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The Journal of Clinical Endocrinology and Metabolism logoLink to The Journal of Clinical Endocrinology and Metabolism
. 2020 Jan 30;105(4):e1225–e1234. doi: 10.1210/clinem/dgaa039

Phthalates and Sex Steroid Hormones Among Men From NHANES, 2013–2016

Miriam J Woodward 1,#, Vladislav Obsekov 1,#, Melanie H Jacobson 1,, Linda G Kahn 1, Leonardo Trasande 1,2,3,4,5
PMCID: PMC7067547  PMID: 31996892

Abstract

Context

Phthalates are commonly found in commercial packaging, solvents, vinyl, and personal care products, and there is concern for potential endocrine-disrupting effects in males. The commonly used di-2-ethylhexyl phthalate (DEHP) has progressively been replaced by seldom studied compounds, such as bis-2-ethylhexyl terephthalate and 1,2-cyclohexane dicarboxylic acid di-isononyl ester (DINCH).

Objective

To investigate the associations between the urinary phthalate metabolites and serum sex steroid hormone concentrations in a nationally representative sample of adult males.

Design, Setting, Participants, and Intervention

This was a cross-sectional analysis of data from the 2013–2016 National Health and Nutrition Examination Survey among 1420 male participants aged ≥20 years.

Main Outcome Measures

Serum levels of total testosterone, estradiol, SHBG, and derived sex hormone measurements of free testosterone, bioavailable testosterone, and free androgen index were examined as log-transformed continuous variables.

Results

Phthalate metabolites were not statistically significantly associated with sex hormone concentrations among all men. However, associations varied by age. High molecular weight phthalates were associated with lower total, free, and bioavailable testosterone among men age ≥60. Specifically, each doubling of ΣDEHP was associated with 7.72% lower total testosterone among older men (95% confidence interval, -12.76% to -2.39%). Low molecular phthalates were associated with lower total, free, and bioavailable testosterone among men age 20 to 39 and ∑DINCH was associated with lower total testosterone among men age ≥40.

Conclusions

Our results indicate that males may be vulnerable to different phthalate metabolites in age-specific ways. These results support further investigation into the endocrine-disrupting effects of phthalates.


Phthalates are a diverse class of synthetic chemicals present in cosmetics, personal care products, and food packaging (1). They are used as softeners in polyvinyl chloride (PVC) and other plastics, and as lubricants and fragrances (2). Widespread use of phthalates in this diverse array of contexts results in pervasive human exposure (2, 3).

Evidence from both experimental and observational studies supports a connection between exposure to phthalate esters and endocrine function, particularly steroid hormone dysregulation (4). Prior evidence suggests that phthalates may have antiandrogenic effects, such as reduced testosterone production and bioavailability, decreased sperm production and motility, shortened anogenital distance, and increased odds of genital anomalies (3–9). In animal studies, phthalates have also been shown to alter the expression of genes encoding enzymes responsible for testosterone biosynthesis through PPAR-α activation (10). These PPARs are also known to downregulate nuclear receptors involved in testis development, such as estrogen receptors, providing possible insight into the mechanism of phthalate-induced endocrine disruption.

Decrements in testosterone function have broad consequences across the life course. In newborns and children, lower testosterone levels have been associated with a range of genital anomalies, such as hypospadias, hydrocele, and decreased anogenital distance in infant boys (6–9, 11). In adult men, low testosterone has been documented to be a risk factor for several chronic health conditions: metabolic syndrome (12), diabetes (13), neurological and cognitive functioning (14), bone loss (15), cardiovascular disease (16, 17), and premature mortality (17–19). One study estimated that as many as 10,700 deaths annually among US men may be attributable to phthalate-induced decreases in testosterone (20). These broad health sequelae of decreased testosterone reinforce the need to identify preventable causes of male hypogonadism, including environmental exposures to possible endocrine disrupting chemicals.

Research showing the endocrine-disrupting effects of common phthalates has led to increased regulation of some phthalates and consequent efforts to establish replacement chemicals (21). Specifically, in response to concerns about di-2-ethylhexyl phthalate (DEHP), manufacturers have introduced replacement chemicals such as diisononyl phthalate (DINP), di-isobutyl phthalate, diethyl phthalate, and polyethylene terephthalates (PET), including bis-2-ethylhexyl terephthalate (DEHTP), and 1, 2-cyclohexane dicarboxylic acid di-isononyl ester (DINCH) (22). PETs are commonly used in food packaging, such as water bottles, polycarbonate containers, and ready-to-eat meals (23–25). However, the health effects of these substitutes have not been comprehensively studied, and in fact, DEHTP and DINCH metabolites were measured for the first time in the National Health and Nutrition Examination Survey (NHANES) in 2015–2016 (26). As industries shift which chemicals are used, population-level exposure patterns change, and more people are likely to be exposed to phthalates about which there is little known (27).

Using data from the 2011–2012 NHANES, Meeker and Ferguson identified decreases in serum testosterone in relation to increases in urinary phthalate metabolite levels, specifically those of DEHP, among older men (28). We sought to update and extend their analysis to examine possible associations between phthalates, including these newer PET metabolites, and sex steroid hormone levels using more recent NHANES data from 2013–2016 (29). Specifically, we evaluated cross-sectional associations between urinary phthalate metabolite groupings (i.e., metabolites of DEHP, DINP, DINCH, DEHTP, low molecular weight [LMW] phthalates, and high molecular weight [HMW] phthalates) and serum sex steroid hormone concentrations (ie, total testosterone, SHBG, and estradiol) as well as derived endocrine outcome measures (ie, free testosterone [FT], bioavailable testosterone [BAT], testosterone/estradiol [T/E2] ratio, and free androgen index [FAI]) among adult men. Furthermore, we examined whether these associations varied by age.

Methods

Study sample

NHANES is a nationally representative survey of the noninstitutionalized US population, released in 2-year cycles. This analysis used the 2013–2014 and 2015–2016 releases. The study population was restricted to male respondents age ≥20 years who were not taking sex hormone medication including testosterone, progesterone, estrogen, or “other sex hormones” noted in the NHANES questionnaire, and had measured values for urinary phthalate metabolite concentrations (ie, NHANES environmental subsample B), as well as serum sex hormone measures.

Exposures

NHANES laboratories used spot urine samples to assess phthalate metabolite levels. Laboratory methods for this assessment have been described in detail elsewhere (30). According to NHANES guidelines, metabolites were grouped by parent phthalate molecule and by the weight of the parent molecule. Micromolar sums of individual metabolites were calculated for the following parent phthalates: DEHP, DINP, DINCH, and DEHTP; and were grouped by weight into LMW phthalates and HMW phthalates. Table 1 lists the individual metabolites assessed and how they were grouped for our analysis. Metabolites that were only available for the 2015–2016 sample and those that were below the lower limit of detection (LLOD) in >50% of the sample are noted. Measures below LLOD were imputed by LLOD/2 and included in the molar sums.

Table 1.

Phthalate metabolites measured in NHANES, 2013–2016

Phthalate Metabolite Grouping LLOD (ng/mL)
Mono-ethyl phthalate (MEP) LMW 1.2
Mono-isobutyl phthalate (MIBP) LMW 0.8
Mono-2-methyl-2-hydroxypropyl phthalate (MHIBP)a LMW 0.4
Mono-n-butyl phthalate (MBP) LMW 0.4
Mono-3-hydroxybutyl phthalate (MHBP)a LMW 0.4
Monobenzyl phthalate (MBZP) HMW 0.3
Mono(2-ethylhexyl) phthalate (MEHP) DEHP/HMW 0.8
Mono(2-ethyl-5-carboxypentyl) phthalate (MECPP) DEHP/HMW 0.4
Mono(2-ethyl-5-hydroxyhexyl) phthalate (MEHHP) DEHP/HMW 0.4
Mono(2-ethyl-5-oxohexyl) phthalate (MEOHP) DEHP/HMW 0.2
Mono-isononyl phthalate (MNP)b DINP/HMW 0.9
Monocarboxyoctyl phthalate (MCOP) DINP/HMW 0.3
Mono-oxo-isononyl phthalate (MONP)a DINP/HMW 0.4
Monocarboxy-isononly phthalate (MCNP) HMW 0.2
Mono (3-carboxypropyl) phthalate (MCPP) HMW 0.4
Cyclohexane-1,2-dicarboxylic acid mono(hydroxy-isononyl) ester (MHINCH)b DINCH/HMW 0.4
Cyclohexane-1,2-dicarboxylic acid mono(carboxyoctyl) ester (MCOCH)a,b DINCH/HMW 0.5
Mono(2-ethyl-5-hydroxyhexyl) terephthalate (MEHHTP)a DEHTP/HMW 0.4
Mono(2-ethyl-5-carboxypentyl) terephthalate (MECPTP)a DEHTP/HMW 0.2

Abbreviations: DEHP: di-2-ethylhexyl phthalate; DEHTP: dioctyl terephthalate; DINCH: cyclohexane-1,2-dicarboxylic acid diisononyl ester; DINP: diisononyl phthalate; HMW, high molecular weight; LLOD, lower limit of detection; LMW, low molecular weight.

aOnly available for 2015–2016 data.

bDetected in <50%.

Outcomes

Total testosterone, estradiol, and SHBG were directly measured in serum samples according to laboratory methods following the National Institute of Standards and Technology’s guidelines (31). FT, BAT, and FAI were calculated based on hormone concentrations and serum albumin levels. Albumin concentrations were assessed following a bichromatic digital endpoint method in examined NHANES participants. FT, BAT, and FAI were calculated according to the Vermeulen et al. formula as described by Ho et al. and shown here (32, 33). Resulting FT and BAT estimates were converted from nmol/L to ng/dL for consistency with the total testosterone measure provided by NHANES. T/E2 ratio was calculated after converting testosterone and estradiol measures to the same units.

Tfree=TtotalNS+(N+STtotal)2+4NTtotal   2N
Tbioavailable=NTfree
FAI=Ttotal100S

Where N=0.5217Albumin+1 and S=SHBG

Total testosterone is a measure of all the testosterone in the blood at a given time, whereas FT is testosterone not currently bound to albumin or SHBG. BAT represents the readily available testosterone in the body at a given time point, theoretically combining the amount of free and albumin-bound testosterone and providing deeper insight into the sex hormone profile (34).

Statistical analysis

Data from the 2 cycles (2013–2014 and 2015–2016) were combined using the appropriate weighting methods (35). Following NHANES analytic guidelines, environmental subsample B sample weights were used in all analyses (36). The proper protocol for variance estimation was followed as per the guidelines for NHANES’s complex survey design, using the provided primary sampling unit and strata information (35). We conducted weighted linear regression to estimate the relation between grouped urinary phthalate concentrations and individual serum sex hormone levels controlling for various covariates: age, creatinine, poverty-to-income ratio (PIR), education, race/ethnicity, obesity, and time of day serum was sampled. Urinary creatinine was included as a covariate to account for differences in urinary dilution. PIR was divided into quartiles based on the study sample (first quartile: <1.15, second: ≥1.15 to <2.18, third: ≥2.18 to <4.16, and fourth: ≥4.16). Obesity was based on body mass index categories created from National Institutes of Health published standards (37, 38). Finally, because of the known diurnal rhythms of serum total testosterone, FT, and BAT, we controlled for the time of day each participant’s serum was sampled (39).

All hormone measures were natural log transformed to approximate a normal distribution. In addition, molar sums of phthalate metabolites were natural log transformed to reduce the influence of extreme outlier exposure values. To aid in interpretation, beta-coefficients were transformed to represent the percent change in a given hormonal outcome in relation to a doubling (i.e., 100% increase) in phthalate concentrations. Linear regression models were fit with individual phthalate groupings and each sex steroid hormone measure. Finally, models were fit again stratified by age groups 20 to 39, 40 to 59, and ≥60 years, controlling for the same covariates as the overall model. Because of the multiple comparisons, we adjusted the P value based on a modified Bonferroni approach (40–42). In short, despite 7 hormonal outcomes (3 measured and 4 calculated), the 4 that were calculated (i.e., FT, BAT, T/E2, and FAI) were derived from the measured hormones (i.e., total testosterone, estradiol, and SHBG); and of 6 exposures, 4 (i.e., DEHP, DINP, DINCH, and DEHTP) were subsets of HMW. Thus, we divided the conventional α = 0.05 by these 6 effective comparisons (3 outcomes × 2 exposures) = 0.0083. Last, because of the variance of hormonal measures by time of day, in addition to controlling for time of blood collection in our primary analyses, as a sensitivity analysis, we also fit all models among morning samples only. All analyses were performed in Stata 15 (College Station, TX).

Results

Table 2 shows sample characteristics for the NHANES participants included in this analysis. The total sample provided by NHANES from 2013 to 2016 was 20,146. After excluding those without urinary phthalate levels (n = 14,164), those without sex steroid hormone data (n = 2,171), females (n = 2,005), those younger than 20 (n = 374), and those taking sex hormone medication (n = 12), the resulting sample yielded 1,420 adult men who were included in the analytic sample. Of these, 488 were age 20 to 39, 459 were age 40 to 59, and 482 were age 60 or older. Most respondents in this sample were non-Hispanic white (65.29%). The median PIR was 3.0 (interquartile range, 1.6, 5.0). The median body mass index was 28.4 kg/m2, and 38.10% of the sample was categorized as obese. Most of the sample (76.13%) had completed at least a high school or equivalent education.

Table 2.

Characteristics of study population, NHANES 2013–2016

Characteristic Na %b Medianb (Interquartile range)b
Total 1,420 100
Age categories (years) 47 (33, 60)
 20–39 488 37.53
 40–59 457 36.49
 ≥60 475 25.97
Race/ethnicity
 Mexican American 219 9.35
 Other Hispanic 154 6.29
 Non-Hispanic white 534 65.29
 Non-Hispanic black 289 9.74
 Other/multi 224 9.33
Poverty: income (continuous) 3.0 (1.6, 5.0)
Pov:in quartiles
 First 321 16.41
 Second 318 20.40
 Third 324 26.87
 Fourth 322 36.32
Missing 135
Body mass index (kg/m2 continuous) 28.4 (24.9, 32.4)
Body mass index categories
 Normal (<25 kg/m2) 382 25.86
 Overweight (≥25-<30 kg/m2) 526 36.04
 Obese (≥30 kg/m2) 493 38.10
 Missing 19
Education
 Less than high school 338 16.18
 High school or greater 1,081 83.82
 Missing 1
Time of day of blood draw
 Morning 704 50.91
 Afternoon 505 33.02
 Evening 211 16.06

aUnweighted.

bWeighted with respect to environmental subsample B. Some percentages may not sum to 100% because of weighting and missing responses.

Median exposure levels and corresponding interquartile ranges in the total sample and stratified by age group are shown in Table 3. Exposures did not vary greatly by age across most phthalate groups except for HMW phthalates. Men age 20 to 39 had greater HMW concentrations compared with older men (median = 0.38 μmol/L vs. 0.29 μmol/L among those age 40 to 59 and 0.20 μmol/L among those age ≥60).

Table 3.

Phthalate metabolite group medians and interquartile ranges (IQR) stratified by age, NHANES 2013–2016

All Years 20–39 Years 40–59 Years ≥60 Years
Phthalate metabolite groups (μmol/L) Median (IQR) Median (IQR) Median (IQR) Median (IQR)
Σ LMW 0.28 (0.14, 0.59) 0.32 (0.13, 0.57) 0.25 (0.13, 0.50) 0.30 (0.15, 0.76)
Σ HMW 0.29 (0.14, 0.59) 0.38 (0.18, 0.70) 0.29 (0.13, 0.61) 0.20 (0.13, 0.42)
 Σ DEHP metabolites 0.07 (0.04, 0.13) 0.07 (0.04, 0.12) 0.08 (0.04, 0.15) 0.07 (0.04, 0.13)
 Σ DINP metabolites 0.03 (0.02, 0.07) 0.03 (0.02, 0.07) 0.04 (0.02, 0.08) 0.03 (0.02, 0.05)
 Σ DINCH metabolites 0.002 (0.003, 0.007) 0.004 (0.002, 0.008) 0.003 (0.002, 0.007) 0.003 (0.002, 0.005)
 Σ DEHTP metabolites 0.06 (0.02, 0.23) 0.09 (0.03, 0.31) 0.06 (0.02, 0.20) 0.04 (0.02, 0.14)

Abbreviations: DEHP: di-2-ethylhexyl phthalate; DEHTP, dioctyl terephthalate; DINCH, cyclohexane-1,2-dicarboxylic acid diisononyl ester; DINP, diisononyl phthalate; HMW, high molecular weight; IQR, interquartile range; LMW, low molecular weight;

The results from models for associations between urinary phthalate groupings and serum hormone concentrations among the total sample showed small, nonstatistically significant decrements in testosterone (total, free, and bioavailable) and estradiol in relation to several exposure groups (Table 4). For example, a doubling of ∑LMW phthalates was associated with 2.41% lower FT (95% confidence interval [CI], -5.10% to 0.35%) and 2.91% lower FAI (95% CI, -5.45% to -0.30%), although no association with total testosterone. In contrast, DEHP was associated with 2.24% lower total testosterone (95% CI, -4.46% to 0.03), but not FT or BAT. Point estimates for all metabolite groupings and estradiol were consistently negative, as well, though not statistically significant.

Table 4.

Percent Change (95% CI) in Serum Hormone Concentrations Associated With a Doubling In Urinary Phthalate Group Concentrations, NHANES 2013–2016

Measured Hormonal Outcomes Calculated Hormonal Outcomes
Total testosterone Estradiol SHBG Free testosteronea Bioavailable testosteronea Testosterone/estradiol ratio Free Androgen Indexa
% 95% CI % 95% CI % 95% CI % 95% CI % 95% CI % 95% CI % 95% CI
Σ LMW -0.47 -4.35 3.57 -1.91 -4.71 0.97 2.52 -1.24 6.42 -2.41 -5.10 0.35 -2.52 -5.26 0.30 1.47 -1.93 4.99 -2.91 -5.45 -0.30
Σ HMW -1.23 -4.04 1.66 -2.00 -4.45 0.51 -1.02 -4.61 2.70 -0.96 -3.11 1.25 -1.16 -3.44 1.17 0.78 -0.15 3.13 -0.21 -2.71 2.36
Σ DEHP -2.24 -4.46 0.03 -2.25 -4.76 0.33 -2.72 -5.77 0.43 -0.61 -2.79 1.63 -1.25 -3.44 0.99 0.01 -2.46 2.54 0.49 -2.21 3.27
Σ DINP -1.03 -3.45 1.45 -1.12 -3.19 0.99 -1.29 -4.82 2.38 -0.48 -2.13 1.20 -0.68 -2.34 1.00 0.09 -2.25 2.50 0.26 -1.91 2.48
Σ DINCH -1.31 -4.26 1.73 -1.19 -3.81 1.50 -3.33 -7.99 1.57 0.78 -2.51 4.19 0.51 -2.79 3.93 -0.13 -4.14 4.06 2.09 -2.30 6.67
Σ DEHTP -0.28 -1.94 1.40 -1.01 -2.54 0.54 -0.55 -2.71 1.67 0.00 -1.41 1.44 -0.06 -1.50 1.42 0.73 -1.00 2.50 0.26 -1.46 2.02

Abbreviations: CI, confidence interval; DEHTP, dioctyl terephthalate; DEHP, di-2-ethylhexyl phthalate; DINCH, cyclohexane-1,2-dicarboxylic acid diisononyl ester; DINP, diisononyl phthalate; HMW, high molecular weight; LMW, low molecular weight.

* P ≤ 0.05.

# P ≤ 0.0083.

aCalculated based on Vermeulen et al. formula from measured SHBG, testosterone, and albumin.

When the analyses were stratified by age, associations differed (Table 5). Among those age 20 to 39, LMW phthalates were significantly associated with lower FT (-4.76%; 95% CI, -8.62% to -0.75%) and BAT (-4.60%; 95% CI, -8.55% to -0.47%). However, among those age 40 to 59, LMW phthalates were associated with higher FT and BAT, and among those age ≥60, LMW phthalates were not associated with total testosterone, FT, or BAT. In contrast, among men age ≥60, HMW phthalates were associated with lower testosterone, FT, BAT, estradiol, and FAI. For example, for a doubling in HMW, we estimated 4.92% lower testosterone (95% CI, -9.79% to 0.21%), 4.68% lower FT (95% CI, -8.40% to -0.81%), 5.02% lower BAT (95% CI, -8.57% to -1.32%), 3.74% lower estradiol (95% CI, -7.65% to 0.34%), and 4.08% lower FAI (95% CI, -7.68% to -0.33%). Similar negative associations were noted in relation to DEHP in this age group, with the addition of lower SHBG (-4.35%; 95% CI, -8.61% to 0.11%). There were no significant associations with HMW or DEHP in other age groups.

Table 5.

Percent Change (95% CI) in Serum Hormone Concentrations Associated With a Doubling in Urinary Phthalate Group Concentrations Stratified by Age, NHANES 2013–2016

Measured Hormonal Outcomes Calculated Hormonal Outcomes
Total Testosterone Estradiol SHBG Free Testosteronea Bioavailable Testosteronea Testosterone/estradiol ratio Free androgen indexa
% 95% CI % 95% CI % 95% CI % 95% CI % 95% CI % 95% CI % 95% CI
20-39 years
Σ LMW -3.64 -7.21 0.07 -3.04 -6.66 0.72 0.93 -2.92 4.94 -4.76 -8.62 -0.75 * -4.60 -8.55 -0.47 * -0.61 -4.40 3.33 -4.53 -8.88 0.02
Σ HMW 0.85 -2.31 4.11 -1.71 -5.05 1.74 -0.09 -5.17 5.26 0.55 -2.56 3.76 0.38 -2.83 3.69 2.60 -1.05 6.40 0.94 -3.35 5.41
Σ DEHP -0.73 -3.94 2.59 0.39 -3.39 4.33 -1.90 -5.69 2.03 0.35 -2.88 3.68 -0.50 -3.72 2.83 -1.12 -4.65 2.54 1.20 -2.30 4.82
Σ DINP -1.56 -4.63 1.62 -0.47 -3.80 2.99 -3.15 -7.58 1.50 -0.21 -2.81 2.46 -0.83 -3.38 1.80 -1.10 -3.62 1.49 1.65 -1.65 5.06
Σ DINCH 3.73 -0.23 7.85 -2.08 -6.67 2.74 2.13 -4.48 9.19 2.28 -1.70 6.43 2.17 -1.93 6.45 5.93 -0.01 12.23 * 1.57 -3.61 7.02
Σ DEHTP 1.78 0.19 3.39 * -1.25 -3.46 1.00 1.27 -2.20 4.86 1.07 -0.62 2.79 1.19 -0.56 2.97 3.07 0.70 5.50 * 0.51 -2.39 3.49
40-59 years
Σ LMW 3.91 -0.62 8.64 -0.08 -4.22 4.24 3.52 -3.18 10.67 2.19 0.36 4.06 * 2.13 0.27 4.02 * 3.99 0.53 7.56 * 0.38 -2.27 3.10
Σ HMW 0.12 -6.11 6.77 -0.56 -3.44 3.45 0.41 -8.23 9.87 -0.21 -3.86 3.58 -0.46 -4.50 3.76 0.18 -3.87 4.40 -0.29 -5.37 5.07
Σ DEHP 0.89 -3.13 5.07 -1.20 -5.27 3.04 -0.50 -5.36 4.60 1.35 -2.51 5.37 0.98 -2.93 5.06 2.11 -1.29 5.64 1.40 -3.03 6.03
Σ DINP 1.85 -4.17 8.24 -0.56 -3.48 0.24 4.35 -3.72 13.10 -0.85 -3.57 1.94 -0.77 -3.64 2.18 2.42 -1.78 6.80 -2.40 -5.69 1.00
Σ DINCH -3.45 -5.70 -1.14 # 0.05 -2.91 2.86 -5.76 -11.69 0.57 -0.42 -3.50 2.77 -0.38 -3.48 2.82 -3.50 -6.94 0.07 2.45 -3.35 8.60
Σ DEHTP -1.51 -3.72 0.74 0.60 -1.58 2.82 -3.26 -6.85 0.48 0.48 -1.20 2.20 0.27 -1.53 2.12 -2.10 -3.75 -0.42 * 1.80 -0.78 4.45
≥60 years
Σ LMW -1.08 -9.00 7.53 -2.93 -7.57 1.94 3.05 -3.96 10.58 -3.68 -9.18 2.16 -3.97 -9.87 2.32 1.91 -3.86 8.01 -4.01 -8.93 1.17
Σ HMW -4.92 -9.79 0.21 -3.74 -7.65 0.34 -0.88 -6.28 4.83 -4.68 -8.40 -0.81 * -5.02 -8.57 -1.32 * -1.23 -7.27 5.21 -4.08 -7.68 -0.33
Σ DEHP -7.72 -12.76 -2.39 # -5.55 -9.81 -1.09 * -4.35 -8.61 0.11 -5.17 -9.81 -0.30 * -5.73 -10.53 -0.68 * -2.30 -6.19 1.76 -3.53 -8.10 1.28
Σ DINP -3.61 -8.91 2.00 -3.84 -7.46 -0.07 * -4.49 -11.29 2.82 -0.25 -4.92 4.65 -0.50 -5.16 4.38 0.23 -5.33 6.13 0.93 -4.48 6.64
Σ DINCH -7.87 -12.43 -3.06 # -1.76 -5.29 1.89 -8.92 -14.38 -3.11 # -1.52 -7.81 5.21 -2.01 -7.91 4.27 -6.21 -10.38 -1.86 * 1.15 -5.33 8.09
Σ DEHTP -1.97 -5.81 2.04 -2.61 -5.49 0.37 0.41 -3.05 4.00 -2.42 -5.08 0.32 -2.54 -5.12 0.10 0.66 -3.48 4.97 -2.37 -4.48 -0.21

Abbreviations: CI, confidence interval; DEHP, di-2-ethylhexyl phthalate; DEHTP, dioctyl terephthalate; DINCH, cyclohexane-1,2-dicarboxylic acid diisononyl ester; DINP, diisononyl phthalate; HMW, high molecular weight; LMW, low molecular weight.

* P ≤ 0.05.

# P ≤ 0.0083.

aCalculated based on Vermeulen et al. formula from measured sex hormone binding globulin, testosterone, and albumin.

Finally, DEHP substitute phthalates showed varying associations across age groups. Among men age 20 to 39, DINCH and DEHTP metabolites showed positive associations with total testosterone. In addition, point estimates for estradiol were negative, which translated into significantly greater testosterone/estradiol ratios in relation to DINCH and DEHTP. However, DINCH was associated with lower total testosterone and SHBG among older men (i.e., among both men age 40 to 59 and ≥60), although no associations with FT or BAT. Last, DEHTP was not associated with total testosterone among older men, but was associated with lower FT (-2.42; 95% CI, -5.08 to 0.32), BAT (-2.54%; 95% CI, -5.12% to 0.10%), estradiol (-2.61%; 95% CI, -5.49% to 0.37%), and FAI (-2.37%; 95% CI, -4.48% to -0.21%) in men ≥60.

Results did not change when the sample was restricted to those with morning blood collections only (data not shown). In addition, there was little variation in blood draw timing across strata of age or race/ethnicity, thus yielding a sample that was similarly distributed with respect to demographics and covariates compared with the total original sample (data not shown).

Discussion

In this study among a representative sample of US men, we identified age-specific associations of phthalates with lower testosterone. LMW phthalates, commonly found in cosmetics and lotions, were associated with lower testosterone in younger men; and HMW phthalates, commonly found in food packaging and PVC products, were associated with lower testosterone in older men. In contrast, among men age 40 to 59, LMW phthalates were associated with increased free and bioavailable testosterone. A secondary and important finding was lower testosterone among older men in relation to terephthalate metabolites (i.e., DEHTP) of polyethylene plastics and DINCH, which were previously thought not to have the same adverse effects as orthophthalates used to soften PVC plastics.

Previous work has indicated that a number of phthalates, such as DEHP and di-n-butyl phthalate (and its primary metabolite mono-n-butyl phthalate), are associated with lower testosterone levels (43). Results from this analysis were consistent with previous work on the subject and also found an association between DEHP exposure and testosterone levels, particularly among older men. This was previously reported by Meeker and Ferguson, specifically among men age 40 to 60 (28). In our study, we reported an association between DEHP and lower testosterone in men age ≥60, and additionally found that DEHP was associated with lower free and bioavailable testosterone in this age group.

Although we detected lower testosterone levels in relation to several phthalates, estimates were small and the clinical significance of these findings is unclear. Still, there were a number of estimates that were ≥5%, which is notable. For example, DEHP was associated with almost 8% lower total testosterone, 6% lower estradiol, and 5% to 6% lower FT and BAT among men aged ≥60. This older age group already has lower testosterone, suggesting that environmental chemical exposure might hasten naturally occurring testosterone decline and thereby accelerate any adverse physiological consequences (e.g., loss of bone and muscle mass).

Other studies have recommended against the use of PVCs that contain phthalates such as DEHP because of their broad systemic effects (43), yet our results suggest that their alternatives, such as PETs and DINCH, may not be free of health impacts. We found that both DEHTP and DINCH were associated with higher testosterone among younger men age 20 to 39, but that DINCH was associated with lower total testosterone among those age 40 to 59 and ≥60, and DEHTP was associated with lower FT, BAT, and FAI among those age ≥60. These results suggest that these newer derivatives merit further study, given their potential for similar endocrine-disrupting effects to their PVC predecessors. If replicated, this may warrant the recommendation to avoid all plastics, and not only those with recycling numbers 3, 6, and 7, which are indicative of PVC and polystyrene plastics (44).

The heterogeneity of associations across age groups that we observed may have several explanations, including an age-period-cohort effect. For example, different phthalates were predominantly used at different times over the latter half of the 20th century. Therefore, men of different ages may have been exposed to different combinations at different times in their biological development (45). In particular, exposure to phthalates during the prenatal, early childhood, and pubertal periods, when the testosterone-producing Leydig cells in the testes develop (46), may dysregulate testosterone production throughout the life course, with consequences for reproductive function (47). For example, a study of Swedish military recruits (48) whose mothers’ prenatal sera samples were analyzed for phthalates reported that prenatal DEHP and DINP exposure were associated with lower semen volume in their offspring. DINP was also associated with lower testicular volume and DINP metabolites were associated with higher FSH and LH, even after models were adjusted for current phthalate levels. Although phthalate concentrations in our study reflected recent exposure owing to rapid metabolism, experiencing different chemical exposures during critical stages of gonadal development may affect lifelong testosterone production and perhaps vulnerability to chemical exposures, which may be another potential reason for our observed differences in associations by age group. This is supported by findings showing a relationship between indicators of Leydig cell functioning and phthalate exposure levels among young and adult men. Research has pointed to some specific possible mechanisms for this, including decreased functioning of the endoplasmic reticulum of Leydig cells, and a decrease in the number of Leydig cells that successfully differentiate to reach maturity, thus producing steroid hormones (49–52).

Another potential reason for the different associations by age are differences in the distribution of phthalate metabolite concentrations. In particular, we observed differences in HMW concentrations by age, such that younger men were more highly exposed than older men. It is possible that phthalates may exert nonmonotonic affects hormone concentrations as has been noted with other endocrine-disrupting chemicals such as bisphenol A (53, 54). In other words, those with high exposure levels may not show the strongest associations or even associations in the same direction as those with lower concentrations of exposure. In addition, if variation in exposure differs by age group, that affects the ability to contrast different exposure levels within age strata. Finally, hormone function and hormone levels vary widely across the lifespan, with total testosterone and BAT decreasing and SHBG increasing with age (55, 56). It is possible that exogenous exposures, such as phthalates, may interact with hormones differently at different concentrations.

Strengths of this analysis include a large, nationally representative sample of men with individually quantified urinary phthalate metabolites and serum sex steroid hormones. In addition, our age-stratified approach, reflective of different testosterone levels and reproductive life stages, allowed us to observe differential associations. In addition, our study was unique in deriving additional markers of sex steroid hormone measures, such as FT, BAT, and FAI, which offer a more comprehensive picture of the endocrine profile (55). Specifically, studies have argued that BAT provides a more accurate reflection of androgen status than total testosterone (55, 57). Finally, the inclusion of SHBG in our study helped to elucidate potential mechanisms for the observed changes in total testosterone, FT, and BAT. For example, DINCH was associated with lower total testosterone among men age 40 to 59 and ≥60, and this may be explained by the significant associations with lower SHBG, given that no associations were observed with FT or BAT. In contrast, HMW was associated with decreased total testosterone, FT, and BAT among men age ≥60, without accompanying decreases in SHBG, suggesting that this may occur through other mechanisms.

However, our study did have some limitations. A particular weaknesses of this study is its cross-sectional nature, which limits our ability to make inference about the temporality, directionality, and causality of these relationships. In addition, although we were able to control for several important covariates in the analysis, there may have been other factors that may have been important to adjust for, but were not available. For example, certain medical conditions may both affect testosterone levels and require phthalate-containing medications or medical products, such as gel capsules and PVC tubing, respectively (58), thus presenting a potential confounding pathway. Finally, we conducted multiple statistical tests and it is possible that some of the statistically significant findings were due to chance. In an attempt to address this issue, we applied a modified Bonferroni “correction” to the P value.

It is important to bring greater scrutiny to any structural analogues that may be used to replace DEHP. Studies of association are by their nature limited when it comes to establishing causal relationships or mechanisms of action, but growing evidence from both toxicologic and epidemiologic studies creates a compelling case for endocrine disruption, targeting sex steroid hormones.

Acknowledgments

Financial Support: This work was supported by the National Institute of Environmental Health Sciences grant numbers R01ES022972, R01ES029779, and P30ES000260. L.G.K. was supported by the National Institute of Environmental Health Sciences under Award Number K99ES030403. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

Glossary

Abbreviations

BAT

bioavailable testosterone

CI

confidence interval

DEHTP

bis-2-ethylhexyl terephthalate

DEHP

di-2-ethylhexyl phthalate

DINCH

1, 2-cyclohexane dicarboxylic acid di-isononyl ester

DINP

diisononyl phthalate

FAI

free androgen index

FT

free testosterone

HMW

high molecular weight

LLOD

lower limit of detection

LMW

low molecular weight

NHANES

National Health and Nutrition Examination Survey

PET

polyethylene terephthalate

PIR

poverty-to-income ratio

PVC

polyvinyl chloride

T/E2

testosterone/estradiol

Additional Information

Disclosure Summary: The authors have nothing to disclose.

References and Notes

  • 1. Wang Y, Zhu H, Kannan K. A review of biomonitoring of phthalate exposures.Toxics. 2019;7(2):E21. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2. Diamanti-Kandarakis E, Bourguignon JP, Giudice LC, et al. . Endocrine-disrupting chemicals: an endocrine society scientific statement. Endocr Rev. 2009;30(4):293–342. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3. Schug TT, Janesick A, Blumberg B, Heindel JJ. Endocrine disrupting chemicals and disease susceptibility. J Steroid Biochem Mol Biol. 2011;127(3–5):204–215. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4. Radke EG, Braun JM, Meeker JD, Cooper GS. Phthalate exposure and male reproductive outcomes: a systematic review of the human epidemiological evidence. Environ Int. 2018;121(Pt 1):764–793. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5. Wang X, Sheng N, Cui R, Zhang H, Wang J, Dai J. Gestational and lactational exposure to di-isobutyl phthalate via diet in maternal mice decreases testosterone levels in male offspring. Chemosphere. 2017;172:260–267. [DOI] [PubMed] [Google Scholar]
  • 6. Sathyanarayana S, Grady R, Barrett ES, et al. . First trimester phthalate exposure and male newborn genital anomalies. Environ Res. 2016;151:777–782. [DOI] [PubMed] [Google Scholar]
  • 7. Swan SH. Prenatal phthalate exposure and anogenital distance in male infants. Environ Health Perspect. 2006;114(2):A88–A89. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8. Swan SH, Main KM, Liu F, et al. . Study for future families research t. decrease in anogenital distance among male infants with prenatal phthalate exposure. Environ Health Perspect. 2005;113(8):1056–1061. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9. Swan SH, Sathyanarayana S, Barrett ES, Janssen S, Liu F, Nguyen RH, Redmon JB, Team TS. First trimester phthalate exposure and anogenital distance in newborns. Hum Reprod. 2015;30(4):963–972. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10. Corton JC, Lapinskas PJ. Peroxisome proliferator-activated receptors: mediators of phthalate ester-induced effects in the male reproductive tract? Toxicol Sci. 2005;83(1):4–17. [DOI] [PubMed] [Google Scholar]
  • 11. Swan SH, Kristensen DM. Anogenital distance: a marker of steroidal endocrine disruption. In: Skinner MK, ed. Encyclopedia of reproduction. 2nd ed. Oxford: Academic Press; 2018:588–593. [Google Scholar]
  • 12. Saad F, Gooren L. The role of testosterone in the metabolic syndrome: a review. J Steroid Biochem Mol Biol. 2009;114(1-2):40–43. [DOI] [PubMed] [Google Scholar]
  • 13. Selvin E, Feinleib M, Zhang L, et al. . Androgens and diabetes in men: results from the Third National Health and Nutrition Examination Survey (NHANES III). Diabetes care. 2007;30(2):234–238. [DOI] [PubMed] [Google Scholar]
  • 14. Cherrier M. Testosterone effects on cognition in health and disease. Front Horm Res. 2009;37:150–162. [DOI] [PubMed] [Google Scholar]
  • 15. Tuck S, Francis R. Testosterone, bone and osteoporosis. Front Horm Res. 2009;37:123–132. [DOI] [PubMed] [Google Scholar]
  • 16. Ruige JB, Mahmoud AM, De Bacquer D, Kaufman JM. Endogenous testosterone and cardiovascular disease in healthy men: a meta-analysis. Heart. 2011;97(11):870–875. [DOI] [PubMed] [Google Scholar]
  • 17. Webb CM, Collins P. Role of testosterone in the treatment of cardiovascular disease. Eur Cardiol. 2017;12(2):83–87. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18. Laughlin GA, Barrett-Connor E, Bergstrom J. Low serum testosterone and mortality in older men. J Clin Endocrinol Metab. 2008;93(1):68–75. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19. Shores MM, Matsumoto AM, Sloan KL, Kivlahan DR. Low serum testosterone and mortality in male veterans. Arch Intern Med. 2006;166(15):1660–1665. [DOI] [PubMed] [Google Scholar]
  • 20. Attina TM, Hauser R, Sathyanarayana S, et al. . Exposure to endocrine-disrupting chemicals in the USA: a population-based disease burden and cost analysis. Lancet Diabetes Endocrinol. 2016;4(12):996–1003. [DOI] [PubMed] [Google Scholar]
  • 21. Tranfo G, Caporossi L, Pigini D, Capanna S, Papaleo B, Paci E. Temporal trends of urinary phthalate concentrations in two populations: effects of REACH authorization after five years. Int J Env Res Pub He. 2018;15(9):1950. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22. Bui TT, Giovanoulis G, Cousins AP, Magnér J, Cousins IT, de Wit CA. Human exposure, hazard and risk of alternative plasticizers to phthalate esters. Sci Total Environ. 2016;541:451–467. [DOI] [PubMed] [Google Scholar]
  • 23. Montuori P, Jover E, Morgantini M, Bayona JM, Triassi M. Assessing human exposure to phthalic acid and phthalate esters from mineral water stored in polyethylene terephthalate and glass bottles. Food Addit Contam Part A Chem Anal Control Expo Risk Assess. 2008;25(4):511–518. [DOI] [PubMed] [Google Scholar]
  • 24. Haldimann M, Blanc A, Dudler V. Exposure to antimony from polyethylene terephthalate (PET) trays used in ready-to-eat meals. Food Addit Contam. 2007;24(8):860–868. [DOI] [PubMed] [Google Scholar]
  • 25. Balafas D, Shaw K, Whitfield F. Phthalate and adipate esters in Australian packaging materials. Food Chem. 1999;65(3):279–287. [Google Scholar]
  • 26. Silva MJ, Wong LY, Samandar E, Preau JL Jr, Jia LT, Calafat AM. Exposure to di-2-ethylhexyl terephthalate in the U.S. general population from the 2015-2016 National Health and Nutrition Examination Survey. Environ Int. 2019;123:141–147. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27. Silva MJ, Jia T, Samandar E, Preau JL Jr, Calafat AM. Environmental exposure to the plasticizer 1,2-cyclohexane dicarboxylic acid, diisononyl ester (DINCH) in U.S. adults (2000-2012). Environ Res. 2013;126:159–163. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28. Meeker JD, Ferguson KK. Urinary phthalate metabolites are associated with decreased serum testosterone in men, women, and children from NHANES 2011–2012. J Clin Endocr Metab. 2014;99(11):4346–4352. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29. Silva MJ, Wong LY, Samandar E, Preau JL Jr, Jia LT, Calafat AM. Exposure to di-2-ethylhexyl terephthalate in the U.S. general population from the 2015-2016 National Health and Nutrition Examination Survey. Environ Int. 2018;123:141–147. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30. Silva MJ, Samandar E, Preau JL Jr, Reidy JA, Needham LL, Calafat AM. Quantification of 22 phthalate metabolites in human urine. J Chromatogr B Analyt Technol Biomed Life Sci. 2007;860(1):106–112. [DOI] [PubMed] [Google Scholar]
  • 31.https://wwwn.cdc.gov/nchs/data/nhanes/2015-2016/labmethods/TST_I_MET_SHBG.pdf
  • 32. Vermeulen A, Verdonck L, Kaufman JM. A critical evaluation of simple methods for the estimation of free testosterone in serum. J Clin Endocrinol Metab. 1999;84(10):3666–3672. [DOI] [PubMed] [Google Scholar]
  • 33. Ho CK, Stoddart M, Walton M, Anderson RA, Beckett GJ. Calculated free testosterone in men: comparison of four equations and with free androgen index. Ann Clin Biochem. 2006;43(Pt 5):389–397. [DOI] [PubMed] [Google Scholar]
  • 34. Goldman AL, Bhasin S, Wu FCW, Krishna M, Matsumoto AM, Jasuja R. A reappraisal of testosterone’s binding in circulation: physiological and clinical implications. Endocr Rev. 2017;38(4):302–324. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35. Chen TC, Parker JD, Clark J, Shin HC, Rammon JR, Burt VL. National Health and Nutrition Examination Survey: estimation procedures, 2011–2014 Vital Health Stat 2; 2018;(177):1–26. [PubMed] [Google Scholar]
  • 36. National Health and Nutrition Examination Survey: analytic guidelines, 2011–2014 and 2015–2016. Division of the National Health and Nutrition Examination Surveys; 2018. [Google Scholar]
  • 37. Pi-Sunyer FX, Aronne LJ, et al. . Practical guide to the identification, evaluation, and treatment of overweight and obesity in adults. Bethesda, MD: National Institutes of Health (NIH); National Heart, Lung, and Blood Institute (NHLBI); North American Association for the Study of Obesity (NAASO); 2000. [Google Scholar]
  • 38. Pi-Sunyer FX, Becker DM, Bouchard C, Carleton RA, et al. . Clinical guidelines on the identification, evaluation, and treatment of overweight and obesity in adults. The Evidence Report. National Heart, Lung, and Blood Institute (NHLBI); National Institute of Diabetes and Digestive and Kidney Diseases (NIDDKD); 1998. [Google Scholar]
  • 39. Diver MJ, Imtiaz KE, Ahmad AM, Vora JP, Fraser WD. Diurnal rhythms of serum total, free and bioavailable testosterone and of SHBG in middle-aged men compared with those in young men. Clin Endocrinol (Oxf). 2003;58(6):710–717. [DOI] [PubMed] [Google Scholar]
  • 40. Bland JM, Altman DG. Multiple significance tests: the Bonferroni method. BMJ. 1995;310(6973):170. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41. Feise RJ. Do multiple outcome measures require P-value adjustment? BMC Med Res Methodol. 2002;2:8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42. Li MX, Yeung JM, Cherny SS, Sham PC. Evaluating the effective numbers of independent tests and significant P-value thresholds in commercial genotyping arrays and public imputation reference datasets. Hum Genet. 2012;131(5):747–756. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43. Swan SH. Environmental phthalate exposure in relation to reproductive outcomes and other health endpoints in humans. Environ Res. 2008;108(2):177–184. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44. Merrington A. Recycling of plastics. Applied plastics engineering handbook: Elsevier; 2017:167–189. [Google Scholar]
  • 45. Chen Q, Yang H, Zhou N, et al. . Phthalate exposure, even below US EPA reference doses, was associated with semen quality and reproductive hormones: Prospective MARHCS study in general population. Environ Int. 2017;104:58–68. [DOI] [PubMed] [Google Scholar]
  • 46. Prince FP. The triphasic nature of Leydig cell development in humans, and comments on nomenclature. J Endocrinol. 2001;168(2):213–216. [DOI] [PubMed] [Google Scholar]
  • 47. Wu X, Wan S, Lee MM. Key factors in the regulation of fetal and postnatal Leydig cell development. J Cell Physiol. 2007;213(2):429–433. [DOI] [PubMed] [Google Scholar]
  • 48. Axelsson J, Rylander L, Rignell-Hydbom A, Lindh CH, Jönsson BA, Giwercman A. Prenatal phthalate exposure and reproductive function in young men. Environ Res. 2015;138:264–270. [DOI] [PubMed] [Google Scholar]
  • 49. Akingbemi BT, Youker RT, Sottas CM, et al. . Modulation of rat Leydig cell steroidogenic function by di(2-ethylhexyl)phthalate. Biol Reprod. 2001;65(4):1252–1259. [DOI] [PubMed] [Google Scholar]
  • 50. Chang WH, Li SS, Wu MH, Pan HA, Lee CC. Phthalates might interfere with testicular function by reducing testosterone and insulin-like factor 3 levels. Hum Reprod. 2015;30(11):2658–2670. [DOI] [PubMed] [Google Scholar]
  • 51. Motohashi M, Wempe MF, Mutou T, et al. . Male rats exposed in utero to di(n-butyl) phthalate: age-related changes in Leydig cell smooth endoplasmic reticulum and testicular testosterone-biosynthesis enzymes/proteins. Reprod Toxicol. 2016;59:139–146. [DOI] [PubMed] [Google Scholar]
  • 52. Svechnikov K, Svechnikova I, Söder O. Inhibitory effects of mono-ethylhexyl phthalate on steroidogenesis in immature and adult rat Leydig cells in vitro. Reprod Toxicol. 2008;25(4):485–490. [DOI] [PubMed] [Google Scholar]
  • 53. Vandenberg LN. Non-monotonic dose responses in studies of endocrine disrupting chemicals: bisphenol a as a case study. Dose Response. 2014;12(2):259–276. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 54. Hill CE, Myers JP, Vandenberg LN. Nonmonotonic dose-response curves occur in dose ranges that are relevant to regulatory decision-making. Dose Response. 2018;16(3):1559325818798282. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55. Fabbri E, An Y, Gonzalez-Freire M, et al. . Bioavailable testosterone linearly declines over a wide age spectrum in men and women from the Baltimore Longitudinal Study of Aging. J Gerontol A Biol Sci Med Sci. 2016;71(9):1202–1209. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56. Ferrini RL, Barrett-Connor E. Sex hormones and age: a cross-sectional study of testosterone and estradiol and their bioavailable fractions in community-dwelling men. Am J Epidemiol. 1998;147(8):750–754. [DOI] [PubMed] [Google Scholar]
  • 57. Diver MJ; Clinical Science Reviews Committee of the Association for Clinical Biochemistry Analytical and physiological factors affecting the interpretation of serum testosterone concentration in men. Ann Clin Biochem. 2006;43(Pt 1):3–12. [DOI] [PubMed] [Google Scholar]
  • 58. Hauser R, Duty S, Godfrey-Bailey L, Calafat AM. Medications as a source of human exposure to phthalates. Environ Health Perspect. 2004;112(6):751–753. [DOI] [PMC free article] [PubMed] [Google Scholar]

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