drawing conclusions on the question of which substances are more important in explaining the relationships observed.

The biochemical mechanisms underlying the relationship between diabetes and serum levels of organochlorines are still uncertain. In animal studies, morphologic changes have been reported in the structure of beta cells beta cells,
n See cells, beta.
 in the pancreas upon PCB exposure (Kimbrough et al. 1972; Wassermann et al. 1975), and altered expression of gluconeogenic enzymes were found in rat liver (Boll et al. 1998). HCB has been reported to disrupt the gluconeogenic pathways in animal models (Mazzetti et al. 2004), and it is possible that other organochlorines have similar actions. Other potential mechanisms involve the organochlorine impacts on the immune system immune system

Cells, cell products, organs, and structures of the body involved in the detection and destruction of foreign invaders, such as bacteria, viruses, and cancer cells. Immunity is based on the system's ability to launch a defense against such invaders.
 (Langer et al. 2002), as well as a dioxin-like action on insulin regulation, an action that may be mediated through sex-hormone binding globulin globulin, any of a large family of proteins of a spherical or globular shape that are widely distributed throughout the plant and animal kingdoms. Many of them have been prepared in pure crystalline form. , as suggested by Michalek et al. (1999). PCBs induce several different cytochrome P450s in the liver and other tissues (Bandiera 2001); this results in unique patterns of gene induction (Vezina et al. 2004). We suspect that if these relationships are ultimately found to be causative, the explanation will come from the gene induction that results from exposure to substances that are metabolized by cytochrome P450s.

Conclusion

In this cross-sectional study, serum concentrations of total PCBs, two single PCB congeners, DDE, and HCB were positively associated with an elevated incidence of diabetes in an adult Native-American population. These findings are consistent with the hypothesis that exposure to organochlorine compounds increases the risk of developing diabetes. A negative association was found between the serum concentration of mirex and diabetes. This finding has not been previously reported and merits further investigation.

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Neculai Codru, (1) Maria J. Schymura, (1),(2) Serban Negoita, (1),(2) The Akwesasne Task Force on the Environment, (3) Robert Rej, (4),(5) and David O. Carpenter (6)

(1) Department of Epidemiology and Statistics, School of Public Health, University at Albany, Rensselaer, New York Rensselaer is a city in Rensselaer County, New York, U.S., located on the Hudson River, directly opposite Albany. As of the 2000 census, the city population was 7,761; in 1920, it was 10,832. , USA; (2) New York State Department of Health, Albany, New York For other uses, see Albany.
Albany is the capital of the State of New York and the county seat of Albany County. Albany lies 136 miles (219 km) north of New York City, and slightly to the south of the juncture of the Mohawk and Hudson Rivers.
, USA; (3) Mohawk Nation at Akwesasne, Hogansburg, New York, USA; (4) Wadsworth Center, New York State Department of Health, Albany, New York, USA; (5) Department of Biomedical Sciences, School of Public Health, University at Albany, Albany, New York, USA; (6) Institute for Health and the Environment, University at Albany, Rensselaer, New York, USA

Address correspondence to D.O. Carpenter, Institute for Health and the Environment, University at Albany, 5 University Place, A217, Rensselaer, NY 12144-3429 USA. Telephone: (518) 525-2660. Fax: (518) 525-2665. E-mail: Carpent@uamail.albany.edu

We thank A. DeCaprio, L. Hubicki, C.S. Norton-Wenzel, and B. Wells for assistance.

This study was supported in part by the Fogarty International Center (grant TW00636 to D.O.C.), 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.  (grant ES04913 to D.O.C.), and the Institute for Health and the Environment, University at Albany.

The authors declare they have no competing financial interests.

Received 29 March 2007; accepted 17 July 2007.
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Title Annotation:Research
Author:Codru, Neculai; Schymura, Maria J.; Negoita, Serban; Rej, Robert; Carpenter, David O.
Publication:Environmental Health Perspectives
Date:Oct 1, 2007
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