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Leveraging Systematic Reviews to Explore Disease Burden and Costs of Per- and Polyfluoroalkyl Substance Exposures in the United States
Obsekov, Vladislav; Kahn, Linda G; Trasande, Leonardo
UNLABELLED:Accelerating evidence confirms the contribution of per- and polyfluoroalkyl substances (PFAS) to disease burden and disability across the lifespan. Given that policy makers raise the high cost of remediation and of substituting PFAS with safer alternatives in consumer products as barriers to confronting adverse health outcomes associated with PFAS exposure, it is important to document the costs of inaction even in the presence of uncertainty. We therefore quantified disease burdens and related economic costs due to legacy PFAS exposures in the US in 2018. We leveraged systematic reviews and used meta-analytic inputs whenever possible, identified previously published exposure-response relationships, and calculated PFOA- and PFOS-attributable increases in 13 conditions. These increments were then applied to census data to determine total annual PFOA- and PFOS-attributable cases of disease, from which we calculated economic costs due to medical care and lost productivity using previously published cost-of-illness data. We identified PFAS-attributable disease costs in the US of $5.52 billion across five primary disease endpoints shown to be associated with PFAS exposure in meta-analyses. This estimate represented the lower bound, with sensitivity analyses revealing as much as $62.6 billion in overall costs. While further work is needed to assess probability of causation and establish with greater certainty effects of the broader category of PFAS, the results confirm further that public health and policy interventions are still necessary to reduce exposure to PFOA and PFOS and their endocrine-disrupting effects. This study demonstrates the large potential economic implications of regulatory inaction. SUPPLEMENTARY INFORMATION/UNASSIGNED:The online version contains supplementary material available at 10.1007/s12403-022-00496-y.
PMCID:10198842
PMID: 37213870
ISSN: 2451-9766
CID: 5543612
Changes in plasma suPAR levels across pregnancy and in relation to hypertensive disorders [Letter]
Cowell, Whitney; Limaye, Meghana; Brubaker, Sara G; Kahn, Linda G; Reiser, Jochen; Silverstein, Jenna; Malaga-Dieguez, Laura; Mehta-Lee, Shilpi S; Trasande, Leonardo
OBJECTIVE:, suggesting that elevated suPAR levels may reflect a heightened inflammatory response in preeclamptic pregnancies rather than serving as a pre-clinical indicator. No data currently exist on the trajectory of suPAR across pregnancy. In the present study, we investigated if and how plasma suPAR levels change across gestation and examined whether this change and the levels in each trimester varied between women with and without HDP. STUDY DESIGN/METHODS:Participants included pregnant individuals enrolled in the [study name removed for blinding], a prospective birth cohort designed to study an array of exposures and conditions relevant to maternal and child health. Maternal blood was collected at up to three time points during pregnancy and plasma suPAR levels were analyzed by enzyme-linked immunosorbent assay. Information on maternal HDP was abstracted from electronic medical records. Study participants with suPAR data in any trimester and information about HDP were eligible for inclusion (n=393); 64 non-HDP participants who had chronic hypertension (n=5), gestational diabetes mellitus (n=55), lupus (n=1), type 1 diabetes (n=1) or type 2 diabetes (n=2) were excluded, resulting in a final analytic sample of 329. The study was approved by the Institutional Review Board of the [institution removed for blinding] and all participants provided written informed consent. We first regressed suPAR levels on gestational age at the time of sample collection to assess change over the course of pregnancy. We did this for the sample overall and stratified by HDP status. Among the subset of participants with repeated measures, we used paired Wilcoxon signed-rank tests to assess the within-person change in suPAR across trimesters in both groups. Finally, we used Wilcoxon signed-rank tests to assess whether suPAR levels in each trimester and averaged over pregnancy were different among participants with and without HDP. RESULTS:and ranged from 16.8-50.1; 44% of the sample was overweight or obese defined by a BMI ≥ 25. The majority had at least a high school degree (90.1%) and reported never smoking cigarettes (92.9%). Participants with HDP (n=44) were older and had higher BMI; other participant characteristics did not significantly vary by HDP status. suPAR levels did not significantly differ between those with and without HDP at any gestational timepoint (Table 1), although the association was marginal when considering the third trimester such that those with HDP had higher suPAR levels (2.43 ng/mL vs. 2.12 ng/mL, p=0.11). In the sample overall, suPAR levels decreased by 1.1% per week of advancing gestation (p-value< 0.001); however, when stratified by HDP status, suPAR levels only significantly decreased among those without HDP (1.2% per week, p<0.001), while remaining more stable among the cases (0.8% per week, p=0.17) (Figure 1). This finding was also apparent when examining the subset of participants with repeated measures. Among those with paired samples that did not have HDP, the median suPAR level in early gestation (2.79 ng/mL) was significantly higher than late gestation (2.30 ng/mL) with a p-value <0.001 and large effect size r=0.634. In contrast, among those with paired samples and HDP, the median suPAR level in early gestation (2.37 ng/mL) was not significantly different than late gestation (2.45 ng/mL) with a p-value=0.578 and small effect size r=0.256. It is notable however that the sample size of participants with repeated measures and HDP was small (n=7) and the timing of HDP onset was variable across participants. CONCLUSIONS:Although HDP is a primary cause of morbidity and mortality in pregnancy, predictive biomarkers are lacking. suPAR levels decrease with advancing gestation among healthy women, but remain stable in women with HDP, which may reflect a heightened inflammatory state. Additional research is needed to understand how suPAR correlates with other biomarkers of HDP and whether stable suPAR levels can predict HDP accurately in clinical practice.
PMID: 36775198
ISSN: 2589-9333
CID: 5448002
Racial/ethnic disparities in subjective sleep duration, sleep quality, and sleep disturbances during pregnancy: an ECHO study
Lucchini, Maristella; O'Brien, Louise M; Kahn, Linda G; Brennan, Patricia A; Glazer Baron, Kelly; Knapp, Emily A; Lugo-Candelas, Claudia; Shuffrey, Lauren; Levi Dunietz, Galit; Zhu, Yeyi; Wright, Rosalind J; Wright, Robert O; Duarte, Cristiane; Karagas, Margaret R; Ngai, Pakkay; O'Connor, Thomas G; Herbstman, Julie B; Dioni, Sean; Singh, Anne Marie; Alcantara, Carmela; Fifer, William P; Elliott, Amy J
In the United States, racial/ethnic minoritized groups experience worse sleep than non-Hispanic Whites (nHW), but less is known about pregnant people. This is a key consideration since poor sleep during pregnancy is common and associated with increased risk of adverse perinatal outcomes. This study reports the prevalence of subjective sleep measures in a multi-racial/ethnic pregnant population from the Environmental influences on Child Health Outcomes (ECHO) program. Participants' self-reported race and ethnicity were grouped into: nHW, non-Hispanic Black/African American (nHB/AA), Hispanic, non-Hispanic Asian (nHA). Analyses examined trimester-specific (first (T1), second (T2), third (T3)) nocturnal sleep duration, quality, and disturbances (Pittsburgh Sleep Quality Index and ECHO maternal sleep health questionnaire). Linear or multinomial regressions estimated the associations between race/ethnicity and each sleep domain by trimester, controlling for body mass index and age, with nHW as reference group. We repeated analyses within maternal education strata. nHB/AA participants reported shorter sleep duration (T2: β = -0.55 [-0.80,-0.31]; T3: β = -0.65 [-0.99,-0.31]) and more sleep disturbances (T2: β = 1.92 [1.09,2.75]; T3: β = 1.41 [0.09,2.74]). Hispanic participants reported longer sleep duration (T1: β = 0.22 [0.00004,0.44]; T2: β = 0.61 [0.47,0.76]; T3: β = 0.46 [0.22,0.70]), better sleep quality (Reference group: Very good. Fairly good T1: OR = 0.48 [0.32,0.73], T2: OR = 0.36 [0.26,0.48], T3: OR = 0.31 [0.18,0.52]. Fairly bad T1: OR = 0.27 [0.16,0.44], T2: OR = 0.46 [0.31, 0.67], T3: OR = 0.31 [0.17,0.55]), and fewer sleep disturbances (T2: β = -0.5 [-1.0,-0.12]; T3: β = -1.21 [-2.07,-0.35]). Differences persisted within the high-SES subsample. Given the stark racial/ethnic disparities in perinatal outcomes and their associations with sleep health, further research is warranted to investigate the determinants of these disparities.
PMID: 35724979
ISSN: 1550-9109
CID: 5281862
Can blood pressure trajectories indicate who is at risk for developing hypertensive disorders of pregnancy? [Letter]
Rajeev, Pournami T; Kahn, Linda G; Trasande, Leonardo; Chen, Yu; Brubaker, Sara G; Mehta-Lee, Shilpi S
PMID: 36075526
ISSN: 2589-9333
CID: 5332572
The Effect of Maternal United States Nativity on Racial/Ethnic Differences in Fetal Growth
Jacobson, Melanie H; Wang, Yuyan; Long, Sara E; Liu, Mengling; Ghassabian, Akhgar; Kahn, Linda G; Afanasyeva, Yelena; Brubaker, Sara G; Mehta-Lee, Shilpi S; Trasande, Leonardo
While racial/ethnic differences in fetal growth have been documented, few studies have examined whether they vary by exogenous factors, which could elucidate underlying causes. The purpose of this study was to characterize longitudinal fetal growth patterns by maternal sociodemographic, behavioral, and clinical factors and examine whether associations with maternal race/ethnicity varied by these other predictors. Between 2016-2019, pregnant women receiving prenatal care at NYU Langone were invited to participate in a birth cohort study. Women completed questionnaires and clinical data were abstracted from ultrasound examinations. Maternal characteristics were assessed in relation to fetal biometric measures throughout pregnancy using linear mixed models. Maternal race/ethnicity was consistently associated with fetal biometry: Black, Hispanic, and Asian women had fetuses with smaller head circumference, abdominal circumference, and biparietal diameter than White women. The associations between race/ethnicity and fetal growth varied by nativity for Asian women, such that the disparity between Asian and White women was much greater for US-born than foreign-born women. However, associations for Black and Hispanic women did not vary by nativity. While racial/ethnic-specific fetal growth standards have been proposed, work is needed to elucidate what could be driving these differences, including factors that occur in parallel and differentially affect fetal growth.
PMID: 35434731
ISSN: 1476-6256
CID: 5206232
Prenatal phthalate exposure and placental telomere length: Prenatal DEHP exposure and placental telomere length [Letter]
Hawks, Rebecca Mahn; Kahn, Linda G; Fang, Wang; Keefe, David; Mehta-Lee, Shilpi S; Brubaker, Sara; Trasande, Leonardo
PMID: 35853584
ISSN: 2589-9333
CID: 5278972
Variability and correlations of synthetic chemicals in urine from a New York City-based cohort of pregnant women
Gaylord, Abigail; Kannan, Kurunthachalam; Lakuleswaran, Mathusa; Zhu, Hongkai; Ghassabian, Akhgar; Jacobson, Melanie H; Long, Sara; Liu, Hongxiu; Afanasyeva, Yelena; Kahn, Linda G; Gu, Bo; Liu, Mengling; Mehta-Lee, Shilpi S; Brubaker, Sara G; Trasande, Leonardo
Fetal exposure to environmental chemicals has been associated with adverse health outcomes in children and later into adulthood. While several studies have examined correlations and variability of non-persistent chemical exposures throughout pregnancy, many do not capture more recent exposures, particularly in New York City. Our goal was to characterize exposure to phthalates, bisphenols, polycyclic aromatic hydrocarbons, and organophosphate pesticides among pregnant women residing in New York City who enrolled in the New York University Children's Health and Environment Study (NYU CHES) between 2016 and 2018. We measured urinary chemical metabolite concentrations in 671 women at early, mid, and late pregnancy (median 10.8, 20.8, and 29.3 weeks, respectively). We calculated Spearman correlation coefficients among chemical concentrations at each measurement time point. We compared changes in population-level urinary metabolites at each stage using paired Wilcoxon signed-rank tests and calculated intraclass correlation coefficients (ICCs) to quantify intra-individual variability of metabolites across pregnancy. Geometric means and ICCs were compared to nine other pregnancy cohorts that recruited women in 2011 or later as well as nationally reported levels from women of child-bearing age. Compared with existing cohorts, women in NYU CHES had higher geometric means of organophosphate pesticides (Σdiethylphosphates = 28.7 nmol/g cr, Σdimethylphosphates = 57.3 nmol/g cr, Σdialkyl phosphates = 95.9 nmol/g cr), bisphenol S (0.56 μg/g cr), and 2-naphthalene (8.98 μg/g cr). Five PAH metabolites and two phthalate metabolites increased between early to mid and early to late pregnancy at the population level. Spearman correlation coefficients for chemical metabolites were generally below 0.50. Intra-individual exposures varied over time, as indicated by low ICCs (0.22-0.88, median = 0.38). However, these ICCs were often higher than those observed in other pregnancy cohorts. These results provide a general overview of the chemical metabolites measured in NYU CHES in comparison to other contemporary pregnancy cohorts and highlight directions for future studies.
PMID: 35841991
ISSN: 1873-6424
CID: 5280002
Longitudinal associations of pre-pregnancy BMI and gestational weight gain with maternal urinary metabolites: an NYU CHES study
Long, Sara E; Jacobson, Melanie H; Wang, Yuyan; Liu, Mengling; Afanasyeva, Yelena; Sumner, Susan J; McRitchie, Susan; Kirchner, David R; Brubaker, Sara G; Mehta-Lee, Shilpi S; Kahn, Linda G; Trasande, Leonardo
BACKGROUND/OBJECTIVES/OBJECTIVE:Excessive gestational weight gain (GWG) and pre-pregnancy obesity affect a significant portion of the US pregnant population and are linked with negative maternal and child health outcomes. The objective of this study was to explore associations of pre-pregnancy body mass index (pBMI) and GWG with longitudinally measured maternal urinary metabolites throughout pregnancy. SUBJECTS/METHODS/METHODS:Among 652 participants in the New York University Children's Health and Environment Study, a longitudinal pregnancy cohort, targeted metabolomics were measured in serially collected urine samples throughout pregnancy. Metabolites were measured at median 10 (T1), 21 (T2), and 29 (T3) weeks gestation using the Biocrates AbsoluteIDQ® p180 Urine Extension kit. Acylcarnitine, amino acid, biogenic amine, phosphatidylcholine, lysophosphatidylcholine, sphingolipid, and sugar levels were quantified. Pregnant people 18 years or older, without type 1 or 2 diabetes and with singleton live births and valid pBMI and metabolomics data were included. GWG and pBMI were calculated using weight and height data obtained from electronic health records. Linear mixed effects models with interactions with time were fit to determine the gestational age-specific associations of categorical pBMI and continuous interval-specific GWG with urinary metabolites. All analyses were corrected for false discovery rate. RESULTS:Participants with obesity had lower long-chain acylcarnitine levels throughout pregnancy and lower phosphatidylcholine and glucogenic amino acids and higher phenylethylamine concentrations in T2 and T3 compared with participants with normal/underweight pBMI. GWG was associated with taurine in T2 and T3 and C5 acylcarnitine species, C5:1, C5-DC, and C5-M-DC, in T2. CONCLUSIONS:pBMI and GWG were associated with the metabolic environment of pregnant individuals, particularly in relation to mid-pregnancy. These results highlight the importance of both preconception and prenatal maternal health.
PMID: 35411100
ISSN: 1476-5497
CID: 5201892
Prenatal exposure to polycyclic aromatic hydrocarbons and gestational age at birth
Freije, Sophia L; Enquobahrie, Daniel A; Day, Drew B; Loftus, Christine; Szpiro, Adam A; Karr, Catherine J; Trasande, Leonardo; Kahn, Linda G; Barrett, Emily; Kannan, Kurunthachalam; Bush, Nicole R; LeWinn, Kaja Z; Swan, Shanna; Alex Mason, W; Robinson, Morgan; Sathyanarayana, Sheela
BACKGROUND:Polycyclic aromatic hydrocarbons (PAHs) are ubiquitous chemicals with mechanisms of toxicity that include endocrine disruption. We examined associations of prenatal urinary PAH with spontaneous preterm birth (PTB) and gestational age (GA) at birth. We also assessed whether infant sex modifies the association of PAH exposure with spontaneous PTB and GA at birth. METHODS:-transformed OH-PAH concentrations as the exposure, adjusted for specific gravity and suspected confounders. Effect modification by infant sex was assessed using interaction terms and marginal estimates. RESULTS:Percent detection was highest for 2-OH-NAP (99.8%) and lowest for 1-OH-PYR (65.2%). Prevalence of spontaneous PTB was 5.5% (N = 92). Ten-fold higher 2-OH-NAP exposure was associated with 1.60-day (95% CI: -2.92, -0.28) earlier GA at birth. Remaining associations in the pooled population were null. Among females, we observed significant inverse associations between 1-OH-PYR and PTB (OR: 2.65 [95% CI: 1.39, 5.05]); and 2-OH-NAP with GA: -2.46 days [95% CI: -4.15, -0.77]). Among males, we observed an inverse association between 2/3/9-OH-FLUO and PTB (OR = 0.40 [95% CI: 0.17,0.98]). ORs for PTB were higher among females than males for 2-OH-PHEN (p = 0.02) and 1-OH-PYR (p = 0.02). DISCUSSION/CONCLUSIONS:We observed inverse associations of 2-OH-NAP exposure with GA and null associations of remaining OH-PAHs with GA and PTB. Females may be more susceptible to spontaneous PTB or shorter GA following prenatal exposure to some OH-PAHs. This study is the first to assess sex-specific OH-PAH toxicity in relation to spontaneous PTB and GA.
PMID: 35453081
ISSN: 1873-6750
CID: 5218652
Determinants of phthalate exposures in pregnant women in New York City
Liu, Hongxiu; Wang, Yuyan; Kannan, Kurunthachalam; Liu, Mengling; Zhu, Hongkai; Chen, Yu; Kahn, Linda G; Jacobson, Melanie H; Gu, Bo; Mehta-Lee, Shilpi; Brubaker, Sara G; Ghassabian, Akhgar; Trasande, Leonardo
Previous studies have provided data on determinants of phthalates in pregnant women, but results were disparate across regions. We aimed to identify the food groups and demographic factors that predict phthalate exposure in an urban contemporary pregnancy cohort in the US. The study included 450 pregnant women from the New York University Children's Health and Environment Study in New York City. Urinary concentrations of 22 phthalate metabolites, including metabolites of di-2-ethylhexylphthalate (DEHP), were determined at three time points across pregnancy by liquid chromatography coupled with tandem mass spectrometry. The Diet History Questionnaire II was completed by pregnant women at mid-pregnancy to assess dietary information. Linear mixed models were fitted to examine determinants of urinary phthalate metabolite concentrations. Using partial-linear single-index (PLSI) models, we assessed the major contributors, among ten food groups, to phthalate exposure. Metabolites of DEHP and its ortho-phthalate replacement, diisononyl phthalate (DiNP), were found in >90% of the samples. The sum of creatinine-adjusted DiNP metabolite concentrations was higher in older and single women and in samples collected in summer. Hispanic and non-Hispanic Black women had lower urinary concentrations of summed metabolites of di-n-octyl phthalate (DnOP), but higher concentrations of low molecular weight phthalates compared with non-Hispanic White women. Each doubling of grain products consumed was associated with a 20.9% increase in ∑DiNP concentrations (95%CI: 4.5, 39.9). PLSI models revealed that intake of dried beans and peas was the main dietary factor contributing to urinary ∑DEHP, ∑DiNP, and ∑DnOP levels, with contribution proportions of 76.3%, 35.8%, and 27.4%, respectively. Urinary metabolite levels of phthalates in pregnant women in NYC varied by age, marital status, seasonality, race/ethnicity, and diet. These results lend insight into the major determinants of phthalates levels, and may be used to identify exposure sources and guide interventions to reduce exposures in susceptible populations.
PMID: 35358547
ISSN: 1096-0953
CID: 5201302