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On the Utility of ToxCast-Based Predictive Models to Evaluate Potential Metabolic Disruption by Environmental Chemicals
Filer, Dayne L; Hoffman, Kate; Sargis, Robert M; Trasande, Leonardo; Kassotis, Christopher D
BACKGROUND:) testing. OBJECTIVES:) assess the predictive utility of various expert models using ToxCast data against the set of 38 reference chemicals. METHODS:results and our own 38-chemical reference set. We further evaluated the predictive performance of various modifications to these models using cytotoxicity filtering approaches and validated our best-performing model with new chemical testing in 3T3-L1 cells. RESULTS:results to the literature-derived calls. ToxPi models provided balanced accuracies ranging from 0.55 to 0.88, depending on the model specifications and reference set. Validation chemical testing correctly predicted 29 of 30 chemicals as per 3T3-L1 testing, suggesting good adipogenic prediction performance for our best adapted model. DISCUSSION:Using the most recent ToxCast data and an updated ToxPi model, we found ToxCast performed similarly to that of our own 3T3-L1 testing in predicting consensus calls. Furthermore, we provide the full ranked list of largely untested chemicals with ToxPi scores that predict adipogenic activity and that require further investigation. https://doi.org/10.1289/EHP6779.
PMCID:9084331
PMID: 35533074
ISSN: 1552-9924
CID: 5213722
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
In utero exposure to bisphenols and asthma, wheeze, and lung function in school-age children: a prospective meta-analysis of 8 European birth cohorts
Abellan, Alicia; Mensink-Bout, Sara M; Garcia-Esteban, Raquel; Beneito, Andrea; Chatzi, Leda; Duarte-Salles, Talita; Fernandez, Mariana F; Garcia-Aymerich, Judith; Granum, Berit; Iñiguez, Carmen; Jaddoe, Vincent W V; Kannan, Kurunthachalam; Lertxundi, Aitana; Lopez-Espinosa, Maria-Jose; Philippat, Claire; Sakhi, Amrit K; Santos, Susana; Siroux, Valérie; Sunyer, Jordi; Trasande, Leonardo; Vafeiadi, Marina; Vela-Soria, Fernando; Yang, Tiffany C; Zabaleta, Carlos; Vrijheid, Martine; Duijts, Liesbeth; Casas, Maribel
BACKGROUND:In utero exposure to bisphenols, widely used in consumer products, may alter lung development and increase the risk of respiratory morbidity in the offspring. However, evidence is scarce and mostly focused on bisphenol A (BPA) only. OBJECTIVE:To examine the associations of in utero exposure to BPA, bisphenol F (BPF), and bisphenol S (BPS) with asthma, wheeze, and lung function in school-age children, and whether these associations differ by sex. METHODS:We included 3,007 mother-child pairs from eight European birth cohorts. Bisphenol concentrations were determined in maternal urine samples collected during pregnancy (1999-2010). Between 7 and 11 years of age, current asthma and wheeze were assessed from questionnaires and lung function by spirometry. Wheezing patterns were constructed from questionnaires from early to mid-childhood. We performed adjusted random-effects meta-analysis on individual participant data. RESULTS:Exposure to BPA was prevalent with 90% of maternal samples containing concentrations above detection limits. BPF and BPS were found in 27% and 49% of samples. In utero exposure to BPA was associated with higher odds of current asthma (OR = 1.13, 95% CI = 1.01, 1.27) and wheeze (OR = 1.14, 95% CI = 1.01, 1.30) (p-interaction sex = 0.01) among girls, but not with wheezing patterns nor lung function neither in overall nor among boys. We observed inconsistent associations of BPF and BPS with the respiratory outcomes assessed in overall and sex-stratified analyses. CONCLUSION:This study suggests that in utero BPA exposure may be associated with higher odds of asthma and wheeze among school-age girls.
PMID: 35314078
ISSN: 1873-6750
CID: 5200432
Maternal Phthalate and Bisphenol Urine Concentrations during Pregnancy and Early Markers of Arterial Health in Children
Blaauwendraad, Sophia M; Gaillard, Romy; Santos, Susana; Sol, Chalana M; Kannan, Kurunthachalam; Trasande, Leonardo; Jaddoe, Vincent W V
BACKGROUND:Fetal exposure to endocrine-disrupting chemicals such as phthalates and bisphenols might lead to fetal cardiovascular developmental adaptations and predispose individuals to cardiovascular disease in later life. OBJECTIVES/OBJECTIVE:We examined the associations of maternal urinary bisphenol and phthalate concentrations in pregnancy with offspring carotid intima-media thickness and distensibility at the age of 10 y. METHODS:In a population-based, prospective cohort study of 935 mother-child pairs, we measured maternal urinary phthalate and bisphenol concentrations at each trimester. Later, we measured child carotid intima-media thickness and distensibility in the children at age 10 y using ultrasound. RESULTS: DISCUSSION/CONCLUSIONS:In this large prospective cohort, higher maternal urinary bisphenols concentrations were associated with smaller childhood carotid intima-media thickness. Further studies are needed to replicate this association and to identify potential underlying mechanisms. https://doi.org/10.1289/EHP10293.
PMCID:9041527
PMID: 35471947
ISSN: 1552-9924
CID: 5205582
Prenatal Phthalate Exposure and Child Weight and Adiposity from in Utero to 6 Years of Age
Ferguson, Kelly K; Bommarito, Paige A; Arogbokun, Olufunmilayo; Rosen, Emma M; Keil, Alexander P; Zhao, Shanshan; Barrett, Emily S; Nguyen, Ruby H N; Bush, Nicole R; Trasande, Leonardo; McElrath, Thomas F; Swan, Shanna H; Sathyanarayana, Sheela
BACKGROUND:Prenatal phthalate exposure has been associated with lower birth weight but also higher weight in childhood. Few studies have examined weight or adiposity from birth to childhood and thus cannot assess growth trajectories associated with exposure. OBJECTIVE:We assessed associations between maternal phthalate exposures in pregnancy and child weight and adiposity measured prenatally through childhood (3-6 years of age). METHODS: RESULTS: DISCUSSION:We observed associations between prenatal exposure to phthalates and lower weight at birth but not at childhood follow-up visits. However, for adiposity, we observed an interesting pattern of association with low adiposity at delivery as well as high adiposity at 3-4 years of age. Although it is not clear from our results whether these associations occur within the same children, such a pattern of adiposity in early life has been linked to cardiometabolic disease in adulthood and deserves special attention as an outcome in the study of prenatal exposures in the developmental origins of health and disease. https://doi.org/10.1289/EHP10077.
PMCID:9031798
PMID: 35452257
ISSN: 1552-9924
CID: 5216912
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
Exposure to Endocrine Disrupting Chemicals in Canada: Population-Based Estimates of Disease Burden and Economic Costs
Malits, Julia; Naidu, Mrudula; Trasande, Leonardo
Exposure to endocrine-disrupting chemicals (EDCs) contributes to substantial disease burden worldwide. We aim to quantify the disease burden and costs of EDC exposure in Canada and to compare these results with previously published findings in the European Union (EU) and United States (US). EDC biomonitoring data from the Canadian Health Measures Survey (2007-2011) was applied to 15 exposure-response relationships, and population and cost estimates were based on the 2010 general Canadian population. EDC exposure in Canada (CAD 24.6 billion) resulted in substantially lower costs than the US (USD 340 billion) and EU (USD 217 billion). Nonetheless, our findings suggest that EDC exposure contributes to substantial and costly disease burden in Canada, amounting to 1.25% of the annual Canadian gross domestic product. As in the US, exposure to polybrominated diphenyl ethers was the greatest contributor of costs (8.8 billion for 374,395 lost IQ points and 2.6 billion for 1610 cases of intellectual disability). In the EU, organophosphate pesticides were the largest contributor to costs (USD 121 billion). While the burden of EDC exposure is greater in the US and EU, there remains a similar need for stronger EDC regulatory action in Canada beyond the current framework of the Canadian Environmental Protection Act of 1999.
PMCID:8948756
PMID: 35324771
ISSN: 2305-6304
CID: 5220432
Understanding the Role of Persistent Organic Pollutants and Stress in the Association between Proximity to the World Trade Center Disaster and Birth Outcomes
Spratlen, Miranda J; Perera, Frederica P; Sjodin, Andreas; Wang, Yuyan; Herbstman, Julie B; Trasande, Leonardo
Fetal growth is affected by exposure to both prenatal stress and environmental contaminants. The attacks on the World Trade Center (WTC) resulted in exposure to chemicals and psychological stress amongst New York City residents. We measured prenatal maternal stress and exposure to persistent organic pollutants (polybrominated diphenyl ethers, polychlorinated biphenyls, and polychlorinated dibenzo-p-dioxins (PCDDs)) in 108 participants from a Columbia University WTC birth cohort. Principal component (PC) analyses were conducted to characterize the mixture of exposure to the three groups of chemicals. We evaluated the associations between geographical exposures (proximity to the WTC disaster) and both chemical exposures (PCs) and stress (demoralization). We then evaluated the effect these exposures (PCs and stress) had on previously reported associations between geographical WTC exposure and birth outcomes (birth weight and birth length) in this study population to understand their individual roles in the observed associations. Geographical exposure via proximity to the WTC was associated with the PC reflecting higher PCDD exposure (PC3) (β = 0.60, 95% CI: 0.03, 1.18 for living/working within 2 miles of the WTC; and β = 0.73, 95% CI = 0.08, 1.38 for living within 2 miles of WTC). Previously reported reductions in birth weight and length associated with WTC proximity (β = -215.2, 95% CI: -416.2, -14.3 and β = -1.47, 95% CI: -2.6, -0.34, respectively) were attenuated and no longer significant for birth weight (β = -156.4, 95% CI: -358.2, 45.4) after adjusting for PC3, suggesting that PCDDs may act as partial mediators in this previously observed association. The results of this study can help focus future research on the long-term health effects of these prenatally exposed populations.
PMCID:8871981
PMID: 35206202
ISSN: 1660-4601
CID: 5172362
Endocrine-Disrupting Chemicals and Child Health
Ghassabian, Akhgar; Vandenberg, Laura; Kannan, Kurunthachalam; Trasande, Leonardo
While definitions vary, endocrine-disrupting chemicals (EDCs) have two fundamental features: their disruption of hormone function and their contribution to disease and disability. The unique vulnerability of children to low-level EDC exposures has eroded the notion that only the dose makes the thing a poison, requiring a paradigm shift in scientific and policy practice. In this review, we discuss the unique vulnerability of children as early as fetal life and provide an overview of epidemiological studies on programming effects of EDCs on neuronal, metabolic, and immune pathways as well as on endocrine, reproductive, and renal systems. Building on this accumulating evidence, we dispel and address existing myths about the health effects of EDCs with examples from child health research. Finally, we provide a list of effective actions to reduce exposure, and subsequent harm that are applicable to individuals, communities, and policy-makers. Expected final online publication date for the Annual Review of Pharmacology and Toxicology, Volume 62 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
PMID: 34555290
ISSN: 1545-4304
CID: 5084922
The Role of Childhood Asthma in Obesity Development: A Nationwide US Multicohort Study
Stratakis, Nikos; Garcia, Erika; Chandran, Aruna; Hsu, Tingju; Alshawabkeh, Akram; Aris, Izzuddin M; Aschner, Judy L; Breton, Carrie; Burbank, Allison; Camargo, Carlos A; Carroll, Kecia N; Chen, Zhanghua; Claud, Erika C; Dabelea, Dana; Dunlop, Anne L; Elliott, Amy J; Ferrara, Assiamira; Ganiban, Jody M; Gern, James E; Gold, Diane R; Gower, William A; Hertz-Picciotto, Irva; Karagas, Margaret R; Karr, Catherine J; Lester, Barry; Leve, Leslie D; Litonjua, Augusto A; Ludena, Yunin; McEvoy, Cindy T; Miller, Rachel L; Mueller, Noel T; O'Connor, Thomas G; Oken, Emily; O'Shea, T Michael; Perera, Frederica; Stanford, Joseph B; Rivera-Spoljaric, Katherine; Rundle, Andrew; Trasande, Leonardo; Wright, Rosalind J; Zhang, Yue; Zhu, Yeyi; Berhane, Kiros; Gilliland, Frank; Chatzi, Lida
RATIONALE/BACKGROUND:Asthma and obesity often co-occur. It has been hypothesized that asthma may contribute to childhood obesity onset. OBJECTIVES/OBJECTIVE:To determine if childhood asthma is associated with incident obesity and examine the role of asthma medication in this association. METHODS:We studied 8,716 children between ages 6 and 18.5 years who were nonobese at study entry participating in 18 US cohorts of the Environmental influences on Child Health Outcomes program (among 7,299 children with complete covariate data mean [SD] study entry age = 7.2 [1.6] years and follow up = 5.3 [3.1] years). MEASUREMENTS AND MAIN RESULTS/RESULTS:We defined asthma based on caregiver report of provider diagnosis. Incident obesity was defined as the first documented body mass index ≥95th percentile for age and sex following asthma status ascertainment. Over the study period, 26% of children had an asthma diagnosis and 11% developed obesity. Cox proportional hazards models with sex-specific baseline hazards were fitted to assess the association of asthma diagnosis with obesity incidence. Children with asthma had a 23% (95% confidence intervals [CI] = 4, 44) higher risk for subsequently developing obesity compared with those without asthma. A novel mediation analysis was also conducted to decompose the total asthma effect on obesity into pathways mediated and not mediated by asthma medication use. Use of asthma medication attenuated the total estimated effect of asthma on obesity by 64% (excess hazard ratios = 0.64; 95% CI = -1.05, -0.23). CONCLUSIONS:This nationwide study supports the hypothesis that childhood asthma is associated with later risk of obesity. Asthma medication may reduce this association and merits further investigation as a potential strategy for obesity prevention among children with asthma.
PMCID:8633057
PMID: 34561347
ISSN: 1531-5487
CID: 5087012