Abstract
Exposure to organophosphate pesticides (OPPs) has been linked to adverse birth outcomes, including low birthweight. Maternal biomarkers are commonly used as proxies for fetal exposure, but fetal exposure also depends on placental transport mechanisms. In 240 mother-newborn pairs, we explored how genetic variation in membrane transporters influences the association between maternal OPP concentrations and birthweight. Single nucleotide polymorphisms (SNPs) in the OAT4/SLC22A11 and OATP2B1/SLCO2B1 membrane transporters modified the relationship between OPP exposure and birthweight-for-gestational age, with significant inverse associations observed only among individuals with variant transporter genotypes. In this small study, we found that transporter genotype may influence the placental disposition of environmental chemicals and perinatal susceptibility to toxicity.
Keywords: Organophosphate pesticides, genetic polymorphism, SNP, placenta, fetus, birthweight
Introduction
The metabolites of organophosphate pesticides (OPPs) can cross the placenta [1,2]. Perinatal exposure to OPPs has been linked with adverse pregnancy outcomes, including poor fetal growth [3] and low birthweight [4–6]. Syncytiotrophoblast cells of the placenta are in direct contact with maternal blood, regulating the disposition of toxicants, pharmaceuticals, and fetal byproducts via uptake and efflux transporters [7]. Specifically, the maternal-facing efflux pumps BCRP/ABCG2 and MDR1/ABCB1, and the fetal-facing uptake/bidirectional carriers OAT4/SLC22A11 and OATP2B1/SLCO2B1 regulate the cellular accumulation of environmental contaminants, including bisphenol A, zearalenone, and perfluorinated compounds [8–13] and have been identified by the International Transporter Consortium as four of the key xenobiotic transporters in the human placenta that are of clinical importance [14]. Reduced expression and/or function of these transporters is associated with fetal growth restriction [15]. Single nucleotide polymorphisms (SNPs) in ABC and SLC genes alter transport capacity in some populations [16,17]. Yet, although research increasingly supports the importance of studying gene by environment interactions in pregnancy [18–20], few studies have considered whether genetic variants in placenta transporters modify associations between prenatal environmental chemical exposures and birth outcomes. In the present study, we build on prior evidence of an association between gestational OPP exposure and reduced fetal growth by examining the influence placenta-enriched membrane transporter genotype.
Methods
Study sample
The sample included 240 participants enrolled in the New York University Children’s Health and Environment Study (NYU CHES), an ongoing prospective birth cohort beginning in 2016 in New York City [21]. Sociodemographic, lifestyle, and clinical characteristics were obtained via self-reported questionnaires during prenatal visits or abstracted from medical records. Sex-specific birthweight-for-gestational-age (BWGA) z-scores were calculated using the INTERGROWTH-21st standard [22]. Participants were selected for this ancillary study if they had previously generated data on prenatal OPP exposure and candidate placenta transporter genotype (Supplemental Figure 1). The analytic sample had similar sociodemographic and birth outcome data compared to the overall sample of singleton, livebirths enrolled in the cohort (Supplemental Table 1).
Maternal OPP exposure during pregnancy
The majority of OPPs are biotransformed into six non-specific dialkyl phosphate (DAP) metabolites (dimethylphosphate [DMP], dimethylthiophosphate [DMTP], dimethyldithiophosphate [DMDTP], diethylphosphate [DEP], diethylthiophosphate [DETP], and diethyldithiophosphate [DEDTP]) [23]. We measured their concentrations in maternal urine collected at up to three gestational time points using high-performance liquid chromatography (HPLC) coupled with electrospray triple quadrupole mass spectrometry (ESI-MS/MS) [3]. Due to low detection (11%), DEDTP was excluded from inferential analyses. We replaced non-detectable values (Supplemental Table 2) of the other metabolites with the limit of detection divided by the square root of two. We also replaced one extreme DMP and DMDTP outlier with the next highest value in the distribution to retain these datapoints while minimizing their influence in regression analyses. DEP and DMP had the highest concentrations, with median values of 2.64 and 1.92 ng/ml, respectively. DMTP followed with a median concentration of 1.48 ng/ml, while DETP and DMDTP had lower concentrations (medians 0.34, 0.04 ng/ml). We calculated the molar sum of dimethyl (∑DM: DMP, DMTP, DMDTP), diethyl (∑DE: DEP, DETP), and all five DAP (∑DAP) metabolites, which we subsequently corrected for urine dilution using creatinine following the Boeniger approach as previously described [3,24]. Molar sums were then log transformed and averaged across pregnancy. Because DAPs have a short half-life in humans [2], averaging across pregnancy provides a more representative index of exposure, yet we acknowledge that concentrations in a spot urine sample and fluctuate and may not accurately represent long-term exposure.
Placenta transporter SNPs
Placenta samples were collected at delivery, flash frozen in liquid nitrogen, and stored at −80°C until genotyping by the Johns Hopkins Nucleic Acid Technologies Lab (RRID:SCR_018669). Candidate SNPs included: rs2231142 ABCG2/BCRP; rs3213619 ABCB1/MDR1; rs12422149 SLCO2B1/OATP2B1; and rs2078267 and rs17300741 for SLC22A11/OAT4. Detailed methods are provided in supplemental material. Briefly, genomic DNA was isolated before end-point real-time PCR for DNA sequence detection. Given low variability in genotype, the rs3213619 SNP was not further considered. Figure 1 depicts the genotype frequencies for the four SNPs. We assessed Hardy-Weinberg equilibrium of SNPs using population stratification based on self-reported race/ethnicity. All four SNPs were in equilibrium with the exception of two among those who identified as Hispanic, which we highlight is a heterogenous group that includes genetically diverse individuals (Supplemental Table 3). Genotype was not independently associated with BWGA in the sample (Supplemental Table 4).
Figure 1.

Associations between organophosphate pesticide (OPP) molar sums and birthweight for gestational age (BWGA) z-scores stratified by placenta transporter genotype. Beta coefficients and 95% confidence intervals (CIs) provided in Supplemental Table 5.
Footnote: P-int refers to p-values for the interaction between genotype (with wild-type as the reference group) and OPP exposure. Results from stratified models for the rs2078267 T/T genotype (n=17, 7.8%) and rs2231142 T/T genotype (n=14, 5.8%) are not shown due to low allele frequency. Models are adjusted for maternal age, education level, race/ethnicity, insurance status, pre-pregnancy BMI, alcohol consumption during pregnancy, delivery method, and infant sex. Abbreviations: dialkylphosphate (DAP), dimethyl ether (DM), diethyl ether (DE), breast cancer resistance protein (BCRP), organic anion transporting polypeptide 2B1 (OATP2B1), organic anion transporter 4 (OAT4).
Statistical analysis
We descriptively evaluated the data using summary statistics, boxplots, and histograms. We investigated overall unadjusted and adjusted associations between each OPP molar sum and BWGA z-score using separate linear regression models. Adjusted models included maternal age, education level, race/ethnicity, insurance status, pre-pregnancy body mass index, alcohol consumption during pregnancy, delivery method, and infant sex. Next, we included a cross-product term to evaluate the interaction between each OPP molar sum and candidate transporter SNP, treating the wild-type allele as reference. We additionally ran models stratified by genotype to visualize associations using forest plots (Figure 1). All statistical analyses were conducted using R version 4.2.1.
Results and Discussion
Study sample characteristics
Among the 240 participants, 134 (55.8%) identified as Hispanic, 58 (24.2%) as non-Hispanic White, 17 (7.1%) as non-Hispanic Black, and 31 (12.9%) as another racial/ethnic group. The mean maternal age was 31.0 years (SD=5.8) and 94 (39%) had a high school or lower education level. Additional characteristics are presented in Table 1.
Table 1.
Characteristics of NYU CHES study participants included in the analytic sample (n=240). Values are mean (SD) or n (%).
| Maternal race/ethnicity | |
|---|---|
| Hispanic | 134 (55.8%) |
| non-Hispanic White | 58 (24.2%) |
| non-Hispanic Black | 17 (7.1%) |
| Asian or other/multiple | 31 (12.9%) |
| Maternal age (years) | 31.2 (5.80) |
| Pre-pregnancy BMI (kg/m2) | 26.8 (5.67) |
| Maternal education | |
| High school or less | 94 (39.2%) |
| Some college/associate’s degree | 46 (19.2%) |
| Bachelor’s degree | 54 (22.5%) |
| Post-graduate degree | 46 (19.2%) |
| Maternal alcohol intake during pregnancy | |
| Any | 32 (13.3%) |
| None | 208 (86.7%) |
| Maternal insurance status | |
| Public | 150 (62.5%) |
| Private | 90 (37.5%) |
| Delivery method | |
| Vaginal | 170 (70.8%) |
| Cesarean section | 70 (29.2%) |
| Child sex | |
| Female | 112 (46.7%) |
| Male | 128 (53.3%) |
| Birthweight (grams) | 3330 (506) |
| Gestational age (weeks) | 39.3 (1.54) |
| BWGA z-score | 0.27 (0.97) |
OPP – BWGA associations
As hypothesized, ∑DAP, ∑DM, and ∑DE were inversely related to newborn BWGA, although associations did not reach statistical significance. When examining stratified models, all three molar sums were significantly inversely associated with BWGA for OATP2B1 rs12422149 A/G, OAT4 rs2078267 C/T and OAT4 rs17300741 A/G SNP variants. This was observed in heterozygous individuals whereas no association was detected in the smaller sample of individuals with two variant alleles. For the OAT4 rs17300741 G/G variant, we observed a positive effect estimate with wide confidence intervals (CIs) in stratified models; however, we interpret this result cautiously given the low number of participants (n=28). We did not find evidence that BCRP genotype modified associations between maternal OPP exposure and BWGA. Results are depicted in Figure 1 with beta coefficients and 95% CIs provided in Supplemental Table 5.
Placenta transporters have been implicated as gatekeepers that regulate fetal exposure to pharmaceuticals and environmental toxicants [25–29]. This preliminary study is the first to consider whether they may influence fetal exposure to OPP metabolites. Our findings suggest that pregnancies with one copy of variant alleles in SNPs for OATP2B1 and OAT4 may be more vulnerable to OPP exposure due to reduced clearance of OPPs from the fetal compartment. While it is perplexing that we did not observe corresponding significant associations among individuals with two variant alleles, we emphasize the smaller sample size and limited power to detect associations in this group. Our findings support the need for future larger studies that are designed to investigate transporter gene by environment interactions in the placenta. We also highlight that while we selected OATP2B1 and OAT4 as candidates based on their abundant expression by the placenta and ability to transport xenobiotics [30,31], additional in vitro research is needed to test individual OPPs as substrates. While this study is novel in scope, we acknowledge limitations including a modest sample size, no measurement of placenta transporter proteins, potential maternal contamination of placenta DNA, and no direct measure of fetal OPP concentrations. Future, larger studies are needed to confirm these preliminary findings and test interactions of OATP2B1 and OAT4 with OPP metabolites with respect to other perinatal outcomes. In summary, this study highlights the role of placental genetic variability in modifying relationships between environmental xenobiotic exposures and fetal growth. Our findings support a recent call by the International Transporter Consortium for the urgent consideration of placental transporter variants in ongoing birth cohort studies as a novel mechanism to interrogate transporters as regulators of the interaction between perinatal exposures and postnatal outcomes [32].
Supplementary Material
Highlights.
Prenatal exposure to organophosphate pesticides is associated with a trend towards lower birthweight adjusted for gestational age.
Transporter genotype modified the association between organophosphate pesticide exposure and birthweight.
Biomarkers of environmental exposures measured in maternal samples may not fully reflect fetal exposure.
Acknowledgements
We wish to thank our colleagues; the medical, nursing, and program staff; and the children and families participating in the NYU CHES cohort.
Funding
NYU CHES is supported by institutional funds of NYU Grossman School of Medicine as well as the NIH Office of the Director (UG3/UH3OD023305). During preparation of this manuscript, WC was supported by R00ES032029 and R01ES035760. Genotyping data and ZRN were supported by the Environmental influences on Child Health Outcomes (ECHO) Opportunities and Infrastructure Fund 5U2COD023375-06 A03-5281. LA is supported by the Integrated Transporter Center NIH UC2HD113039.
Abbreviations
- OPs
organophosphate pesticides
- OAT
organic anion transporter
- OATP
organic anion transporting polypeptide
- ABC
ATP-binding cassette
- BCRP
Breast cancer resistance protein
- SLC
solute carrier
- NYU CHES
New York University Children’s Health and Environment Study
- DAP
dialkyl phosphate
- DM
dimethyl
- DE
diethyl
- BWGA
birthweight-for-gestational-age
- SNP
single nucleotide polymorphisms
Footnotes
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Declaration of competing interest
The authors declare no commercial or financial conflicts of interest.
Declaration of interests
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
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