Abstract
Background
Epidemiological documentation of endocrine disruption is complicated by imprecise exposure assessment, especially when exposures are mixed. Even if the estrogenic activity of all compounds were known, the combined effect of possible additive and/or inhibiting interaction of xenoestrogens in a biological sample may be difficult to predict from chemical analysis of single compounds alone. Thus, analysis of mixtures allows evaluation of combined effects of chemicals each present at low concentrations.
Methods
We have developed an optimized in vitro E-Screen test to assess the combined functional estrogenic response of human serum. The xenoestrogens in serum were separated from endogenous steroids and pharmaceuticals by solid-phase extraction followed by fractionation by high-performance liquid chromatography. After dissolution of the isolated fraction in ethanol-DMSO, the reconstituted extract was added with estrogen-depleted fetal calf serum to MCF-7 cells, the growth of which is stimulated by estrogen. After a 6-day incubation on a microwell plate, cell proliferation was assessed and compared with the effect of a 17-beta-estradiol standard.
Results and conclusions
To determine the applicability of this approach, we assessed the estrogenicity of serum samples from 30 pregnant and 60 non-pregnant Danish women thought to be exposed only to low levels of endocrine disruptors. We also studied 211 serum samples from pregnant Faroese women, whose marine diet included whale blubber that contain a high concentration of persistent halogenated pollutants. The estrogenicity of the serum from Danish controls exceeded the background in 22.7 % of the cases, while the same was true for 68.1 % of the Faroese samples. The increased estrogenicity response did not correlate with the lipid-based concentrations of individual suspected endocrine disruptors in the Faroese samples. When added along with the estradiol standard, an indication of an enhanced estrogenic response was found in most cases. Thus, the in vitro estrogenicity response offers a promising and feasible approach for an aggregated exposure assessment for xenoestrogens in serum.
Background
Epidemiological research on endocrine disruption is hampered by difficulties in assessment of mixed exposures. A limited number of environmental chemicals have been characterized with regard to hormonal effects, but the effect of complex mixtures is virtually unknown. A promising approach to assess the combined functional estrogenic response in a serum sample was published by Sonnenschein, Soto and coworkers in 1995 [1]. This approach has been further developed and refined by research groups in the US [2], in Denmark [3] and in Spain [4].
Although logical and highly attractive, methodological difficulties must be overcome. Endogenous and pharmaceutical estrogens must be removed to avoid interference with effects caused by environmental chemicals. However, any pretreatment procedure must at the same time preserve the environmental chemicals of interest. Due to similar characteristics of the exogenous compounds that may bind to the estrogen receptor, this conflict is unlikely to be resolved in an ideal way. Pretreatment procedures are limited to physicochemical procedures that will not necessarily reflect the origin of the compounds and their physiological properties. Fortunately, many xenoestrogens identified so far are generally lipophilic, thus suggesting that a separation based on lipophilicity may constitute a feasible compromise.
We have refined and modified the original biomarker method [1] by i) introducing solid-phase extraction (SPE) of the serum sample with a newly developed SPE-polymeric sorbent that exhibits both hydrophilic and lipophilic retention characteristics [5], thereby ensuring extraction of a wider range of compounds according to polarity, ii) using a modified high-performance liquid chromatography (HPLC) gradient that covers the mid-polar area for collection of the early lipophilic fraction before elution of endogenous estrogens, oral contraceptives and metabolites, and iii) applying a modified E-Screen bioassay [6] that requires smaller amounts of serum extract and exhibits an increased ability to detect low-potency estrogenic compounds.
This methodology was applied on a substantial number of endogenous hormones, oral contraceptives, and a wide range of environmental pollutants known to be present in human serum. The information on specific retention times was used to optimize the HPLC separation procedure to include major xenoestrogens, while excluding interfering substances.
The biomarker method was used to assess the xenoestrogenic response of serum samples from 211 pregnant Faroese women (34th week). This group had a high level of endogenous estrogens due to pregnancy, and, at the same time, a complex, mixed dietary exposure to xenoestrogens, including PCBs and other persistent halogenated pollutants that mainly originate from pilot whale blubber and fish [7,8]. A large number of halogenated organic pollutants are known to occur in biological matrices [9-13], but the quantitatively dominating environmental pollutants identified in human samples are the major p,p'-DDT metabolite, p,p'-DDE, and the PCB congeners 2,2',3,4,4',5'-hexachlorobiphenyl (PCB138), 2,2',4,4',5, 5'-hexachlorobiphenyl (PCB153), and 2,2',3,4,4',5,5'-heptachlorobiphenyl (PCB180), whereas the hydroxylated metabolites of PCBs are dominated by 4-OH-2,2',3,4',5,5', 6-heptachlorobiphenyl (4-OH-CB187) [8,9,12,14].
Methods
Materials
All media ingredients were purchased from In Vitro A/S (Fredensborg, Denmark) except insulin, sulforhodamine B (SRB), 2-amino-2-(hydroxymethyl)-1,3-propanediol (Tris base), trichloroacetic acid (TCA), dimethylsulfoxide (DMSO) Hybri-Max® (99.7 % purity) that were purchased from Sigma (St. Louis, MO, US) and gentamicin sulfate (DuraScan, Odense, Denmark). The charcoal/dextran-treated fetal calf serum (CT-FCS) batch originated from the same lot (Lot No. 416632) as the untreated batch (Biological Industries, Beit Haemek, Israel), and was used in all experiments. The estrogen antagonist ICI 182,780 (ICI) was kindly provided by Astra Zeneca (Cheshire, UK). 17-beta-estradiol (E2), o,p'-DDT, p,p'-DDE, estrone, estriol, 16α-hydroxyestrone, progesterone, cholesterol, 5α-dihydroprogesterone, 17α-hydroxypregnenolone, androstenedione, dehydroepiandrosterone, 17α-hydroxyprogesterone were provided by Sigma (St. Louis, MO, US). Androsterone and 5α-dihydrotestosterone were obtained from Steraloids Inc (Newport, RI, US). Testosterone and ethanol 96 % were obtained from Fluka (Buchs, Switzerland). β-HCH was provided by NSI Solutions Inc (Research Triangle Park, NC, US), methoxychlor, dieldrin, hexachlorobenzene (HCB), PCB105, PCB118, PCB138, PCB153, and PCB180 were provided from Dr. Ehrenstorfer GmbH (Augsburg, Germany). The hydroxylated PCBs, 4-OH-CB107, 4-OH-CB146 and 4-OH-CB187, were kindly provided by Dr. Aa. Bergman (Stockholm, Sweden). Methanol, n-heptane, ethyl acetate and isopropanol were of CHROMASOLV® quality and obtained from Riedel-de Häen (Seelze, Germany), and 2,2,4-trimethylpentane was from Aldrich (Steinheim, Germany).
Serum samples
A cohort of 547 mother-child pairs was established consecutively at the National Hospital in Torshavn, Faroe Islands, and included women with a wide variation in exposure to persistent environmental pollutants due to differences in age and dietary habits. Maternal serum was collected at the last antenatal hospital visit at the 34th week of pregnancy. Levels of individual exposures to PCBs and related compounds were characterized by analyses of milk collected from the same women 3–5 days after parturition; 211 women were then selected to represent the full range of exposures, with oversampling of subjects with low and high exposure levels.
As the women in this cohort had the same source of exposure (frequent marine food dinners, including pilot whale meat and blubber), the ratios between PCB congeners and related lipophilic pollutants would be expected to vary only little between the samples. The correlation coefficients between lipid-based concentrations of PCB105, PCB118, PCB138, PCB153, PCB156 or PCB180 and o,p'-DDT, p,p'-DDE, HCB or trans-nonachlor were 0.90–0.95 (as also observed previously [15]), but milk lipid concentrations were used in this paper, as the higher fat content of milk would render these analyses more precise.
The cohort of Danish women consisted of 30 pregnant (12th – 38th week) and 60 non-pregnant anonymous volunteers. Although we did not have exposure information for these women, the absence of whale blubber from the diet and the low-level exposures to persistent organohalogen compounds in Scandinavia suggest that they be considered controls for comparison with the Faroese cohort.
Serum extraction method
Solid-phase extraction was used to extract xenoestrogens from serum. Four mL serum was applied to an OASIS HLB 6 cc 500 mg extraction cartridge (Waters, Milford, MA, US) placed in a Vac Elute SPS 24 Vacuum Manifold (Varian, Harbor City, CA, US). Each cartridge was conditioned with 3 mL methanol followed by 3 mL Milli-Q water prior to application of the serum. The serum was allowed to elute slowly (without applied vacuum) through the cartridges and dried with applied vacuum. The extracted compounds were eluted by 3 mL of methanol followed by 2 mL ethyl acetate into an extraction tube, and evaporated at 40°C under a gentle nitrogen stream. The remaining aqueous phase in the extraction tube was further extracted three times by 1 mL n-heptane/ethyl acetate (1:1, vol/vol) and centrifuged at 1000 g in 10 min. Following extraction, the three supernatants were pooled in a new centrifuge tube, evaporated and reconstituted in 125 μL n-heptane/ethyl acetate (9:1, vol/vol). An aliquot of 100 μL was injected into the HPLC system.
Apparatus and chromatographic conditions (HPLC and GC)
High performance liquid chromatography separation of the extracted compounds was performed using a LaChrom HPLC system consisting of a L-7100 HPLC pump, a L-7200 Auto Sampler, a L-7400 UV-detector, a L-7450 Diode-array Detector, a L-7350 Column Thermostat and a D-7000 Interface Module (Merck, Darmstadt, Germany). Defined fractions of the mobile phase were collected by an L-7650 Fraction Collector (Merck, Darmstadt, Germany). The system was equipped with a LiChrospher Silica 60 (5 μm) 250 × 4.6 mm column (Merck, Darmstadt, Germany). Elution of the compounds was performed using the gradient system: 0 – 18 min: 90 % mobile phase A (100 % n-heptane) and 10 % mobile phase B (methanol/n-heptane/ isopropanol (45:40:15, vol/vol/vol)); 18 – 22 min: gradient to 50 % A and 50 % B; 22 – 26 min: gradient to 100 % B; 26 – 28 min: 100 % B; 28 – 33 min: gradient to 90 % A and 10 % B. 33 – 35 min: 90 % A and 10 % B.
Gas chromatography (GC) was performed on a Hewlett-Packard 6890 GC equipped with a μ-ECD and a 7683 series injector. Separation was performed on a HP-5MS capillary column (30 m × 0.25 mm, 0.25 μm film thickness).
Preparation of samples for E-Screen bioassay
Prior to each analysis the retention time of a standard mixture, including 5α-dihydroprogesterone, testosterone and estrone, was used to control and adjust time windows for collection of the HPLC fractions.
The fractions were collected in glass tubes and evaporated to dryness at 40°C under a gentle nitrogen stream. The dried sample was reconstituted in 20 μL EtOH/DMSO/Milli-Q water (50:10:40, vol/vol/vol) by vortexing for 30 sec. Then 200 μL CT-FCS was added and again the content was mixed by vortexing. The sample was divided in two aliquots of 100 μL in polypropylene tubes; tube A and B. To tube A, 900 μL estrogen-free medium was added. From this solution, aliquots of 200 μL and 100 μL were transferred to new polypropylene tubes containing 800 μL and 900 μL estrogen-free medium, respectively. To tube B, 900 μL estrogen-free medium supplemented with 10 pM E2 was added, after which aliquots of 200 μL and 100 μL were transferred to new polypropylene tubes containing 800 μL and 900 μL estrogen-free medium supplemented with 10 pM E2, respectively. Thus, all serum samples were analyzed as undiluted samples and as 5- and 10-fold dilutions as well as with and without E2. Prior to the analysis, it was confirmed that the solvent concentration (0.5 % ethanol and 0.1 % DMSO) in the final samples did not affect cell proliferation. Sterile filtering of the samples was unnecessary and the samples were prepared immediately prior to use.
Recovery of xenoestrogens after reconstitution
Stock solutions of PCB118, PCB153, o,p'-DDT and p,p'-DDE, either alone or in mixture, were diluted to a final concentration of 50 nM in 13 mL HPLC mobile phase (90 % A and 10 % B) in glass tubes. The sample was divided in two aliquots of 6.225 mL (equal to the volume of Fraction-1) in glass tubes; tube 1 and 2. Tube 1 was evaporated to dryness at 40°C under a gentle nitrogen stream. The dried sample was reconstituted in 20 μL EtOH/DMSO/Milli-Q water (50:10:40, vol/vol/vol) by vortexing for 30 sec. Then, 200 μL CT-FCS was added and again the content was mixed by vortexing. Finally, 1.8 mL estrogen-free medium was added to the vial, after which an aliquot of 2.0 mL was extracted as described for serum samples by Brock et al, 1996 [16] using a Strata 500 mg trifunctional C18-e SPE column and a Strata 500 mg Florisil Pesticide Residue column (Phenomenex, Torrance, CA). The eluted solvents were collected in a tarred disposable centrifugation tube and evaporated at 30°C under a gentle nitrogen stream to about 0.5 mL. After weighing, the remaining amount was calculated and the volume adjusted to 1000 μL with 2,2,4-trimethylpentane. Tube 2 was evaporated at 40°C under a gentle nitrogen stream to about 0.25 mL. Again, the remaining amount was calculated, and the volume adjusted to 1000 μL with 2,2,4-trimethylpentane. The concentration was determined in an aliquot of 2 μL by GC analysis.
Microwell E-Screen bioassay
Stock cultures of MCF-7 BUS cells (passage 113–120) were grown in Dulbecco's modified Eagle's medium (DMEM) containing 10 % FCS supplemented with 4 mM glutamine, 15 mM 4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid (HEPES) and 54 μg/L gentamicin sulfate in an atmosphere of 5 % CO2/95 % air under saturating humidity at 37°C. The microwell E-Screen was performed as described in Rasmussen and Nielsen, 2002 [6]. Briefly, cells (4500 cells/well) were seeded in 96-well Nunclon Delta MicroWell plates (Nunc, Roskilde, Denmark) and after 24 hr, samples were added in estrogen-free medium (phenol red-free DMEM containing 10% CT-FCS supplemented with 4 mM glutamine, 20 mM HEPES, 0.1% sodium bicarbonate and 3 μg/L insulin). In each experiment, a standard curve for 1 pM – 10 nM E2 was included. After 6 days, cells were fixed with TCA and stained with SRB, after which bound dye was solubilized with 200 μL Tris base. The absorbance at 492 nm was determined directly in the microwell culture plate using a microplate reader (Dynatech MRX, Chantilly, VA, US).
Quantitative evaluation
Proliferative effect (PE)
The endpoint of the E-Screen bioassay is the number of cells after treatment compared to the number of cells in a negative control sample (cell treated with estrogen-free medium supplemented with solvent only). Thus, the PE was calculated as the ratio between the maximum cell proliferation achieved with the test sample and with the negative control:
Relative proliferative effect (RPE)
For each test sample the RPE was calculated as suggested by Sonnenschein, Soto and coworkers in 1995 [1] from the PE of the test sample and the PE of 1 nM E2 in the same experiment:
Because 1 nM E2 induces maximum response in the E-Screen bioassay, the RPE describes the ability of the test sample to induce cell proliferation relative to maximum E2-induced cell proliferation. Thus, the RPE describes the efficacy of the test sample relative to that of E2.
However, the PE of 10 pM E2 was used to calculate the RPE of those experiments where mixture effects were studied because this concentration induce one-half of the maximum response. Thus, this RPE describes whether the test sample has enhancing or inhibiting effects on E2-induced cell proliferation, e.g., have RPE values above or below 100 %.
Relative proliferative potency (RPP)
For each individual compound, the RPP was calculated as suggested by Sonnenschein, Soto and coworkers in 1995 [1] as the ratio between the lowest concentration of E2 that induce maximum response (MOECE2, maximum observed effect concentration) and the lowest concentration of test compound that induce maximum response (MOECtest compound):
Thus, the RPP describes the potency of the test compound relative to that of E2.
The estrogenic response of a serum sample was regarded positive when its RPE value was significantly above background noise, i.e., the variability of negative control values. For the biomarker assay, the background was defined as the mean of solvent-treated controls plus three times the standard deviation.
Statistical analysis
Concentration-response relationships for individual compounds were based on at least three independent experiments. Homogeneity of variance between the experiments was tested by Bartlett's test. The data were logarithmically transformed if necessary before analysis of variance (ANOVA). If the ANOVA test showed a significant difference (P < 0.05), the Tukey's Multiple Comparisons Test was used to identify differences between means. Associations between the biomarker response determined in serum and the concentration of environmental pollutants determined in milk were calculated using Pearson correlation coefficients. The data were logarithmically transformed before conducting the analysis.
Results
Establishment of HPLC fractions
The advantage of using normal phase chromatography (NPC), where apolar substances are eluted prior to more polar substances, is obvious for many reasons. A range of identified endocrine disrupters are by nature more lipophilic than the endogenous hormones, and elute therefore prior to the range of hormones and their metabolites in a NPC system. Furthermore, this system utilizes water free eluents, thereby allowing evaporation of solvents at relative low temperatures and thus minimizing the risk of a loss of compounds with low vapor pressure. The use of a gradient system is essential to elute the most hydrophilic substances prior to the next injection.
Eighty-eight compounds (including alkyl phenols, phthalates, PCBs, organochlorine and carbamate pesticides, oral contraceptives, and endogenous estrogens) were used to characterize the HPLC separation (Appendix [see additional file]). The compounds were monitored by diode-array detection, and a library based on retention time as well as the UV-spectrum was generated. Calibration curves were produced for solutions of the compounds at several relevant concentrations. Recovery studies were performed by comparing the peak area obtained from a supplemented serum sample, extracted and analyzed as described above, with the peak area obtained from direct injection of an equivalent amount of the pure standard. The recoveries of selected compounds relevant for this cohort study are presented in Table 1. The chromatographic conditions were developed in order to elute a wide range of xenoestrogens and other environmental pollutants within the early fractionation period, i.e., before a range of endogenous estrogens, oral contraceptives, and metabolites eluted. Based on the library of specific retention times combined with information on the estrogenic activity, a HPLC fraction (Fr-1) was defined that consisted of the initial 5.5 min of the HPLC eluate. This Fr-1 included the most dominant parent PCB congeners and some of the hydroxylated PCB metabolites in biological extracts, but excluded almost all endogenous estrogens and their metabolites (Table 2).
Table 1.
Compound | Recovery |
o,p'-DDT | 89 |
p,p'-DDE | 85 |
Methoxychlor | 76 |
PCB52 | 61 |
PCB118 | 55 |
PCB153 | 67 |
PCB180 | 54 |
Table 2.
Compound | Rt | MOEC | RPP | |
μM | RPE ± SD | |||
Endogenous compounds | ||||
Cholesterol | 1.83 | 0.0001–10 | Nonactive | - |
5α-dihydroprogesterone | 4.14 | 10 | 58 ± 3 | 0.01 |
Progesterone | 5.03 | 25 | 16 ± 2 | 0.004 |
Pregnenolone | 6.07 | 10 | 92 ± 6 | 0.01 |
Androsterone | 6.21 | 10 | 97 ± 3 | 0.01 |
5α-dihydrotestosterone | 6.63 | 1 | 64 ± 5 | 0.1 |
Androstenedione | 6.80 | 10 | 16 ± 2 | 0.01 |
Dehydroepiandrosterone | 6.86 | 1 | 92 ± 2 | 0.1 |
Testosterone | 8.23 | 10 | 34 ± 5 | 0.01 |
Estrone | 9.06 | 0.01 | 84 ± 8 | 10 |
17α-hydroxyprogesterone | 9.23 | 10 | 7 ± 1 | 0.01 |
17α-hydroxypregnenolone | 12.78 | 10 | 30 ± 1 | 0.01 |
17β-estradiol | 14.83 | 0.001 | 100 ± 7 | 100 |
16α-hydroxyestrone | 22.86 | 0.01 | 77 ± 2 | 10 |
Estriol | 24.01 | 0.01 | 103 ± 3 | 10 |
Organochlorines | ||||
Hexachlorobenzene | 1.34 | 0.001 – 50 | Nonactive | - |
PCB180 | 1.40 | 0.001 – 50 | Nonactive | - |
p,p'-DDE | 1.43 | 12.5 | 92 ± 2 | 0.008 |
PCB153 | 1.48 | 0.001 – 50 | Nonactive | - |
PCB138 | 1.49 | 0.001 – 50 | Nonactive | - |
o,p'-DDT | 1.53 | 6.25 | 96 ± 7 | 0.016 |
Dieldrin | 1.75 | 25 | 44 ± 9 | 0.004 |
Methoxychlor | 2.29 + 2.88 | 12.5 | 57 ± 8 | 0.008 |
4-OH-CB146 | 2.67 | 0.001 – 50 | Nonactive | - |
4-OH-CB187 | 2.67 | 50 | 24 ± 4 | 0.002 |
4-OH-CB107 | 2.70 | 0.001 – 50 | Nonactive | - |
β-hexachlorocyclohexane | 4.13 | 2.5 | 61 ± 2 | 0.04 |
Abbreviations: Rt, retention time; MOEC, maximum observed effect concentration; RPE, relative proliferative effect; RPP, relative proliferative potency
Recovery of organochlorines after reconstitution
To evaluate our protocol for reconstitution of dried HPLC fractions in cell culture medium, the recoveries of indicative organochlorines were determined. Stock solutions of PCB118, PCB153, o,p'-DDT and p,p'-DDE were diluted to 50 nM in HPLC mobile phase. The samples were evaporated to dryness and reconstituted using our protocol described for reconstitution of serum samples, followed by determination of the concentration by GC analysis. The concentration was concomitantly determined in control samples, and, since the specific recoveries of the investigated compounds were known (data not shown), we were able to calculate the recovery of the xenoestrogens in the reconstituted samples. Specific recoveries in the reconstituted samples in cell culture medium are presented in Table 3. The experiments were repeated with a mixture of the four compounds, and equivalent percentages were recovered (Table 3).
Table 3.
Compound | Recovery | |
Single | Mixture | |
o,p'-DDT | 54 | 61 |
p,p'-DDE | 58 | 66 |
PCB118 | 72 | 67 |
PCB153 | 81 | 80 |
Functional estrogenic response of selected environmental pollutants
The estrogenicity of major environmental pollutants previously identified in serum from the cohort of pregnant Faeroese women was determined. The organochlorine insecticide, o,p'-DDT had efficacies equivalent to E2, giving a maximum RPE of 96 ± 7 (Figure 1). The more stable metabolite of p,p'-DDT, p,p'-DDE, also had a high efficacy, giving a maximum RPE of 92 ± 2 (Figure 1). The maximum response to o,p'-DDT was observed upon treatment with 6.25 μM whereas a concentration of 12.5 μM was needed to produce an equivalent effect upon treatment with p,p'-DDE. Thus, o,p'-DDT had a higher potency (RPP = 0.016) than p,p'-DDE (0.008) (Table 2). When cells were cotreated with 10 pM E2 (which induce one-half of the maximum response) and o,p'-DDT or p,p'-DDE, an enhanced induction of cell proliferation was observed when compared to that of treatment with 10 pM E2 alone, indicating additive mixture effects. Another organochlorine insecticide, methoxychlor, had a potency equivalent to p,p'-DDE, but a significantly lower efficacy (RPE = 57 ± 8) (Table 2 and Figure 1). Methoxychlor also enhanced the induction of cell proliferation in the presence of E2, again indicating an additive mixture effect. The organochlorine insecticide dieldrin (RPE = 44 ± 9) had an efficacy equivalent to methoxychlor, but a lower potency (0.004) (Table 2 and Figure 1). None of the three major PCB congeners, PCB138, PCB153 and PCB180, which constitute about half of the total PCB concentration in serum from Faroese women [7], induced an estrogenic response (Figure 1). Also, when tested as a mixture of equimolar concentrations of the three PCB congeners, no induction of cell proliferation was detected (Figure 1). Cotreatment experiments with E2 indicated that each of these PCB congeners elicits a weak anti-estrogenic effect, since the proliferative effect of treatment with 10 pM E2 was reduced when compared to that of treatment with 10 pM E2 alone (Figure 1). Cotreatment with a mixture of the three congeners and E2 resulted in a comparable inhibition of the E2-induced proliferation (Figure 1). Cytotoxicity tests confirmed that these PCB concentrations were nontoxic (data not shown). The three most abundant hydroxylated metabolites of PCB congeners, 4-OH-CB107, 4-OH-CB146 and 4-OH-CB187, found in serum from Faroese women, were examined as well. At the highest concentration analyzed, 4-OH-CB187 increased cell proliferation reaching a maximum RPE of 24 ± 4 whereas 4-OH-CB107 and 4-OH-CB146 did not induce cell proliferation in the concentration range tested (Figure 1). The prevalent environmental pollutant HCB, did not induce cell proliferation, nor affected the proliferative effect of 10 pM E2. In contrast, another environmental pollutant, β-HCH, induced a marked concentration-dependent induction of cell proliferation, reaching maximum RPE of 61 ± 2 upon treatment with a concentration of 2.5 μM. As observed for o,p'-DDT, p,p'-DDE and methoxychlor, β-HCH enhanced the proliferative effect in cotreatment with 10 pM E2, indicating an additive mixture effect.
These results therefore indicate that the parent PCB congeners that constitute the main part of the PCBs present in serum do not cause an estrogenic effect but rather an antiestrogenic effect, though other persistent pollutants usually occurring along with the PCBs may cause an estrogenic effect.
Functional estrogenic response of serum from women
Using the biomarker assay the combined functional estrogenic response of Fr-1 was determined from samples obtained from non-pregnant female volunteers from the Danish control group. Most samples did not induce a significant induction of cell proliferation (Figure 2, blue bars). However, a few samples did induce a modest cell proliferation, thus supporting the notion that this biomarker assay is very sensitive.
Detailed studies were then performed to examine the serum estrogenicity of Fr-1 of serum samples from two pregnant women (35th and 39th week, respectively) from the Danish control group. Fr-1 from both pregnant women induced a marked cell proliferation reaching a maximum RPE of 73 ± 4 and 38 ± 3, respectively (Figure 3). Addition of 1 nM ICI 182,780, a pure anti-estrogen that completely blocks estrogen receptor (ER)-mediated responses, completely inhibited cell proliferation induced by Fr-1 of both samples (Figure 3), thus demonstrating that the induced cell proliferation was mediated via ER. Subsequent analyses of subfractions of Fr-1 indicated that the majority of the serum estrogenicity in both samples could be ascribed to two minor subfractions – namely s4 (1.8–2.3 min) and s8 (3.8–4.3 min) (Figure 4). The resulting effect of the pooled subfractions indicated an additive mixture effect of the estrogenic substances present in subfraction s4 and s8. Subfractions s4 and s8 were then analyzed by MS and the endogenous steroid 5α-dihydroprogesterone was identified in subfraction s8 (data not shown), and subsequent E-Screen analysis indicated that 5α-dihydroprogesterone was a potent estrogenic compound with a maximum RPE of 58 ± 3 (Table 2). In subfraction s4, the only identifiable compound with a steroid structure was cholesterol, but subsequent E-Screen analysis indicated that cholesterol or cholesterol metabolites potentially formed by the MCF-7 cells during the bioassay did not induce cell proliferation. However, although fatty acid esters of estrone or estradiol may be present in serum [17], their potential occurrence in subfraction s4 could not be documented.
To avoid false positive results, both subfractions s4 and s8 were removed to exclude possible pregnancy-related estrogens present in serum from pregnant women. The estrogenic response of the resulting Fr-1 extracts (Figure 2, purple bars) was not different from that of samples from non-pregnant women (Figure 2, blue bars) in this cohort, and the groups were therefore merged into one control cohort. Of this cohort, 22.7 % of the samples induced cell proliferation above the background level.
Functional estrogenic response of serum from PCB-exposed women
The serum estrogenicity was then determined from samples obtained from pregnant (34th week) Faroese women. After HPLC separation, subfractions s4 and s8 were removed as described above, and all samples were tested separately by E-Screen analysis as undiluted and as 5- and 10-fold dilutions; below we present the results from the undiluted samples.
As seen on Figure 5A, 68.1 % of the samples induced cell proliferation above the background level. Additionally, enhancing or inhibiting effects of Fr-1 were determined by co-treatment with 10 pM E2, which would induce one-half of the maximum response in the E-Screen bioassay. A few (9.0 %) of the samples inhibited the effect of 10 pM E2. All of these samples also exhibited reduced estrogenicity as undiluted samples without E2, as compared to 5-fold dilutions without E2. Most of the remaining samples, when tested as undiluted samples, enhanced the effect of 10 pM E2 and the results from the unspiked extracts indicated that the mixture effect was additive (Figure 5B).
Correlation between environmental pollutant concentration and biomarker response
The concentration of environmental pollutants in breast milk from the subjects examined had been determined by GC analyses (Heinzow B. Unpublished data). The biomarker results were compared with the lipid-based concentrations of PCBs and related pollutants. However, except for β-HCH, no statistically significant correlations were found between serum estrogenicity and any of the organochlorines analyzed (results not shown). The samples were then divided into two groups with high and low total PCB concentration, respectively, and the groups were compared with the pollutant levels individually. Again, no association with estrogenic response was observed. Correlation analyses between the serum antiestrogenic results and the lipid-based concentrations of PCBs and related pollutants were also performed but no statistically significant correlations were found between the biomarker response and any of the organochlorines analyzed.
Discussion
Estrogenicity of environmental pollutants
The estrogenic activities of a range of individual compounds in this study confirm the reported estrogenicity of the persistent organochlorine insecticides, o,p'-DDT, methoxychlor and dieldrin [18-22]. The more stable metabolite of p,p'-DDT, p,p'-DDE, also induced cell proliferation in accordance with previous reports [20,23]. p,p'-DDE and PCBs constitute the major part of organochlorine residues found in human adipose tissue, milk or blood [7]. Depending on the position and number of chlorine substitutions, a range of endocrine disrupting properties has been reported for different classes of PCB congeners and their metabolites [24-32]. In the present study, the major congeners PCB138, PCB153 and PCB180 did not induce an estrogenic response in the E-Screen bioassay, but they weakly inhibited E2-induced cell proliferation when analyzed in combination with E2 indicating that these compounds might antagonize the activity of endogenous estrogen. Some of the effects previously ascribed to parent PCB congeners may rather be caused by more potent metabolites, e.g., hydroxylated metabolites [32]. We examined the estrogenicity of the three most abundant hydroxylated metabolites of PCBs in human serum, and 4-OH-CB187 was found to be weakly estrogenic at the highest concentration tested. The environmental pollutant β-HCH was also found to be a potent xenoestrogen, thus confirming earlier reports [33]. Additionally, the observed responses when cells were treated with β-HCH, p,p'-DDE or methoxychlor in combination with E2, were larger than the response of E2 alone, thereby indicating that these xenoestrogenic compounds act together with endogenous estrogen to produce an enhanced estrogenic effect. Thus, our results indicate that mixtures of estrogenic compounds seem to cause additive effects and thus support reports of additive effects of estrogenic compounds in vitro [34,35]. The data available are, however, too limited to allow a prediction of the combined estrogenic potential from a conventional chemical concentration profile of a serum sample.
Establishment of the biomarker assay
The HPLC method was optimized to allow extraction, separation and collection of mixtures of compounds in serum samples based on their polarity. The SPE columns used for the extraction in this study constitute a "universal" polymeric sorbent that is unique due to its balanced ratio of two monomers, the lipophilic divinylbenzene, and the hydrophilic N-vinylpyrrolidone, and allows extraction of acidic, basic, and neutral compounds in a wide range of polarities on a single SPE column. Furthermore, this mixed type of sorbent has a larger surface area and a greater capacity for a wide range of compounds than do silica-based materials [5].
Our HPLC gradient system differs from that proposed by Sonnenschein, Soto and coworkers [1], because we implement a relatively long isocratic elution period prior to applying the gradient. By doing so, the lipophilic hormone-free elution period is condensed, and the elution period for midpolar compounds is expanded. This approach was chosen to increase the ability to separate compounds in the mid-polar region where endogenous hormones elute, thus allowing us to eliminate the endogenous hormones without loosing too many of the exogenous compounds.
A caveat that needs to be addressed is that the exclusion of specific fractions, equivalent to a certain range of polarities, will potentially also exclude some exogenous compounds with retention times (polarities) identical to the endogenous hormones. This is, of course, mainly a problem when separating unknown mixtures, as individual retention times of known compounds would otherwise be available. The wide range of compounds included in this study with individual retention times demonstrates the potential of this semi-preparative method. Thus, this method will allow the user to collect fractions for specific compounds, mixtures of compounds with known polarity, or to a total serum sample after exclusion of endogenous hormones. The HPLC separation may in principle be followed by a range of different effect monitoring assays depending on the compounds separated and the focus of the research. Our focus in this study was mixtures of exogenous compounds potentially acting as xenoestrogens.
The ability to separate, collect and analyze mixtures of exogenous compounds instead of individual chemicals is a significant feature allowing evaluation of combined effects of chemicals present below their individual no-observed-effect concentrations. To test estrogenic as well as anti-estrogenic effects of mixtures of chemicals in human serum, our improved in vitro E-Screen bioassay [6] is an effect monitoring system well suited to HPLC-separated extracts. Together, the semi-preparative separation and the E-Screen bioassay act as a biomarker that will allow us not only to test individual compounds, but also to address the problems related to environmental or occupational exposure to mixtures of xenoestrogens each present at low concentrations [35].
We have used this biomarker assay to study the combined functional estrogenic response in serum from pregnant women exposed to mixtures of PCBs and other persistent organochlorines. These compounds are lipophilic to an extent that allowed us to apply the HPLC-fraction eluting within the initial 5.5 minutes (after exclusion of two minor subfractions) for E-Screen analysis. In addition, this group of women had a high level of endogenous estrogens due to pregnancy, thus making the elimination of the endogenous hormones without loosing too many of the exogenous chemicals a challenging task.
Evaluation of Fraction-1 from PCB-exposed women
The biomarker analysis showed large variations in serum estrogenicity within the cohort of PCB-exposed Faroese women and more than two samples out of three induced a positive estrogenic response. In the presence of E2, an increased induction of cell proliferation compared to that of E2 alone was observed in most of these samples, thus indicating additive mixture effects.
Although it was not a main objective of this study to search for individually causative chemicals, efforts were made to assess relationships between the biomarker data and the concentrations of major environmental pollutants present in milk fat from the same subjects. Except for β-HCH, we did not find any significant correlations between the functional estrogenic response and total PCB, PCB105, PCB118, PCB138, PCB153, PCB156 or PCB180, or other environmental pollutants such as o,p'-DDT, p,p'-DDE, HCB, or trans-nonachlor. These chemicals were analyzed as part of a routine battery of compounds that were selected for other reasons than endocrine disruption. However, because concentrations of persistent lipophilic compounds show collinearity, these pesticide residues and persistent industrial chemicals are likely to represent the overall body burden of persistent organohalogen compounds.
A likely explanation for the lack of significant correlation between concentrations of these chemicals and our biomarker results could be that the chemical analysis did not include the chemicals primarily responsible for the biomarker effect. In addition, the concentration of the individual compounds in human serum may be below the concentration that is needed to elicit effects in our in vitro cell proliferation assay. The combined response of the mixture present in serum might, however, be significantly enhanced, even when each single compound is present below its detectable effect limit. Kortenkamp and coworkers have shown that the combined effect of a mixture of xenoestrogens can produce a significant estrogenic response even when each individual xenoestrogen is present at a concentration that alone does not produce a detectable effect [34,35]. As a result, an explanation in terms of single causative compounds may not be expected, because humans are exposed to complex mixtures of environmental pollutants. A number of compounds, each present at low, perhaps ineffective concentrations, may act together to produce effects that are statistically significant in the biomarker assay. Thus, the lack of correlation speaks in favor of the biomarker assay, rather than against, as the method allows detection of the combined and functional xenoestrogenic response.
Conclusions
This biomarker assay is recommended as an appropriate and useful tool for assessing the functional estrogenic potential of complex mixtures present in human serum. Because of the limited insight into the endocrine disrupting effects of single chemicals and their mixtures, it may provide a more accurate prediction of the endocrine disrupting impact than even the most detailed chemical analysis. Thus, even if the estrogenic activity of all compounds were known, the combined effect of possible additive and/or inhibiting interaction of xenoestrogens in a biological sample may be difficult to predict from chemical analysis of single compounds alone.
Our finding of an increased average estrogenicity of serum extracts obtained from an exposed population merits attention and should inspire further studies into the causes of this response. Our results do not necessarily indicate an increased risk of adverse effects, but it should lead to further efforts to characterize this exposure and its possible effects. For such studies, this biomarker approach may serve as a useful supplement to standard exposure assessment.
List of abbreviations used
4-OH-CB, hydroxylated metabolites of polychlorinated biphenyls; β-HCH, β-hexachlorocyclohexane; CT-FCS, charcoal/dextran-treated fetal calf serum; DMEM, Dulbecco's modified Eagle's medium; DMSO, dimethylsulfoxide; E2, 17β-estradiol; FCS, fetal calf serum; GC, gas chromatography; HCB, hexachlorobenzene; HEPES, 4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid; HPLC, high-performance liquid chromatography; ICI, ICI 182,780; MOEC, maximum observed effect concentration; NPC, normal phase chromatography; o,p-DDT, o,p'-dichlorodiphenyltrichloroethane; PCB, polychlorinated biphenyl; PE, proliferative effect; p,p-DDE, p,p'-dichlordiphenyldichlorethylen; RPE, relative proliferative effect; RPP, relative proliferative potency; SPE, solid-phase extraction; SRB, sulforhodamine B; TCA, trichloroacetic acid; Tris base, 2-amino-2-(hydroxymethyl)-1,3-propanediol.
Competing interests
None declared.
Authors' contributions
THR, HRA, JBN, PW and PG participated in the design and coordination of the study. THR and FN performed the experimental work. THR drafted the manuscript. All authors read and approved the final manuscript.
Pre-publication history
The pre-publication history for this paper can be accessed here:
http://www.biomedcentral.com/content/backmatter/1476-069X-2-12-b1.pdf
Supplementary Material
Acknowledgments
Acknowledgments
We thank Ana Soto for providing MCF-7 BUS cells, Aake Bergman for hydroxylated PCBs, Astra Zeneca for ICI 182,780, Birger Heinzow for unpublished data on milk lipid concentrations, Ranja Bjerring and Vibeke K. Pedersen for technical assistance. We are grateful to the cohort families for their loyal support and to the competent staff at the Faroese Hospital System.
The study received its main financial support from the Danish Environmental Research Programme via the Danish Centre for Environmental Estrogen Research. Additional support was obtained from the Danish Health Research Council, from the National Institute of Environmental Health Sciences (ES 11681) and from the Danish Environmental Protection Agency as part of the environmental support program, Dancea – Danish Cooperation for Environment in the Arctic. The authors are solely responsible for all results and conclusions presented in this article, and do not necessarily reflect the position of the Danish Environmental Protection Agency.
Contributor Information
Thomas Høj Rasmussen, Email: thoj@health.sdu.dk.
Flemming Nielsen, Email: fnielsen@health.sdu.dk.
Helle Raun Andersen, Email: hrandersen@health.sdu.dk.
Jesper Bo Nielsen, Email: jbnielsen@health.sdu.dk.
Pal Weihe, Email: pal@dfaa.hospital.fo.
Philippe Grandjean, Email: pgrandjean@health.sdu.dk.
References
- Sonnenschein C, Soto AM, Fernandez MF, Olea N, Olea-Serrano MF, Ruiz-Lopez MD. Development of a marker of estrogenic exposure in human serum. Clin Chem. 1995;41:1888–1895. [PubMed] [Google Scholar]
- Soto AM, Fernandez MF, Luizzi MF, Oles Karasko AS, Sonnenschein C. Developing a marker of exposure to xenoestrogen mixtures in human serum. Environ Health Perspect. 1997;105 Suppl 3:647–654. doi: 10.1289/ehp.97105s3647. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nielsen JB, Nielsen F, Andersen HR, Grandjean P. A possible biomarker of exposure to xeno-estrogens. Epidemiology. 1998;9 Suppl 4 :S54–S54. [Google Scholar]
- Rivas A, Fernandez MF, Cerrillo I, Ibarluzea J, Olea-Serrano MF, Pedraza V, Olea N. Human exposure to endocrine disrupters: standardisation of a marker of estrogenic exposure in adipose tissue. APMIS. 2001;109:185–197. doi: 10.1034/j.1600-0463.2001.090302.x. [DOI] [PubMed] [Google Scholar]
- Bouvier ESP, Martin DM, Iraneta PC, Capparella M, Cheng YF, Philips DJ. A novel polymeric reversed-phase sorbent for solid phase extraction. LCGC International. 1997;10(9):577–585. [Google Scholar]
- Rasmussen TH, Nielsen JB. Critical parameters in the MCF-7 cell proliferation bioassay (E-Screen) Biomarkers. 2002;7:322–336. doi: 10.1080/13547500210132907. [DOI] [PubMed] [Google Scholar]
- Grandjean P, Weihe P, Needham LL, Burse VW, Patterson D.G.,Jr., Sampson EJ, Jorgensen PJ, Vahter M. Relation of a seafood diet to mercury, selenium, arsenic, and polychlorinated biphenyl and other organochlorine concentrations in human milk. Environ Res. 1995;71:29–38. doi: 10.1006/enrs.1995.1064. [DOI] [PubMed] [Google Scholar]
- Fangstrom B, Athanasiadou M, Grandjean P, Weihe P, Bergman A. Hydroxylated PCB metabolites and PCBs in serum from pregnant Faroese women. Environ Health Perspect. 2002;110:895–899. doi: 10.1289/ehp.110-1240989. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stellman SD, Djordjevic MV, Muscat JE, Gong L, Bernstein D, Citron ML, White A, Kemeny M, Busch E, Nafziger AN. Relative abundance of organochlorine pesticides and polychlorinated biphenyls in adipose tissue and serum of women in Long Island, New York. Cancer Epidemiol Biomarkers Prev. 1998;7:489–496. [PubMed] [Google Scholar]
- Sjodin A, Hagmar L, Klasson-Wehler E, Bjork J, Bergman A. Influence of the consumption of fatty Baltic Sea fish on plasma levels of halogenated environmental contaminants in Latvian and Swedish men. Environ Health Perspect. 2000;108:1035–1041. doi: 10.1289/ehp.108-1240159. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smeds A, Saukko P. Identification and quantification of polychlorinated biphenyls and some endocrine disrupting pesticides in human adipose tissue from Finland. Chemosphere. 2001;44:1463–1471. doi: 10.1016/S0045-6535(00)00313-1. [DOI] [PubMed] [Google Scholar]
- Hovander L, Malmberg T, Athanasiadou M, Athanassiadis I, Rahm S, Bergman A, Wehler EK. Identification of hydroxylated PCB metabolites and other phenolic halogenated pollutants in human blood plasma. Arch Environ Contam Toxicol. 2002;42:105–117. doi: 10.1007/s002440010298. [DOI] [PubMed] [Google Scholar]
- Rogan WJ, Ragan NB. Chemical contaminants, pharmacokinetics, and the lactating mother. Environ Health Perspect. 1994;102 Suppl 11:89–95. doi: 10.1289/ehp.94102s1189. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bergman A, Klasson-Wehler E, Kuroki H. Selective retention of hydroxylated PCB metabolites in blood. Environ Health Perspect. 1994;102:464–469. doi: 10.1289/ehp.94102464. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Steuerwald U, Weihe P, Jorgensen PJ, Bjerve K, Brock J, Heinzow B, Budtz-Jorgensen E, Grandjean P. Maternal seafood diet, methylmercury exposure, and neonatal neurologic function. J Pediatr. 2000;136:599–605. doi: 10.1067/mpd.2000.102774. [DOI] [PubMed] [Google Scholar]
- Brock JW, Burse VW, Ashley DL, Najam AR, Green VE, Korver MP, Powell MK, Hodge CC, Needham LL. An improved analysis for chlorinated pesticides and polychlorinated biphenyls (PCBs) in human and bovine sera using solid-phase extraction. J Anal Toxicol. 1996;20:528–536. doi: 10.1093/jat/20.7.528. [DOI] [PubMed] [Google Scholar]
- Vihma V, Adlercreutz H, Tiitinen A, Kiuru P, Wahala K, Tikkanen MJ. Quantitative determination of estradiol fatty acid esters in human pregnancy serum and ovarian follicular fluid. Clin Chem. 2001;47:1256–1262. [PubMed] [Google Scholar]
- Soto AM, Chung KL, Sonnenschein C. The pesticides endosulfan, toxaphene, and dieldrin have estrogenic effects on human estrogen-sensitive cells. Environ Health Perspect. 1994;102:380–383. doi: 10.1289/ehp.94102380. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Soto AM, Sonnenschein C, Chung KL, Fernandez MF, Olea N, Serrano FO. The E-SCREEN assay as a tool to identify estrogens: an update on estrogenic environmental pollutants. Environ Health Perspect. 1995;103 Suppl 7:113–122. doi: 10.1289/ehp.95103s7113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dees C, Askari M, Foster JS, Ahamed S, Wimalasena J. DDT mimicks estradiol stimulation of breast cancer cells to enter the cell cycle. Mol Carcinog. 1997;18:107–114. doi: 10.1002/(SICI)1098-2744(199702)18:2<107::AID-MC6>3.3.CO;2-L. [DOI] [PubMed] [Google Scholar]
- Wade MG, Desaulniers D, Leingartner K, Foster WG. Interactions between endosulfan and dieldrin on estrogen-mediated processes in vitro and in vivo. Reprod Toxicol. 1997;11:791–798. doi: 10.1016/S0890-6238(97)00062-2. [DOI] [PubMed] [Google Scholar]
- Legler J, van den Brink CE, Brouwer A, Murk AJ, van der Saag PT, Vethaak AD, van der Burg B. Development of a stably transfected estrogen receptor-mediated luciferase reporter gene assay in the human T47D breast cancer cell line. Toxicol Sci. 1999;48:55–66. doi: 10.1093/toxsci/48.1.55. [DOI] [PubMed] [Google Scholar]
- Andersen HR, Andersson AM, Arnold SF, Autrup H, Barfoed M, Beresford NA, Bjerregaard P, Christiansen LB, Gissel B, Hummel R, Jorgensen EB, Korsgaard B, Le Guevel R, Leffers H, McLachlan J, Moller A, Nielsen JB, Olea N, Oles-Karasko A, Pakdel F, Pedersen KL, Perez P, Skakkeboek NE, Sonnenschein C, Soto AM, . Comparison of short-term estrogenicity tests for identification of hormone-disrupting chemicals. Environ Health Perspect. 1999;107 Suppl 1:89–108. doi: 10.1289/ehp.99107s189. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bitman J, Cecil HC. Estrogenic activity of DDT analogs and polychlorinated biphenyls. J Agric Food Chem. 1970;18:1108–1112. doi: 10.1021/jf60172a019. [DOI] [PubMed] [Google Scholar]
- Jansen HT, Cooke PS, Porcelli J, Liu TC, Hansen LG. Estrogenic and antiestrogenic actions of PCBs in the female rat: in vitro and in vivo studies. Reprod Toxicol. 1993;7:237–248. doi: 10.1016/0890-6238(93)90230-5. [DOI] [PubMed] [Google Scholar]
- Safe SH. Polychlorinated biphenyls (PCBs): environmental impact, biochemical and toxic responses, and implications for risk assessment. Crit Rev Toxicol. 1994;24:87–149. doi: 10.3109/10408449409049308. [DOI] [PubMed] [Google Scholar]
- Nesaretnam K, Corcoran D, Dils RR, Darbre P. 3,4,3',4'-Tetrachlorobiphenyl acts as an estrogen in vitro and in vivo. Mol Endocrinol. 1996;10:923–936. doi: 10.1210/me.10.8.923. [DOI] [PubMed] [Google Scholar]
- Nesaretnam K, Darbre P. 3,5,3',5'-tetrachlorobiphenyl is a weak oestrogen agonist in vitro and in vivo. J Steroid Biochem Mol Biol. 1997;62:409–418. doi: 10.1016/S0960-0760(97)00062-9. [DOI] [PubMed] [Google Scholar]
- Kramer VJ, Helferich WG, Bergman A, Klasson-Wehler E, Giesy JP. Hydroxylated polychlorinated biphenyl metabolites are anti-estrogenic in a stably transfected human breast adenocarcinoma (MCF7) cell line. Toxicol Appl Pharmacol. 1997;144:363–376. doi: 10.1006/taap.1997.8163. [DOI] [PubMed] [Google Scholar]
- Ramamoorthy K, Vyhlidal C, Wang F, Chen I, Safe S, McDonnell DP, Leonard LS, Gaido KW. Additive estrogenic activities of a binary mixture of 2',4',6'-trichloro- and 2',3',4',5'-tetrachloro-4-biphenylol. Toxicol Appl Pharmacol. 1997;147:93–100. doi: 10.1006/taap.1997.8281. [DOI] [PubMed] [Google Scholar]
- Brouwer A, Longnecker MP, Birnbaum LS, Cogliano J, Kostyniak P, Moore J, Schantz S, Winneke G. Characterization of potential endocrine-related health effects at low-dose levels of exposure to PCBs. Environ Health Perspect. 1999;107 Suppl 4:639–649. doi: 10.1289/ehp.99107s4639. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Layton AC, Sanseverino J, Gregory BW, Easter JP, Sayler GS, Schultz TW. In vitro estrogen receptor binding of PCBs: measured activity and detection of hydroxylated metabolites in a recombinant yeast assay. Toxicol Appl Pharmacol. 2002;180:157–163. doi: 10.1006/taap.2002.9395. [DOI] [PubMed] [Google Scholar]
- Steinmetz R, Young PC, Caperell-Grant A, Gize EA, Madhukar BV, Ben Jonathan N, Bigsby RM. Novel estrogenic action of the pesticide residue beta-hexachlorocyclohexane in human breast cancer cells. Cancer Res. 1996;56:5403–5409. [PubMed] [Google Scholar]
- Silva E, Rajapakse N, Kortenkamp A. Something from "nothing"--eight weak estrogenic chemicals combined at concentrations below NOECs produce significant mixture effects. Environ Sci Technol. 2002;36:1751–1756. doi: 10.1021/es0101227. [DOI] [PubMed] [Google Scholar]
- Rajapakse N, Silva E, Kortenkamp A. Combining xenoestrogens at levels below individual no-observed-effect concentrations dramatically enhances steroid hormone action. Environ Health Perspect. 2002;110:917–921. doi: 10.1289/ehp.02110917. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.