Subscriber access provided by UNIV OF SOUTHERN INDIANA
Ecotoxicology and Human Environmental Health
Exposure assessment of bisphenols in Chinese women during pregnancy: a longitudinal study Jiufeng Li, Chuansha Wu, Hongzhi Zhao, Yanqiu Zhou, Guodong Cao, Zhiyi Yang, Yanjun Hong, Shunqing Xu, Wei Xia, and Zongwei Cai Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/acs.est.9b01281 • Publication Date (Web): 10 Jun 2019 Downloaded from http://pubs.acs.org on June 10, 2019
Just Accepted “Just Accepted” manuscripts have been peer-reviewed and accepted for publication. They are posted online prior to technical editing, formatting for publication and author proofing. The American Chemical Society provides “Just Accepted” as a service to the research community to expedite the dissemination of scientific material as soon as possible after acceptance. “Just Accepted” manuscripts appear in full in PDF format accompanied by an HTML abstract. “Just Accepted” manuscripts have been fully peer reviewed, but should not be considered the official version of record. They are citable by the Digital Object Identifier (DOI®). “Just Accepted” is an optional service offered to authors. Therefore, the “Just Accepted” Web site may not include all articles that will be published in the journal. After a manuscript is technically edited and formatted, it will be removed from the “Just Accepted” Web site and published as an ASAP article. Note that technical editing may introduce minor changes to the manuscript text and/or graphics which could affect content, and all legal disclaimers and ethical guidelines that apply to the journal pertain. ACS cannot be held responsible for errors or consequences arising from the use of information contained in these “Just Accepted” manuscripts.
is published by the American Chemical Society. 1155 Sixteenth Street N.W., Washington, DC 20036 Published by American Chemical Society. Copyright © American Chemical Society. However, no copyright claim is made to original U.S. Government works, or works produced by employees of any Commonwealth realm Crown government in the course of their duties.
Page 1 of 41
Environmental Science & Technology
1
Exposure assessment of bisphenols in Chinese women during
2
pregnancy: a longitudinal study
3
Jiufeng Li1,#, Chuansha Wu2,#, Hongzhi Zhao1, Yanqiu Zhou1, Guodong Cao1, Zhiyi
4
Yang1, Yanjun Hong1, Shunqing Xu2, Wei Xia2*, Zongwei Cai1*
5 6
1State
7
Chemistry, Hong Kong Baptist University, Hong Kong SAR, China.
8
2Key
9
Environmental Protection, and State Key Laboratory of Environmental Health, School
10
of Public Health, Tongji Medical College, Huazhong University of Science and
11
Technology, Wuhan, China
12
* Corresponding author:
13
Prof. Zongwei Cai
14
State Key Laboratory of Environmental and Biological Analysis, Department of
15
Chemistry, Hong Kong Baptist University, Hong Kong, P. R. China
16
Tel.: +852-34117070
17
Fax: 34117348
18
E-mail:
[email protected] 19
Dr. Wei Xia,
20
School of Public Health, Tongji Medical College, Huazhong University of Science
21
and Technology, 13 Hangkong Road, Wuhan 430030, China
22
E-mail:
[email protected] Key Laboratory of Environmental and Biological Analysis, Department of
Laboratory of Environment and Health, Ministry of Education & Ministry of
23 24
# Both
25
*The authors declare they have no actual or potential competing financial interests.
authors contributed equally to this work.
26 1
ACS Paragon Plus Environment
Environmental Science & Technology
27
Page 2 of 41
TOC
28
2
ACS Paragon Plus Environment
Page 3 of 41
Environmental Science & Technology
29
ABSTRACT
30
Bisphenol S (BPS) and bisphenol F (BPF) are increasingly used in manufacturing
31
consumer products to replace the use of bisphenol A (BPA), but exposure data are
32
limited, particularly among pregnant women. Here, we measured BPA, BPS, and BPF
33
levels in urine samples, collected from 941 pregnant women over three trimesters. We
34
examined the correlations, co-exposure patterns, variability, and predictors of
35
bisphenols using Spearman's correlation coefficient, percentile analysis, intraclass
36
correlation coefficient, and linear mixed models, respectively. We assessed health
37
risks using average concentrations of bisphenols over three trimesters. The three
38
bisphenols were detected in more than 50% of samples, among which BPA was the
39
predominant one. Cashiers, office workers, teachers, and salespersons had elevated
40
urinary BPS concentrations, while healthcare workers had relatively higher BPA
41
concentrations. About 15 participants had potential health risks induced by exposure
42
to bisphenol mixtures. These findings indicate that exposure to multiple bisphenols at
43
low levels is common over three trimesters. Multiple measurements of urinary BPA
44
and BPS concentrations are needed for more accurate evaluation of the exposure
45
levels during pregnancy, while urinary BPF concentrations during pregnancy are
46
moderately reliable. Occupational exposure should be taken into consideration in
47
future demographic studies.
48 3
ACS Paragon Plus Environment
Environmental Science & Technology
Page 4 of 41
49
KEYWORDS: BPA alternatives/replacements; Repeated measure; Predictors;
50
Chinese
pregnant
women;
Health
risks
4
ACS Paragon Plus Environment
Page 5 of 41
Environmental Science & Technology
51
INTRODUCTION
52
Bisphenol A (2,2−bis−(4−hydroxyphenyl)propane; BPA) is a synthetic chemical,
53
which is used as a monomer in manufacturing polycarbonate plastics and epoxy resins.
54
BPA is normally applied as a plasticizer, which dominates the production of
55
consumer products and food containers.1 As polymer degrades, BPA can leach from
56
the products and enter the human body via ingestion, inhalation, or dermal
57
contact.2 Because of its well-noted estrogenic, anti-androgenic, and thyroid hormonal
58
activities,3 the usage of BPA has been banned in certain products, such as baby bottles
59
and children ’ s toys, which has led to the increasing production and application of
60
BPA substitutes, particularly 4,4 ′ -methylenediphenol (BPF) and 4-hydroxyphenyl
61
sulfone (BPS).4 The global BPA production volume amounted to about 4.70 million
62
tons in 2007, and the amount of BPA produced in China grew to 2.25 million tons in
63
2010.5 The global production and consumption of bisphenols, especially those of BPS
64
and BPF, have tended to increase.6 BPS is mostly applied in products for industrial
65
uses and thermal papers, while BPF is commonly found in consumer products, such
66
as adhesives plastics, dental sealants, pipelines, and coatings.7 The production volume
67
of BPS applied in thermal paper has nearly doubled between 2016 and 2017
68
according to a recent survey from the European Chemicals Agency (ECHA).8 BPS
69
has been detected in receipts and paper money,9 while BPF is mainly applied to make
5
ACS Paragon Plus Environment
Environmental Science & Technology
Page 6 of 41
70
epoxy resin in China.6 Also, BPS and BPF have been detected in many personal care
71
products and food.10 Nowadays, BPA alternatives are widely detected in dust,11
72
water,12 sediment,13 foodstuffs,14 human urine,15 blood,16 and seminal plasma.17
73
Recently, in vitro and animal studies have shown that BPF and BPS may exhibit
74
similar toxicity to or higher than BPA.7, 18 Several studies, although limited in number,
75
have evaluated the health effects of BPA alternatives on pregnant women or fetuses.
76
Wan et al. (2018) observed that prenatal exposure to BPS was associated with
77
increased gestational age among girl infants,19 whereas Aung et al. (2018) found that
78
BPS exposure during the third trimester increased the risks of preterm birth.20 The
79
inconsistent findings may be caused by urinary concentrations, which were measured
80
at different time points in pregnancy. Considering the rapid elimination of
81
bisphenols21,
82
urinary bisphenol measurements during pregnancy are essential to more accurately
83
assess the exposure levels of bisphenols and further to help address the potential
84
adverse health effects of maternal bisphenol exposure on mothers or fetuses.15 Health
85
risks caused by BPA exposure have been investigated thoroughly in general
86
population23 and children.9 However, a limited number of studies have evaluated the
87
health hazards induced by exposure to mixtures of bisphenols.
88
22
and relatively long gestation period (about 40 weeks), the repeated
Additionally, urinary concentrations of bisphenols are associated with a variety of 6
ACS Paragon Plus Environment
Page 7 of 41
Environmental Science & Technology
89
factors, such as demographic factors, socioeconomic levels, and lifestyles.24, 25 Thus,
90
understanding the relationships between predictors and exposure levels of bisphenols
91
might help to reduce bisphenol exposures. However, predictors varied across study
92
populations, study designs, sampling years, and assessment approaches. It is a
93
necessity to investigate the exposure characterization of bisphenols among Chinese
94
pregnant women.
95
In this study, we measured BPA and its two most common alternatives, BPS and
96
BPF, in urine samples collected from 941 mothers at three trimesters. We aimed to
97
profile exposure patterns, to evaluate the correlations of analytes, and to investigate
98
the variations and variability of three bisphenols over three trimesters. In addition, we
99
explored the associations between urinary bisphenol concentrations and demographic
100
factors to obtain the predictors of exposure to bisphenols. We also assessed the health
101
risks caused by exposure to bisphenol mixtures based on the average concentrations
102
of three bisphenols over the three trimesters.
103 104
MATERIALS AND METHODS
105
Study Population
106
Between 2014 and 2015, we recruited pregnant women who aged 18 years or older,
107
whose first visit time was before 16 gestational weeks and had a singleton delivery at
7
ACS Paragon Plus Environment
Environmental Science & Technology
Page 8 of 41
108
Wuhan Women and Children Medical and Healthcare Center in Hubei Province,
109
China. All participants in this study at enrollment signed written informed consent at
110
enrollment and filled up the questionnaires. The detailed information of population
111
was introduced in our previous work.26 Finally, 941 mothers provided a complete
112
series of urine samples at three trimesters: first (T1: 13.0 ± 1.1 weeks), second (T2:
113
23.6 ± 3.2 weeks) and third trimester (T3: 35.9 ± 3.4 weeks). The research protocol
114
was approved by the ethics committee of Tongji Medical College, Huazhong
115
University of Science and Technology.
116
Data Collection
117
The information (e.g., weight, height, jobs, and vomiting or not) was collected by
118
nurses. Participants were categorized as cashiers, healthcare workers (e.g., nurses and
119
physical therapists), teachers (including other faculty or staff working at a school),
120
office workers, salespersons, others, and unemployed (reference). Pre-pregnancy body
121
mass index (BMI: kg/m2) was calculated using the self-reported weight and height
122
before pregnancy. Participants were divided into four pre-pregnancy BMI groups
123
(kg/m2): underweight (< 18.5), normal (18.5 - 23.9), overweight (24 - 27.9), and obese
124
(≥ 28). The population was stratified into four groups of gestational weight gain (kg):
125
below 10, between 10 and 15, between 16 and 19, and above 20. Additionally, women
126
were divided into three groups (inadequate, recommended, and excessive) by 8
ACS Paragon Plus Environment
Page 9 of 41
Environmental Science & Technology
127
comparing their gestational weight gain with Institute of Medicine (IOM)
128
recommendations.27 Babies born at less than 37 weeks (preterm birth) and 37 to 38
129
weeks (early-term birth) may have more health problems than those born between 39
130
and 42 weeks.28 Therefore, we divided participants into two groups according to the
131
length of gestation: < 39 weeks and 39 - 42 weeks.
132
Urinary Concentrations of Bisphenols
133
BPA, BPS, and BPF were purchased from Sigma-Aldrich Chemical Co. (St. Louis,
134
USA). 13C12-BPA (99%, 100 μg/mL in methanol) and 13C12-BPS (98%, 100 μg/mL in
135
methanol) were brought from Sigma-Aldrich and Cambridge Isotope Laboratories
136
(Andover, MA, USA), respectively.
137
13C-BPA
138
property.
13C-BPF
was not purchased in this work.
was used for the quantification of BPF, considering its similar structural
139
We applied liquid-liquid extractions for sample preparation according to our
140
previous study.29 In brief, urine (1 mL) was digested with β-glucuronidase/sulfatase
141
overnight, the mixture was extracted, and supernatants were combined, evaporated,
142
and reconstituted for instrumental analysis. Bisphenols were separated by Ultimate
143
3000 UHPLC system (Dionex, Sunnyvale, CA, USA) equipped with a Betasil C18
144
column (2.1 mm × 100 mm, 3 μm, Thermo) using a mobile phase gradient with water
145
and acetonitrile, and detected by a Triple Quadrupole Mass Spectrometer (Thermo 9
ACS Paragon Plus Environment
Environmental Science & Technology
146
Page 10 of 41
Scientific, San Jose, CA) in negative-ion electrospray ionization mode.
147
This method performed satisfactory accuracy (9.8% - 12.6%) and precision (
72%) and BPS (> 63%). Wilcoxon tests found no significant difference in
234
bisphenol concentrations across the three trimesters. Weak correlations between
235
time-points of BPA and BPS levels were observed (r < 0.45). Urinary concentrations
236
of BPF between time-points were moderately correlated (r: 0.538 - 0.706).
237
Figure S1 presents the proportions of urinary concentrations of each bisphenol
238
(BPF, BPA, or BPS) in the total concentrations of three bisphenols. BPA dominated
239
the exposure by covering more than 45% of the total bisphenol concentrations,
240
followed by BPF (32.1% - 33.1%) and BPS (21.7% - 22.7%), which indicated that 14
ACS Paragon Plus Environment
Page 15 of 41
Environmental Science & Technology
241
BPA was the predominant bisphenol in the study population, although its application
242
has been forbidden in many products. In addition, we found no significant variations
243
of exposure patterns over the three trimesters.
244
The bisphenol levels in this study and those in previous studies are compared in
245
Table 3. There are a number of studies, which have evaluated BPA concentrations
246
among pregnant women worldwide. The median BPA concentration (1.18 ng/mL) in
247
our study was comparable with those in the United States (0.6 - 1.8 ng/mL),21
248
Denmark (1.38 ng/mL),36 Canada (1.19 ng/mL),24 and the Netherlands (1.6 ng/mL).37
249
When comparing with our results, higher BPA levels were observed among pregnant
250
women in Spain (2.2 ng/mL),38 Ohio, USA (1.3 - 2 ng/mL),39 Puerto Rico (2.5
251
ng/mL),22 France (2.7 ng/mL)40, and Israel (2.0 ng/mL).15
252
However, exposure data of other bisphenols are scarce, especially for pregnant
253
women. The median concentration of BPS (0.34 ng/mL) in this study was comparable
254
with that reported in the Netherlands (0.36 ng/mL),37 but lower than that (0.59 ng/mL)
255
in Canada.24 Compared with the previous study conducted in Wuhan, China (0.16
256
ng/mL) between 2012 and 2014,19 our participants had elevated BPS levels, which
257
indicated BPS exposure increased among the population of Wuhan. When comparing
258
with general population, BPS levels in this work were higher than those in India (0.06
259
ng/mL), South Korea (0.01 ng/mL), Kuwait (0.37 ng/mL), Malaysia (0.08 ng/mL), 15
ACS Paragon Plus Environment
Environmental Science & Technology
Page 16 of 41
260
Vietnam (0.16 ng/mL), and the United States (0.26 ng/mL), but lower than those in
261
Japan (1.04 ng/mL) 4 and Saudi Arabia (4.92 ng/mL).41
262
BPF detection rate in the present work was relatively higher than that among
263
pregnant women in the Netherlands in 2004 – 2005 (40.2%)37 and that in samples
264
collected from American adults in 2014 (88%),42 but lower than that in non-pregnant
265
women from Cyprus and Romania in 2013 - 2015 (100%).43 The detection rates of
266
BPF have increased over the past two decades, probably as a result of the increased
267
usage of this BPA alternative in industry. Andrianou et al. suggested that microwave
268
use might be a significant predictor of BPF urinary levels.43 Consistent with our
269
findings, Yamazaki et al. found that BPF was the major bisphenol in rivers, and its
270
levels were higher than those of BPA in China.44 High detection rates in vegetables
271
and seafood in China may be one reason for the common occurrence of BPF exposure
272
among our studied population.4 In addition, the high consumption of condiment,
273
mustard, and preserved bamboo shoots among the Chinese population may be another
274
explanation.10 Further assessments of BPF exposure are needed considering the lack
275
of information on the dietary habits of participants. Participants in our study had
276
similar BPF concentration (median: 0.59 ng/mL) with those in the Netherlands study
277
(0.57 ng/mL),37 but slightly higher than the study participants in Israel (0.4 ng/mL).15
278
Compared with our results, the urinary concentration of BPF was lower in the general 16
ACS Paragon Plus Environment
Page 17 of 41
279
Environmental Science & Technology
population of Saudi Arabia (2.16 ng/mL).43
280
The difference in exposure levels of bisphenols may result from the variations in
281
lifestyle (dietary habits and personal care products usage) and industrial application of
282
bisphenols-containing products. In addition, BPA levels have decreased in recent
283
years, due to the increasing concerns on its well-noted harmful effects, efforts of
284
nongovernmental organizations on reducing the usage of BPA-containing products,
285
and legislative measures introduced in different countries.
286
Correlations of Bisphenols
287
The correlations for both unadjusted and SG-adjusted concentrations of bisphenols
288
were evaluated (Table 4). BPA, BPF, and BPS were weakly correlated with each
289
other (r < 0.45), indicating that the major exposure sources of these bisphenols may
290
be different. BPA is mainly applied as a plasticizer in the production of plastics and
291
resins.1 BPS is mostly used in thermal receipt papers,8 and BPF is increasingly used in
292
epoxy resin.6 In addition, a study conducted by Liao et al. observed higher BPA
293
concentrations in canned food, higher BPS concentrations in meat products and higher
294
BPF concentrations in vegetable products.14 Consistent with our findings, Liu et al.
295
(2018) reported that different sources dominated BPA and BPS exposure.24 Since the
296
information on dietary habits and usage of bisphenol-containing personal care
297
products has not been collected in this work, it is difficult to characterize the exposure 17
ACS Paragon Plus Environment
Environmental Science & Technology
Page 18 of 41
298
sources of three bisphenols.
299
Exposure to Individual or Three Bisphenols at Single or Three Trimesters
300
Several studies have evaluated the simultaneous exposure to BPA, BPS, and BPF,37
301
but limited studies have investigated the patterns of co-exposure to three bisphenols at
302
one trimester or exposure to one bisphenol over three trimesters. The percentages of
303
participants whose urinary concentrations were greater than certain percentiles (25th,
304
50th, or 75th percentile) of the distributions are evaluated and shown in Figure 1. For
305
all three bisphenols, 48%, 49%, and 48% of the study population were exposed to
306
above the 25th percentile at each trimester, but only 3%, 4%, and 3% were above the
307
75th percentile. For three trimesters, about 50%, 51%, and 57% of the population were
308
exposed to above the 25th percentages of BPS, BPA, and BPF, respectively. Lower
309
than 10% of participants were exposed to higher than the 75th percentile of BPA, BPS,
310
or BPF. Our results suggest that exposure to multiple bisphenols at one point or one
311
bisphenol at multiple points tend to occur at low levels.
312
Variability of Bisphenols
313
Several studies have evaluated the variability and predictors of urinary BPA during
314
pregnancy; yet, studies of BPA alternatives were limited, particularly among pregnant
315
women. To evaluate the variability of the targeted bisphenols, the intraclass
316
correlation coefficient (ICC) is calculated through dividing the between-person 18
ACS Paragon Plus Environment
Page 19 of 41
Environmental Science & Technology
317
variations of bisphenol concentrations by the between-person variations and
318
within-person variations in the study population (Table 5). As low ICC indicates high
319
within-person variations and relatively low between-person variations, ICC values
320
ranging from 0.247 to 0.479 indicated these bisphenols had moderate to high
321
within-person variability. Consistent with these findings, as found in the present study,
322
the variations of urinary concentrations over three trimesters on basis of median
323
concentrations are not significant. The ICC values for BPA and BPS (BPS: ICC =
324
0.312; BPA: ICC = 0.247) indicated a high variability of two bisphenols. The result
325
(ICC = 0.479) also suggested that BPF was relatively reliable throughout the
326
collection period. The ICC of BPA in our work was comparable with that of pregnant
327
women in Puerto Rico (ICC: 0.24),22 but somewhat higher than the results of two US
328
studies in Ohio (0.11)39 and in New York (0.11).21 The urine samples for the study in
329
Ohio were collected at 16 gestational weeks, 26 gestational weeks, and 24 hours after
330
delivery, which is very different from the present study (13.0 weeks, 23.6 weeks, and
331
35.9 weeks). Furthermore, BPA concentrations in urine samples collected during 24
332
hours after delivery were clearly lower than those collected during pregnancy in this
333
American study. In addition, ICC was calculated on the basis of creatinine-adjusted
334
concentrations in the Ohio study, which is different from our work using SG-adjusted
335
concentrations. The variability of BPA alternatives (BPF and BPS) was lacking 19
ACS Paragon Plus Environment
Environmental Science & Technology
Page 20 of 41
336
among pregnant women in previous works. Wang et al. investigated the variability of
337
BPF in healthy adult men and found that the ICC of BPF was low (< 0.06).45 Vernet
338
et al. found the variability of BPS was relatively high among pregnant women, with
339
ICC values 0.14 to 0.50.46 Therefore, repeated measurements of bisphenols in
340
multiple time points are required due to the lesser reliability of bisphenols.
341
Characterizing variability of bisphenols is critical to interpreting the epidemiology
342
results and to evaluating potential methodology errors.
343
Demographic Factors Associated with Urinary Bisphenols
344
Since environmental exposures might be associated with sociodemographic and
345
lifestyle factors, we investigated the differences in SG-adjusted concentrations of
346
bisphenols in stratified groups (Table 6). We found that urinary concentrations of
347
bisphenols varied by sampling seasons. Concentrations of BPF, BPS, and BPA were
348
higher in summer than in winter. The reason may be that the high temperature in
349
summer can increase the migration of bisphenols from products,2 and cause heavier
350
bisphenol exposure.
351
We observed the elevated urinary BPS concentrations in women who are
352
cashiers, office workers, salespersons, and teachers. BPS was the substitute of BPA
353
mainly used in most paper products.7 Thayer et al. found that BPS levels increased
354
after handling BPS-containing receipts.47 Dermal absorption of BPS-containing 20
ACS Paragon Plus Environment
Page 21 of 41
Environmental Science & Technology
355
products may be the main exposure source for BPS. In addition, we found participants
356
who worked in healthcare sectors had higher BPA levels. Workers can be exposed to
357
BPA via breathing or skin absorption through using the medical devices containing
358
polymer materials, for BPA is widely applied in the manufacturing of medical care
359
equipment and dental sealants,7 and it can be released from these medical products
360
into the environment. The exposure from the workplace is a considerable factor in
361
evaluating the exposure levels of BPA and BPA-alternatives.
362
Mothers who reported vomiting after conception had lower BPS concentrations
363
than those did not vomit. The reason may be that BPS has potential estrogenic
364
disrupting activities,48 which can disturb hormone homeostasis and cause adverse
365
effects on BPS-exposed person. Lee et al. found that pregnant women who
366
experienced vomiting had higher estradiol levels due to its effects on gastric smooth
367
muscle.49 Vinas and Watson observed BPS had the same or higher estrogen
368
effectiveness than estradiol;48
369
estradiol in the membrane-mediated pathway,
370
could change the expression of aromatase, which is the key enzyme in the estradiol
371
synthesis.51 Considering the non-monotonic dose responses and low-dose effects of
372
hormone and bisphenols, relationships among BPS exposure, hormone levels, and
373
vomiting need further clarification.
50
Johanna et al. found BPS had the similar potency to 7
and Kinch et al. observed that BPS
21
ACS Paragon Plus Environment
Environmental Science & Technology
Page 22 of 41
374
We observed that women who gave birth in a short gestational period (less than
375
39 weeks) had higher BPA concentrations. Consistent with our results, Cantonwine et
376
al. found that maternal BPA levels were associated with the increased risks of preterm
377
birth.52,53 We found that mothers with inadequate or excessive gestational weight gain
378
had significantly elevated urinary BPF concentrations when compared with those who
379
gained recommend weight. In addition, elevated urinary BPS concentrations were
380
observed in mothers with inadequate gestational weight gain. There was no significant
381
difference in urinary BPA levels among GWG groups (inadequate, normal, and
382
excessive). One possible explanation was the main dietary sources of BPS (meat and
383
meat products), BPF (vegetable products and seafood), and BPA (canned food) were
384
different.14 Dietary lifestyles and preferences may influence the exposure levels of
385
three bisphenols. Since information on food consumption habits (e.g. packaged food,
386
fast food, etc.) and cosmetic usage were not collected in this work, it is hard to stratify
387
the exposure to bisphenols, because the both are significant sources for exposures to
388
bisphenols. Another possible reason was that BPS and BPF have the ability to disturb
389
thyroid hormonal homeostasis and induce the energy imbalance. Both BPS and BPF
390
can affect lipid metabolism and adipogenesis.54,
391
Higashihara et al. observed that BPF and BPS exposures were associated with the
392
decreased body weight.56 This work also found that obese women had lower BPF
55
An animal study conducted by
22
ACS Paragon Plus Environment
Page 23 of 41
Environmental Science & Technology
393
levels than women with normal pre-pregnancy BMI. Since limited research has
394
investigated the associations between BPA alternatives and weight gains or BMI
395
among mothers, additional works are expected to explore the relationships between
396
bisphenol exposure and hormone homeostasis.
397
Cumulative Health Risk Assessment
398
Considering the moderate to high variability of bisphenols, we used the average of
399
urinary concentrations at three trimesters to assess the health risks induced by the
400
exposure to bisphenols. The estimated daily intakes (EDI) and the health risks by
401
comparing EDI with TDI are shown in Table 7. The percentages of the participants
402
with health risks caused by the exposure to bisphenols were as follows: BPA (1.17%)
403
> BPS (0.43%) > BPF (0%). About 15 (1.6%) participants were at the risk from
404
exposure to BP mixtures. Of those, 4 participants had risks (HI > 1) driven by BPS,
405
while 11 could be harmed by BPA. The 75th percentiles of the daily intakes of BPS,
406
BPA, BPF, and ∑ BPs were 0.22, 0.51, 0.20, and 1.16 nmol/kg body weight/day,
407
respectively, which do not exceed the TDI for BPA (18 nmol/kg body weight/day).
408
To the best of our knowledge, this is the first study to investigate the health risks of
409
bisphenol mixtures using urinary concentrations collected at multiple time points
410
among Chinese pregnant women. The exposure to high levels of bisphenols over
411
trimesters, although in a small part of participants, points the need for regulation to 23
ACS Paragon Plus Environment
Environmental Science & Technology
412
Page 24 of 41
eliminate the exposure to BPA and its alternatives.
413
We evaluated the frequency (% in the group) of participants with HI > 1 and
414
distributions of HI divided by occupation groups (Table S1). No significant difference
415
in HI among jobs was observed, although the higher frequency of HI > 1 is found in
416
teachers. Compared with the frequency of HI > 1 in participants who were
417
unemployed, workers had higher health risks with HI > 1. Hence, occupational
418
standards are urgently called for to protect workers from adverse health impacts
419
induced by exposure in China.
420
The repeated measurement of urinary bisphenols at different trimesters enabled
421
us to evaluate the exposure levels and exposure patterns at multiple point times.
422
Additionally, we assessed BPA and its two most common substitutes, BPF and BPS,
423
in our study to give an investigation of bisphenol exposure after the regulation of BPA.
424
Furthermore, we assessed the health risks caused by exposure to three bisphenols
425
using average concentrations over three trimesters, which more accurately reflect
426
bisphenol levels during gestation. However, our study also had a number of
427
limitations. First, we did not collect information on dietary factors and the usage of
428
personal care products before sampling date, which may affect urinary concentrations
429
of bisphenols. Second, we measured total concentrations (free and conjugated
24
ACS Paragon Plus Environment
Page 25 of 41
Environmental Science & Technology
430
metabolites), while free bisphenols may be more toxic. These limitations merit
431
attention in future research.
432
In summary, exposure to BPA, BPS, and BPF is ubiquitous among the study
433
population. BPA is still the dominating bisphenol, although its application has been
434
restricted in certain products. Exposure sources for BPA, BPS, and BPF vary. Urine
435
samples collected at multiple time points are essential to assess the exposure levels of
436
bisphenols throughout pregnancy. Only a few participants experienced exposure to
437
high levels of multiple bisphenols over trimesters and had potential health risks
438
stemming from this exposure. This work highlights the occupational exposure and
439
fills a gap in the biomonitoring of exposure to BPA alternatives among pregnant
440
women.
441 442
SUPPORTING INFORMATION
443
(Figure S1) Exposure patterns of three bisphenols (distributions of concentrations and
444
composition profiles) among 941 participants over three trimesters (first trimester: T1,
445
second trimester: T2, third trimester: T3); (Table S1) Frequency (% in group) of
446
participants with HI>1 and distributions of HI divided by occupation groups.
447 448
ACKNOWLEDGMENTS
25
ACS Paragon Plus Environment
Environmental Science & Technology
Page 26 of 41
449
This study was supported by grants from the National Natural Science Foundation of
450
China (21437002 and 21505111) and the General Research Fund (GRF 12301915 and
451
12319716) from the Research Grants Council (RGC) of Hong Kong, China.
26
ACS Paragon Plus Environment
Page 27 of 41
453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490
Environmental Science & Technology
REFERENCES 1. Tsai, W. T., Human health risk on environmental exposure to Bisphenol-A: a review. Journal of environmental science and health. Part C, J. Environ. Sci. Health C. Environ. Carcinog. Ecotoxicol Rev. 2006, 24, (2), 225-55. 2. Geens, T.; Aerts, D.; Berthot, C.; Bourguignon, J. P.; Goeyens, L.; Lecomte, P.; Maghuin-Rogister, G.; Pironnet, A. M.; Pussemier, L.; Scippo, M. L.; Van Loco, J.; Covaci, A., A review of dietary and non-dietary exposure to bisphenol-A. Food Chem. Toxicol. 2012, 50, (10), 3725-40. 3. Vandenberg, L. N.; Maffini, M. V.; Sonnenschein, C.; Rubin, B. S.; Soto, A. M., Bisphenol-A and the great divide: a review of controversies in the field of endocrine disruption. Endocr. Rev. 2009, 30, (1), 75-95. 4. Chen, D.; Kannan, K.; Tan, H. L.; Zheng, Z. G.; Feng, Y. L.; Wu, Y.; Widelka, M., Bisphenol Analogues Other Than BPA: Environmental Occurrence, Human Exposure, and Toxicity-A Review. Environ. Sci. Technol. 2016, 50, (11), 5438-5453. 5. Huang, Y. Q.; Wong, C. K.; Zheng, J. S.; Bouwman, H.; Barra, R.; Wahlstrom, B.; Neretin, L.; Wong, M. H., Bisphenol A (BPA) in China: a review of sources, environmental levels, and potential human health impacts. Environ. Int. 2012, 42, 91-9. 6. Danzl, E.; Sei, K.; Soda, S.; Ike, M.; Fujita, M., Biodegradation of bisphenol A, bisphenol F and bisphenol S in seawater. Int. J. Environ. Res. Public. Health 2009, 6, (4), 1472-84. 7. Rochester, J. R.; Bolden, A. L., Bisphenol S and F: a systematic review and comparison of the hormonal activity of bisphenol A substitutes. Environ. Health Perspect. 2015, 123, (7), 643. 8. Liao, C.; Liu, F.; Kannan, K., Bisphenol s, a new bisphenol analogue, in paper products and currency bills and its association with bisphenol a residues. Environ. Sci. Technol. 2012, 46, (12), 6515-22. 9. Liao, C.; Liu, F.; Alomirah, H.; Loi, V. D.; Mohd, M. A.; Moon, H. B.; Nakata, H.; Kannan, K., Bisphenol S in urine from the United States and seven Asian countries: occurrence and human exposures. Environ. Sci. Technol. 2012, 46, (12), 6860-6. 10. Liao, C.; Kannan, K., A survey of alkylphenols, bisphenols, and triclosan in personal care products from China and the United States. Arch. Environ. Contam. Toxicol. 2014, 67, (1), 50-9. 11. Liao, C.; Liu, F.; Guo, Y.; Moon, H.-B.; Nakata, H.; Wu, Q.; Kannan, K., Occurrence of eight bisphenol analogues in indoor dust from the United States and several Asian countries: implications for human exposure. Environ. Sci. Technol.2012, 46, (16), 9138-9145. 27
ACS Paragon Plus Environment
Environmental Science & Technology
491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528
Page 28 of 41
12. Umar, M.; Roddick, F.; Fan, L.; Aziz, H. A., Application of ozone for the removal of bisphenol A from water and wastewater--a review. Chemosphere 2013, 90, (8), 2197-207. 13. Wang, Q.; Zhu, L.; Chen, M.; Ma, X.; Wang, X.; Xia, J., Simultaneously determination of bisphenol A and its alternatives in sediment by ultrasound-assisted and solid phase extractions followed by derivatization using GC-MS. Chemosphere 2017, 169, 709-715. 14. Liao, C.; Kannan, K., A survey of bisphenol A and other bisphenol analogues in foodstuffs from nine cities in China. Food Addit. Contam. A 2014, 31, (2), 319-329. 15. Machtinger, R.; Berman, T.; Adir, M.; Mansur, A.; Baccarelli, A. A.; Racowsky, C.; Calafat, A. M.; Hauser, R.; Nahum, R., Urinary concentrations of phthalate metabolites, bisphenols and personal care product chemical biomarkers in pregnant women in Israel. Environ. Int. 2018, 116, 319-325. 16. Jin, H.; Zhu, J.; Chen, Z.; Hong, Y.; Cai, Z., Occurrence and Partitioning of Bisphenol Analogues in Adults' Blood from China. Environ. Sci. Technol. 2018, 52, (2), 812-820. 17. Buck Louis, G. M.; Smarr, M. M.; Sun, L.; Chen, Z.; Honda, M.; Wang, W.; Karthikraj, R.; Weck, J.; Kannan, K., Endocrine disrupting chemicals in seminal plasma and couple fecundity. Environ. Res. 2018, 163, 64-70. 18. Karrer, C.; Roiss, T.; von Goetz, N.; Gramec Skledar, D.; Peterlin Masic, L.; Hungerbuhler, K., Physiologically Based Pharmacokinetic (PBPK) Modeling of the Bisphenols BPA, BPS, BPF, and BPAF with New Experimental Metabolic Parameters: Comparing the Pharmacokinetic Behavior of BPA with Its Substitutes. Environ. Health Perspect. 2018, 126, (7), 077002. 19. Wan, Y.; Huo, W.; Xu, S.; Zheng, T.; Zhang, B.; Li, Y.; Zhou, A.; Zhang, Y.; Hu, J.; Zhu, Y.; Chen, Z.; Lu, S.; Wu, C.; Jiang, M.; Jiang, Y.; Liu, H.; Yang, X.; Xia, W., Relationship between maternal exposure to bisphenol S and pregnancy duration. Environ. Pollut. 2018, 238, 717-724. 20. Aung, M. T.; Ferguson, K. K.; Cantonwine, D. E.; McElrath, T. F.; Meeker, J. D., Preterm birth in relation to the bisphenol A replacement, bisphenol S, and other phenols and parabens. Environ. Res. 2018, 169, 131-138. 21. Philippat, C.; Wolff, M. S.; Calafat, A. M.; Ye, X. Y.; Bausell, R.; Meadows, M.; Stone, J.; Slama, R.; Engel, S. M., Prenatal Exposure to Environmental Phenols: Concentrations in Amniotic Fluid and Variability in Urinary Concentrations during Pregnancy. Environ. Health Perspect. 2013, 121, (10), 1225-1231. 22. Meeker, J. D.; Cantonwine, D. E.; Rivera-Gonzalez, L. O.; Ferguson, K. K.; Mukherjee, B.; Calafat, A. M.; Ye, X. Y.; Del Toro, L. V. A.; Crespo-Hernandez, N.; Jimenez-Velez, B.; Alshawabkeh, A. N.; Cordero, J. F., Distribution, Variability, and 28
ACS Paragon Plus Environment
Page 29 of 41
529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566
Environmental Science & Technology
Predictors of Urinary Concentrations of Phenols and Parabens among Pregnant Women in Puerto Rico. Environ. Sci. Technol. 2013, 47, (7), 3439-3447. 23. Park, J. H.; Hwang, M. S.; Ko, A.; Jeong, D. H.; Lee, J. M.; Moon, G.; Lee, K. S.; Kho, Y. H.; Shin, M. K.; Lee, H. S.; Kang, H. S.; Suh, J. H.; Hwang, I. G., Risk assessment based on urinary bisphenol A levels in the general Korean population. Environ. Res. 2016, 150, 606-615. 24. Liu, J.; Wattar, N.; Field, C. J.; Dinu, I.; Dewey, D.; Martin, J. W.; team, A. P. s., Exposure and dietary sources of bisphenol A (BPA) and BPA-alternatives among mothers in the APrON cohort study. Environ. Int. 2018, 119, 319-326. 25. Ashrap, P.; Watkins, D. J.; Calafat, A. M.; Ye, X.; Rosario, Z.; Brown, P.; Velez-Vega, C. M.; Alshawabkeh, A.; Cordero, J. F.; Meeker, J. D., Elevated concentrations of urinary triclocarban, phenol and paraben among pregnant women in Northern Puerto Rico: Predictors and trends. Environ. Int. 2018, 121, (Pt 1), 990-1002. 26. Wu, C.; Li, J.; Xia, W.; Li, Y.; Zhang, B.; Zhou, A.; Hu, J.; Li, C.; Zhao, H.; Jiang, M.; Hu, C.; Liao, J.; Huo, W.; Chen, X.; Xu, B.; Lu, S.; Cai, Z.; Xu, S., The association of repeated measurements of prenatal exposure to triclosan with fetal and early-childhood growth. Environ. Int. 2018, 120, 54-62. 27. In Weight Gain During Pregnancy: Reexamining the Guidelines, Rasmussen, K. M.; Yaktine, A. L., Eds. Washington (DC), 2009. 28. Boyle, E. M.; Poulsen, G.; Field, D. J.; Kurinczuk, J. J.; Wolke, D.; Alfirevic, Z.; Quigley, M. A., Effects of gestational age at birth on health outcomes at 3 and 5 years of age: population based cohort study. Br. Med. J. 2012, 344, e896. 29. Zhao, H.; Li, J.; Ma, X.; Huo, W.; Xu, S.; Cai, Z., Simultaneous determination of bisphenols, benzophenones and parabens in human urine by using UHPLC-TQMS. Chin. Chem. Lett. 2017, 29, (01), 102-106. 30. Boeniger, M. F.; Lowry, L. K.; Rosenberg, J., Interpretation of urine results used to assess chemical exposure with emphasis on creatinine adjustments: a review. Am. Ind. Hyg. Assoc. J. 1993, 54, (10), 615-27. 31. Li, J.; Zhao, H.; Xia, W.; Zhou, Y.; Xu, S.; Cai, Z., Nine phthalate metabolites in human urine for the comparison of health risk between population groups with different water consumptions. Sc. Total Environ. 2019, 649, 1532-1540. 32. Thayer, K. A.; Doerge, D. R.; Hunt, D.; Schurman, S. H.; Twaddle, N. C.; Churchwell, M. I.; Garantziotis, S.; Kissling, G. E.; Easterling, M. R.; Bucher, J. R.; Birnbaum, L. S., Pharmacokinetics of bisphenol A in humans following a single oral administration. Environ. Int. 2015, 83, 107-115. 33. Oh, J.; Choi, J. W.; Ahn, Y. A.; Kim, S., Pharmacokinetics of bisphenol S in humans after single oral administration. Environ. Int. 2018, 112, 127-133. 29
ACS Paragon Plus Environment
Environmental Science & Technology
567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604
Page 30 of 41
34. EFSA, Bisphenol A (BPA) hazard assessment protocol. EFSA J. 2016. 35. Hornung, R. W.; Reed, L. D., Estimation of Average Concentration in the Presence of Nondetectable Values. Appl. Occup. Environ. Hyg. 1990, 5, (1), 46-51. 36. Tefre de Renzy-Martin, K.; Frederiksen, H.; Christensen, J. S.; Kyhl, H. B.; Andersson, A. M.; Husby, S.; Barington, T.; Main, K. M.; Jensen, T. K., Current exposure of 200 pregnant Danish women to phthalates, parabens and phenols. Reproduction 2014, 147, (4), 443-453. 37. Philips, E. M.; Jaddoe, V. W. V.; Asimakopoulos, A. G.; Kannan, K.; Steegers, E. A. P.; Santos, S.; Trasande, L., Bisphenol and phthalate concentrations and its determinants among pregnant women in a population-based cohort in the Netherlands, 2004-5. Environ. Res. 2018, 161, 562-572. 38. Casas, L.; Fernandez, M. F.; Llop, S.; Guxens, M.; Ballester, F.; Olea, N.; Basterrechea Irurzun, M.; Santa Marina Rodriguez, L.; Riano, I.; Tardon, A.; Vrijheid, M.; Calafat, A. M.; Sunyer, J.; Project, I., Urinary concentrations of phthalates and phenols in a population of Spanish pregnant women and children. Environ. Int. 2011, 37, (5), 858-866. 39. Braun, J. M.; Kalkbrenner, A. E.; Calafat, A. M.; Bernert, J. T.; Ye, X. Y.; Silva, M. J.; Barr, D. B.; Sathyanarayana, S.; Lanphear, B. P., Variability and Predictors of Urinary Bisphenol A Concentrations during Pregnancy. Environ. Health Perspect. 2011, 119, (1), 131-137. 40. Philippat, C.; Mortamais, M.; Chevrier, C.; Petit, C.; Calafat, A. M.; Ye, X. Y.; Silva, M. J.; Brambilla, C.; Pin, I.; Charles, M. A.; Cordier, S.; Slama, R., Exposure to Phthalates and Phenols during Pregnancy and Offspring Size at Birth. Environ. Health Perspect. 2012, 120, (3), 464-470. 41. Asimakopoulos, A. G.; Xue, J. C.; De Carvalho, B. P.; Iyer, A.; Abualnaja, K. O.; Yaghmoor, S. S.; Kumosani, T. A.; Kannan, K., Urinary biomarkers of exposure to 57 xenobiotics and its association with oxidative stress in a population in Jeddah, Saudi Arabia. Environ. Res. 2016, 150, 573-581. 42. Ye, X. Y.; Wong, L. Y.; Kramer, J.; Zhou, X. L.; Jia, T.; Calafat, A. M., Urinary Concentrations of Bisphenol A and Three Other Bisphenols in Convenience Samples of US Adults during 2000-2014. Environ. Sci. Technol. 2015, 49, (19), 11834-11839. 43. Andrianou, X. D.; Gangler, S.; Piciu, A.; Charisiadis, P.; Zira, C.; Aristidou, K.; Piciu, D.; Hauser, R.; Makris, K. C., Human Exposures to Bisphenol A, Bisphenol F and Chlorinated Bisphenol A Derivatives and Thyroid Function. PloS One 2016, 11, (10), e0155237. 44. Yamazaki, E.; Yamashita, N.; Taniyasu, S.; Lam, J.; Lam, P. K.; Moon, H. B.; Jeong, Y.; Kannan, P.; Achyuthan, H.; Munuswamy, N.; Kannan, K., Bisphenol A and other bisphenol analogues including BPS and BPF in surface water samples from 30
ACS Paragon Plus Environment
Page 31 of 41
605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642
Environmental Science & Technology
Japan, China, Korea and India. Ecotox. Environ. Safe. 2015, 122, 565-72. 45. Wang, Y. X.; Liu, C.; Shen, Y.; Wang, Q.; Pan, A.; Yang, P.; Chen, Y. J.; Deng, Y. L.; Lu, Q.; Cheng, L. M.; Miao, X. P.; Xu, S. Q.; Lu, W. Q.; Zeng, Q., Urinary levels of bisphenol A, F and S and markers of oxidative stress among healthy adult men: Variability and association analysis. Environ. Int. 2019, 123, 301-309. 46. Vernet, C.; Philippat, C.; Calafat, A. M.; Ye, X.; Lyon-Caen, S.; Siroux, V.; Schisterman, E. F.; Slama, R., Within-Day, Between-Day, and Between-Week Variability of Urinary Concentrations of Phenol Biomarkers in Pregnant Women. Environ. Health Perspect. 2018, 126, (3), 037005. 47. Thayer, K. A.; Taylor, K. W.; Garantziotis, S.; Schurman, S.; Kissling, G. E.; Hunt, D.; Herbert, B.; Church, R.; Jankowich, R.; Churchwell, M. I., Bisphenol A, Bisphenol S, and 4-Hydroxyphenyl 4-Isoprooxyphenylsulfone (BPSIP) in Urine and Blood of Cashiers. Environ. Health Perspect. 2016.124, 437-444. 48. Vinas, R.; Watson, C. S., Bisphenol S disrupts estradiol-induced nongenomic signaling in a rat pituitary cell line: effects on cell functions. Environ. Health Perspect. 2013, 121, (3), 352-8. 49. Lee, N. M.; Saha, S., Nausea and vomiting of pregnancy. Gastroenterol. Clin. North Am. 2011, 40, (2), 309-34, vii. 50. Vinas, R.; Watson, C. S., Mixtures of xenoestrogens disrupt estradiol-induced non-genomic signaling and downstream functions in pituitary cells. Environ. Health. 2013, 121(3), 352-358. 51. Kinch, C. D.; Ibhazehiebo, K.; Jeong, J. H.; Habibi, H. R.; Kurrasch, D. M., Low-dose exposure to bisphenol A and replacement bisphenol S induces precocious hypothalamic neurogenesis in embryonic zebrafish. Proc. Natl. Acad. Sci .U S A 2015, 112, (5), 1475-80. 52. Cantonwine, D.; Meeker, J. D.; Hu, H.; Sánchez, B. N.; Lamadrid-Figueroa, H.; Mercado-García, A.; Fortenberry, G. Z.; Calafat, A. M.; Téllez-Rojo, M. M., Bisphenol a exposure in Mexico City and risk of prematurity: a pilot nested case control study. Environ. Health. 2010, 9, (1), 62. 53. Cantonwine, D. E.; Ferguson, K. K.; Mukherjee, B.; McElrath, T. F.; Meeker, J. D., Urinary Bisphenol A Levels during Pregnancy and Risk of Preterm Birth. Environ. Health Perspect. 2015, 123, (9), 895-901. 54. Boucher, J. G.; Ahmed, S.; Atlas, E., Bisphenol S Induces Adipogenesis in Primary Human Preadipocytes From Female Donors. Endocrinology 2016, 157, (4), 1397-407. 55. Zhang, J.; Zhang, T.; Guan, T.; Ruan, P.; Ren, D.; Dai, W.; Yu, H.; Li, T., Spectroscopic and molecular modeling approaches to investigate the interaction of bisphenol A, bisphenol F and their diglycidyl ethers with PPARalpha. Chemosphere 31
ACS Paragon Plus Environment
Environmental Science & Technology
643 644 645 646
Page 32 of 41
2017, 180, 253-258. 56. Higashihara, N.; Shiraishi, K.; Miyata, K.; Oshima, Y.; Minobe, Y.; Yamasaki, K., Subacute oral toxicity study of bisphenol F based on the draft protocol for the "Enhanced OECD Test Guideline no. 407". Arch. Toxicol. 2007, 81, (12), 825-32.
647
32
ACS Paragon Plus Environment
Page 33 of 41
649 650
Environmental Science & Technology
Table 1. Demographic characteristics of the participants (N = 941) Variables
N (%)
Gestational weight gain (GWG, kg)