Introduction
Mercury is a ubiquitous global environmental contaminant; it exists in elemental, organic and inorganic forms and can be found in humans, plants and animals all around the world. All forms of mercury cause toxicity, such as gastrointestinal toxicity, neurotoxicity and nephrotoxicity; however, methylmercury (MeHg) is one of the most toxic forms of this element. Reference Kimáková, Kuzmová, Nevolná and Bencko1,Reference Rice, Walker, Wu, Gillette and Blough2 Exposure to MeHg typically occurs upon consuming fish and other seafood. Reference Sakamoto, Tatsuta and Izumo3
MeHg can be transported from maternal blood circulation to the foetus through the placenta and accumulate in foetal tissues. Reference Stern and Smith4 In addition, the concentration of MeHg is higher in cord tissue than that in the placenta because of the extremely high placental transfer. Reference Sakamoto, Yasutake and Domingo5 Several studies have reported that prenatal exposure to MeHg affects foetuses or infants adversely, causing low birth weight and/or neurodevelopmental disorders; moreover, the effects of exposure to MeHg are much stronger in foetuses than in their mothers. Reference Sakamoto, Tatsuta and Izumo3,Reference Tatsuta, Kurokawa and Nakai6 Prenatal exposure to MeHg, even at low levels, can potentially affect foetal development. Reference Karagas, Choi and Oken7 Further, it was determined that the total concentration of mercury in the blood is a validated biomarker for estimating MeHg in the general human population Reference Sheehan, Burke and Navas-Acien8 ; accordingly, the levels of total mercury and MeHg were found to be almost the same in cord blood. Reference Iwai-Shimada, Kameo and Nakai9 Moreover, it has been reported that the total concentration of mercury in the blood can be an indicator of MeHg, and total mercury rather than MeHg has been measured in several epidemiological studies. Reference Karagas, Choi and Oken7
Foetal environmental factors, such as intrauterine malnutrition, are considered to be associated with an increased risk of developing heart disease, diabetes, hypertension, stroke, obesity, cancer and many other non-communicable diseases in later life. Reference Barker, Winter, Osmond, Margetts and Simmonds10–Reference De Boo and Harding12 This is known as the ‘developmental origins of health and disease’ (DOHaD) concept. Reference Gluckman and Hanson13 In addition to nutritional status, it has also been shown that environmental pollutants affect foetuses or children in a DOHaD-dependent manner.
Epigenetic modifications, such as DNA methylation, have been described as potential mechanisms underlying the onset of DOHaD-type effects. Reference Bianco-Miotto, Craig, Gasser, Van Dijk and Ozanne14–Reference Eguchi, Nishizawa-Jotaki and Tanabe16 Prenatal exposure to mercury in cord blood or toenails has reportedly been associated with the DNA methylation of some genes in cord blood cells. Reference Bakulski, Lee and Feinberg17,Reference Cardenas, Koestler and Houseman18 Recent prospective epidemiological studies have shown that not only high levels but also low levels of prenatal exposure to mercury in utero might lead to lower cognitive test scores in children. Reference Karagas, Choi and Oken7,Reference Oken, Wright and Kleinman19
It has been shown that prenatal exposure to environmental chemicals produces sex-specific differences; the effects of a motherʼs passive smoking on the offspring have already been recognised. Reference Kishi, Kobayashi and Ikeno20,Reference Veiga-Lopez, Kannan and Liao21 Furthermore, prenatal exposure to heavy metals such as cadmium or arsenic might alter patterns of DNA methylation in infants, and it has been shown that there are sex-specific associations between exposure to heavy metals and DNA methylation. Reference Broberg, Ahmed and Engström22,Reference Kippler, Engström and Mlakar23 Further, some studies in rats Reference Khan, Sulkowski, Chen, Zavacki and Sajdel-Sulkowska24 and humans Reference Woods, Heyer, Russo, Martin and Farin25 have reported that during development, males are more sensitive to mercury exposure than females. However, it remains unclear whether males or females are affected differently by MeHg Reference Kern, Geier and Homme26 ; thus, the results regarding a sex-specific response to mercury are controversial. The association between exposure to mercury and the status of foetal DNA methylation and its sex-specific effects have not been thoroughly evaluated; therefore, it is necessary to determine the sex-specific effects of prenatal exposure to mercury. A recent investigation demonstrated that umbilical cord tissue is a useful epigenetic surrogate that can reflect the effects of exposure to environmental substances during gestation. Reference Sakurai, Shioda and Eguchi27 Accordingly, we used umbilical cord tissue for our DNA methylation analysis.
It has also been reported that selenium (Se) could weaken the harmful effects of mercury in toenails. Reference Park and Seo28 Moreover, Se might alter foetal growth restrictions related to MeHg exposure in cord blood Reference Wells, Herbstman and Lin29 ; however, the effects of Se on mercury-induced DNA methylation have not been evaluated yet. In this study, we separately analysed male and female offspring using DNA methylation array analysis to elucidate the relationship between the concentration of total mercury (Hg) in umbilical cord serum and the status of DNA methylation in umbilical cord tissue (as a part of the foetus). Furthermore, we determined sex-specific patterns of DNA methylation and the effects of Se on prenatal Hg-induced DNA methylation.
Methods
Study population
The Chiba Study of Mother and Child Health (C-MACH) is a three-hospital-based birth cohort study, including approximately 400 mother–child pairs, and it was used to investigate the association between prenatal exposure to Hg and epigenetic changes in offspring in this study. Participants were recruited between February 2014 and June 2015. Reference Sakurai, Miyaso and Eguchi30 Clinical maternal information during pregnancy was collected at 12 and 32 weeks of gestation. Clinical information regarding the newborn offspring was collected at birth.
Ninety-four participants from the C-MACH cohort study at the Onodera Ladies Clinic in Chiba were included in the present study because their umbilical cord quality was considered appropriate for DNA methylation array analysis. We did not include participants who had a smoking habit, as it is known to affect the epigenetic status, and we also excluded patients with missing data (offspring sex, Hg concentrations, and birth weight or DNA microarray data). In the end, we used 67 data sets (male = 27, female = 40) for our analysis (Fig. 1). Clinical data regarding the mothers and their offspring included in this study are shown in Table 1.
Values are shown as median (IQR, interquartile range).
a Mann–Whitney U-test, comparing male and female offspring.
Sample collection and Hg and Se measurements
Blood from the umbilical cord was collected at childbirth and subsequently centrifuged to isolate serum; umbilical cord tissue was collected simultaneously. These samples were submitted to cold storage and immediately transported from the clinic to the laboratory. After we washed the umbilical cord tissues at the laboratory, we stored the samples at −80 °C until further analysis.
Since whole blood samples were not obtained in this study, serum samples were used to measure Hg. The concentration of Hg was determined at Shimadzu Techno-Research Inc. (Kyoto, Japan) using inductively coupled plasma-mass spectrometry (ICP-MS) (Agilent Technologies, Tokyo, Japan). A detailed protocol is described elsewhere. Reference Eguchi, Yanase and Yamamoto31 Briefly, serum samples containing a volume of 0.5 ml were diluted (1:19) with the dilution solution (2% v/v 1-butanol, 0.1% Tetramethylammonium hydroxide, 0.05% polyoxyethylene (10) octyl phenyl ether and 0.05% w/v ethylenediamine tetraacetic acid), mixed by vortexing and analysed by ICP-MS. In addition, the concentration of Se, as well as the concentration of Hg in serum, was measured. The detection limits for Hg and Se were 0.050 and 1.7 ng g−1, respectively.
DNA methylation analysis
The methylation status of genomic DNA in the cord tissue was analysed as previously described. Reference Tachibana, Sakurai, Watanabe, Miyaso and Mori32 Briefly, genomic DNA was extracted from cord tissues using the NucleoSpin Tissue Kit (MACHEREY-NAGEL GmbH & Co. KG, Düren, Germany) and bisulphite conversion was performed using the EZ DNA Methylation Gold Kit (Zymo Research, Los Angeles, CA, USA). Bisulphite-converted DNA was applied to the Infinium Methylation EPIC BeadChip (Illumina, San Diego, CA, USA). Infinium Methylation EPIC BeadChip profiles the methylation status of over 850,000 CpG sites at single-nucleotide resolution; the BeadChips were scanned with an Illumina iScan (Illumina) array scanner. Data were analysed using the Illumina GenomeStudio software (Illumina). GenomeStudio® provides average β values, which indicate methylation levels at each CpG site (1 = fully methylated, 0 = fully unmethylated). According to Illumina users guide (GenomeStudio® Methylation Module v1.8 User Guide), data normalisation, background subtraction and colour channel normalisation were performed. Raw data were normalised using the ratio of intensities between methylated and unmethylated alleles, and background was subtracted using built-in negative control bead types. We monitored the quality of methylation experiments by checking built-in internal quality controls in the Controls Dashboard of the methylation module of GenomeStudio®. For all samples, it was confirmed that the number of detected CpGs (p-value = 0.05) were at least >96%. Probes without calculated β values and exhibiting low variance (standard deviation < 0.1) were initially excluded from the analysis. Reference Kulis, Heath and Bibikova33 Probes located on chromosome Y were also excluded from female offspring analysis. The final data set included 15,071 probes in male offspring and 14,678 probes in female offspring.
Data analysis
Statistical analyses were performed using R v3.4.4 Reference Core Team34 (https://www.r-project.org/). The characteristics of each sex were compared using a Mann–Whitney U-test. Correlations between β values and Hg concentrations were analysed by Spearmanʼs rank correlation in male and female offspring, separately. Adjustment for multiple testing was performed with a false discovery rate (FDR) calculated by the R package psych. Reference Benjamini and Hochberg35,Reference Revelle36 An FDR value < 0.05 was defined as statistically significant. In addition, the correlation between birth weight and Hg concentrations was also analysed by Spearmanʼs rank test. Next, multivariate regression analyses were performed: Model 1, adjusted for maternal age and birth weight; Model 2, adjusted for maternal age, birth weight and the concentration of Se in cord serum; Model 3, adjusted for maternal age, gestational age and the concentration of Se in cord serum. Since the birth weight and the gestational age were related, the birth weight was removed from Model 3 to reduce multicollinearity. Cell-type proportion (stromal cell, endothelial cell and epithelial cell) was estimated using the R/Bioconductor packages minfi. Reference Aryee, Jaffe and Corrada-bravo37,Reference Lin, Tan and Teh38 Multiple regression analyses were performed using endothelial cell ratio and epithelial cell ratio as explanatory variables (Model 4) after confirming the multicollinearity of each cell ratio in addition to Model 1. In some cases, the concentration of Hg was dichotomised into ‘higher concentration’ and ‘lower concentration’ groups based on the median value of Hg (0.9 ng/g serum). Moreover, we performed an additional Mann–Whitney U-test to measure and compare correlations between β value and Hg concentration for the probes of interest between these two groups. The additional analysis validated the previous results.
Results
Characteristics of mothers and their offspring
After excluding all participants with smoking habits and/or missing parameters, 67 participants were included in this study. Characteristics of mothers and offspring are shown in Table 1. The median values and the interquartile range (IQR) values (in parenthesis) of maternal age, height, pre-pregnancy weight and pre-pregnancy body mass index were 33 (5) years, 160.0 (7.3) cm, 52.0 (8.0) kg and 20.5 (3.0) kg/m2, respectively. The medians and IQRs (in parenthesis) of offspring weight, height and head circumference at birth were 3028 (344), 49.0 (2.0) and 33.0 (1.0), respectively. For each parameter, a few offspring deviated by more than two standard deviations, but the majority were within the standard range. The characteristics of male offspring were comparable to those of female offspring. No significant correlation between birth weight and cord Hg was observed.
DNA methylation in the umbilical cord and Hg concentration in cord serum
Fig. 2 shows a Manhattan plot of all probes included in this analysis. There was one probe on chromosome X (cg02027844) that significantly correlated with the concentration of Hg in the cord serum. The β value of cg02027844 was positively correlated with Hg concentrations in cord serum of males (Fig. 3a, r = 0.767, p = 3.06 E-06, q = 0.046). It has been previously reported that maternal age Reference Miyaso, Sakurai and Takase39 and birth weight Reference Mao, Xiao and Zhang40 affect DNA methylation in the umbilical cord. Therefore, we estimated the association between methylation status and the concentration of Hg in cord serum using multiple regression analysis for maternal age, birth weight and gestational age, which could be confounders. In addition, multiple regression analyses were also performed using estimated cell-type proportions. As shown in Table 2, after adjusting for covariates, the correlation between methylation status and Hg concentration was still significant. Moreover, the β value was significantly higher (p < 0.01) in the group with higher concentrations of Hg (mean β value; 0.59) than that in the group with lower concentrations of Hg (mean β value; 0.50) in the Mann–Whitney U-test (Fig. 3b). In females, no correlation between the concentration of Hg and the status of DNA methylation was detected based on any of the probes. The β values of cg02027844 in female offspring, which significantly correlated with Hg concentrations in male offspring, are shown in Supplementary Figure S1 (r = 0.033, p = 0.837, q = 0.999).
Model 1: Adjusted by maternal age and birth weight.
Model 2: Adjusted by maternal age, birth weight and Se concentration in cord serum.
Model 3: Adjusted by maternal age, gestational age and Se concentration in cord serum.
Model 4: Adjusted by maternal age, birth weight, endothelial ratio and epithelial ratio.
The methylation of probe cg02027844 was annotated to the haloacid dehalogenase-like hydrolase domain-containing protein 1 (HDHD1) gene. This sequence is located in intron 4 of HDHD1 (https://genome.ucsc.edu/). Two other probes were annotated to HDHD1, namely cg03572700 and cg18204732. The β value of cg18204732, but not cg03572700, was significantly greater (p < 0.01) in the higher Hg concentration group (mean β value; 0.73) than in the lower Hg concentration group (mean β value; 0.42) (Fig. 4). Probe cg18204732 pertains to a sequence located in intron 1 of the gene body of HDHD1.
Effects of Se on DNA methylation
No significant correlation was observed between the concentrations of Hg and Se in this study. To consider whether Se interferes with the effect of Hg on DNA methylation in umbilical cords, multiple regression analysis was carried out with the addition of cord serum Se levels to Model 1. However, as a result, the correlation between the status of DNA methylation and the concentration of Hg was still significant (Table 2; Model 2).
Discussion
In this exploratory study of 67 Japanese infants, serum mercury concentrations at birth were associated with the DNA methylation of a single CpG site in cord tissue obtained from male infants only. This CpG site was annotated to the HDHD1 gene on chromosome X. In female newborns, no associations were found between the concentration of mercury in cord serum and the status of DNA methylation in cord tissue. Overall, the concentration of mercury in the serum was low, and only one probe was correlated with DNA methylation in this study. However, several studies have reported that prenatal exposure to mercury changes DNA methylation patterns in offspring and is associated with adverse neurobehavioural outcomes. Reference Cardenas, Rifas-Shiman and Agha41,Reference Maccani, Koestler and Lester42 Furthermore, recent prospective epidemiological studies have shown that prenatal exposure to mercury in utero, even at low concentrations, might lead to lower cognitive test scores in children. Reference Karagas, Choi and Oken7 These results suggest that prenatal exposure to mercury even at low concentrations can affect postnatal development in offspring via DNA methylation.
In this study, no correlation was found between the concentration of mercury and DNA methylation status in cord tissue samples taken from females. Although the reason for this sex-specific difference is unclear, no statistically significant difference was observed in cord serum between male and female offspring regarding the concentration of mercury. Prenatal exposure to mercury affects neonate behavioural ability and birth weight in males, but no apparent effect was previously observed in females Reference Tatsuta, Kurokawa and Nakai6,Reference Gao, Yan and Tian43 ; moreover, a decrease in male, but not female, birth rate caused by Minamata disease was also observed. Reference Sakamoto, Tatsuta and Izumo3 It has been reported that male foetuses/infants are more sensitive to mercury exposure than females during development. Reference Khan, Sulkowski, Chen, Zavacki and Sajdel-Sulkowska24,Reference Woods, Heyer, Russo, Martin and Farin25 The protective effect of female hormones against oxidative stress, as well as inflammation, may explain this observation. Reference Kern, Geier and Homme26 In fact, MeHg toxicity is related to free radicals and oxidative stress Reference Crespo-López, Macêdo and Pereira44 and affects DNA methylation. Reference Li, Ling and Dong45 Therefore, sex-dependent differences between mercury exposure and DNA methylation found in this study may be due to the suppression of mercury-induced oxidative stress via hormonal effects in female offspring. Additionally, prenatal mercury exposure can affect sex-specific DNA methylation of the differentially methylated regions of the paraoxonase 1 gene (PON1). This methylation pattern persists throughout childhood and is associated with cognitive performance in males. Reference Cardenas, Rifas-Shiman and Agha41 It has also been reported that DNA methylation levels in monozygotic twins differ between males and females, indicating the possibility that environmental factors can cause sex-specific differences. Reference Watanabe, Honda and Iwatani46 Therefore, male but not female offspring may be susceptible to the effects of prenatal mercury exposure.
The cg02027844 locus was annotated to the HDHD1, which is located on chromosome X at band Xp22.31 and encodes pseudouridine-5′-phosphatase (PUDP). HDHD1 is widely expressed not only in organs, such as the placenta and the colon, but also in lymphocytes. Reference Fagerberg, Hallström and Oksvold47 Although the biological function of this gene has not been thoroughly investigated yet, HDHD1 might be involved in RNA processing and turnover. Reference Preumont, Rzem, Vertommen and Van Schaftingen48 Although DNA methylation of a promoter region suppresses gene expression, DNA methylation of a gene body is thought to be involved in controlling splicing. Reference Maunakea, Chepelev, Cui and Zhao49,Reference Jones50 Site cg02027844 is located in intron 4, in the gene body of HDHD1; therefore, the methylation of this locus might control the splicing but not the expression of this gene. Besides, locus cg02027844 corresponds to a binding site for the zinc finger protein CCCTC-binding factor (CTCF, https://genome.ucsc.edu/), which is considered essential for insulator activity. Reference Ishihara, Oshimura and Nakao51 One of the known functions of an insulator is to separate enhancers and promoters to block their interactions. Reference Gaszner and Felsenfeld52 CTCF binding to a subset of DNA sequences can be disrupted by DNA methylation. Reference Kazanets, Shorstova, Hilmi, Marques and Witcher53 Consequently, the functions of an insulator might be suppressed by disrupting CTCF binding due to DNA methylation. Although we could not examine the expression of HDHD1 or mRNA splicing due to circumstances associated with sample collection, DNA methylation at the CTCF-binding site caused by prenatal exposure to mercury could potentially affect the mRNA splicing of HDHD1 or nearby genes. Two other probes were annotated to HDHD1, namely cg03572700 and cg18204732; the β value of cg18204732 was significantly greater in the group with higher concentrations of mercury than in the group with lower mercury concentrations. Further, the results of probe cg02027844 might support the possibility that prenatal exposure to mercury affects the epigenetic status of HDHD1 via DNA methylation. The scheme of the location of probes in HDHD1 is shown in Supplementary Figure S2. As a study of effect size, multiple regression analyses were performed in the same model, as shown in Table 2, using standardising objective variables and all explanatory variables. It was shown that the effect of mercury concentration on cg02027844 β value in any model was larger than other explanatory variables (Supplementary Table S2).
In humans, HDHD1 might be associated with Crohnʼs disease since PUDP (encoded by HDHD1) is associated with its progression. Reference Drobež, Repnik and Gorenjak54 HDHD1 might also be associated with X-linked ichthyosis, a severe skin disease. Moreover, HDHD1 is often deleted along with the steroid sulfatase (STS) gene in patients with X-linked ichthyosis. STS is considered responsible for X-linked ichthyosis Reference Fagerberg, Hallström and Oksvold47 ; however, no effects were observed on DNA methylation using any of the probes annotated to STS in this study. Furthermore, the absence of PUDP activity might contribute to the development of testicular cancer and cryptorchidism. Reference Idkowiak, Taylor and Subtil55 Follow-up studies would be required to clarify whether prenatal epigenetic changes to this gene are associated with the pathophysiology of these diseases. Also, microRNA 4767 (mir4767) is located in the HDHD1 gene region. Since miR-144 is a microRNA that contributes to inflammation during atopic dermatitis via activation of the NF-kB pathway in the cord serum of infants, Reference Dissanayake, Inoue and Ochiai56 changes to the DNA methylation of cg02027844 might affect the expression of mir4767. Further study would be required to follow the health conditions of infants in later life.
The mean β values for each probe on HDHD1 were 0.51–0.59 and 0.76–0.86 in male and female offspring, respectively (Supplementary Table S1). A previous study by Sharp et al. Reference Sharp, Stathaki and Migliavacca57 described that HDHD1 is one of the genes for escaping X chromosome inactivation (XCI). Moreover, DNA methylation levels are reportedly not high in the escaping genes, and the difference in DNA methylation levels between cells with one X chromosome and two X chromosomes is small. Here, although DNA methylation levels were not low (0.51–0.59 and 0.76–0.86 in male and female offspring, respectively), our results are generally consistent with the previous report as the difference in male and female offspring is relatively small. This study does not reveal the relationship between the fact that this gene escapes from XCI in female offspring and that the effects of mercury exposure were observed only in male offspring. The relationship between the effects of environmental pollutants, including mercury, on genes in the X chromosome and XCI status and the differences in their effects depending on sex demand further investigation.
A previous report found an association between prenatal exposure to mercury, including MeHg and the DNA methylation of differentially methylated regions in PON1 and transcription elongation factor A N-terminal and central domain containing 2 (TCEANC2) in umbilical cord blood. Reference Bakulski, Lee and Feinberg17,Reference Cardenas, Rifas-Shiman and Agha41 These genes were present on the EPIC BeadChip used in this study. However, since none of the standard deviations associated with β values of probes annotated to these genes was 0.1 or more, no correlation analysis between mercury concentrations and DNA methylation was performed. That is, the lack of an association between DNA methylation status of these genes and mercury concentrations in this study is likely due to differences in sample types and the small sample size. It has been reported that Se can suppress the toxic effects of exposure to mercury in humans. Reference Park and Seo28 One of the mechanisms of MeHg toxicity is related to free radicals and oxidative stress Reference Crespo-López, Macêdo and Pereira44 ; however, Se, an antioxidant, might protect the organism from MeHg toxicity, as shown in a previous in vitro experiment. Reference Tapiero, Townsend and Tew58 As a result of multiple regression analysis, Se did not contribute to the relationship between DNA methylation and mercury concentration in this study. The narrow range of Se concentrations likely caused this lack of association. Further studies are needed to verify the role of Se in mercury-induced DNA methylation.
There were several limitations to this study. The sample size was relatively small, and the statistical power was not sufficient to analyse all probes. The role of the methylated cg02027844 locus was not clarified because HDHD1 expression was not examined in this study. Moreover, we cannot entirely exclude confounding factors. Further experiments with a much larger sample size that consider potential confounding factors, including cell types of cord tissue, might be needed to replicate and extend the findings observed in this study.
This is the first study to report the potential association between prenatal exposure to mercury in cord serum and the status of DNA methylation in cord tissue and its sex-specific effects. The level of DNA methylation within HDHD1 was significantly correlated with mercury concentrations in cord serum obtained from male offspring. This CpG site is located in the CTCF-binding site, which can affect gene expression. These findings suggest that prenatal exposure to mercury can affect the epigenetic status of a foetus. Further studies with larger sample sizes to determine the levels of HDHD1 gene products are required for clarifying the effects of prenatal mercury exposure on epigenetic alterations as well as health and disease in later life.
Supplementary material
To view supplementary material for this article, please visit https://doi.org/10.1017/S2040174420000161
Acknowledgements
The authors appreciate all the study participants and members of the C-MACH group. The authors thank Professor Hideoki Fukuoka (Fukushima Medical University/Waseda University) for his contribution to the planning and conducting C-MACH. The authors would like to thank Editage (www.editage.com) for English language editing.
Financial Support
This study was supported by a JSPS KAKENHI (grant Number 16H01781, Grant-in-Aid for Scientific Research A, and 16K12608, Grant-in-Aid for Challenging Exploratory Research) from the Japan Society for the Promotion of Science, and Chiba Foundation for Health Promotion & Disease Prevention. The funders had no role in the study design, data collection, and analysis, decision to publish, or preparation of the manuscript.
Conflicts of Interest
None.
Ethical Standards
This study was approved by the Biomedical Research Ethics Committee of the Graduate School of Medicine, Chiba University (ID: 941). Written informed consent was obtained from each study participant.