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Statistical Methods for Modeling Exposure Variables Subject to Limit of Detection

Seok, Eunsil; Ghassabian, Akhgar; Wang, Yuyan; Liu, Mengling
Environmental health research aims to assess the impact of environmental exposures, making it crucial to understand their effects due to their broad impacts on the general population. However, a common issue with measuring exposures using bio-samples in laboratory is that values below the limit of detection (LOD) are either left unreported or inaccurately read by machines, which subsequently influences the analysis and assessment of exposure effects on health outcomes. We address the challenge of handling exposure variables subject to LOD when they are treated as either covariates or an outcome. We evaluate the performance of commonly-used methods including complete-case analysis and fill-in method, and advanced techniques such as multiple imputation, missing-indicator model, two-part model, Tobit model, and several others. We compare these methods through simulations and a dataset from NHANES 2013"“2014. Our numerical studies show that the missing-indicator model generally yields reasonable estimates when considering exposure variables as covariates under various settings, while other methods tend to be sensitive to the LOD-missing proportions and/or distributional skewness of exposures. When modeling an exposure variable as the outcome, Tobit model performs well under Gaussian distribution and quantile regression generally provides robust estimates across various shapes of the outcome"™s distribution. In the presence of missing data due to LOD, different statistical models should be considered for being aligned with scientific questions, model assumptions, requirements of data distributions, as well as their interpretations. Sensitivity analysis to handle LOD-missing exposures can improve the robustness of model conclusions.
SCOPUS:85177745815
ISSN: 1867-1764
CID: 5623132

Prenatal exposure to common plasticizers: a longitudinal study on phthalates, brain volumetric measures, and IQ in youth

Ghassabian, Akhgar; van den Dries, Michiel; Trasande, Leonardo; Lamballais, Sander; Spaan, Suzanne; Martinez-Moral, Maria-Pilar; Kannan, Kurunthachalam; Jaddoe, Vincent W V; Engel, Stephanie M; Pronk, Anjoeka; White, Tonya; Tiemeier, Henning; Guxens, Mònica
Exposure to phthalates, used as plasticizers and solvents in consumer products, is ubiquitous. Despite growing concerns regarding their neurotoxicity, brain differences associated with gestational exposure to phthalates are understudied. We included 775 mother-child pairs from Generation R, a population-based pediatric neuroimaging study with prenatal recruitment, who had data on maternal gestational phthalate levels and T1-weighted magnetic resonance imaging in children at age 10 years. Maternal urinary concentrations of phthalate metabolites were measured at early, mid-, and late pregnancy. Child IQ was assessed at age 14 years. We investigated the extent to which prenatal exposure to phthalates is associated with brain volumetric measures and whether brain structural measures mediate the association of prenatal phthalate exposure with IQ. We found that higher maternal concentrations of monoethyl phthalate (mEP, averaged across pregnancy) were associated with smaller total gray matter volumes in offspring at age 10 years (β per log10 increase in creatinine adjusted mEP = -10.7, 95%CI: -18.12, -3.28). Total gray matter volumes partially mediated the association between higher maternal mEP and lower child IQ (β for mediated path =-0.31, 95%CI: -0.62, 0.01, p = 0.05, proportion mediated = 18%). An association of higher monoisobutyl phthalate (mIBP) and smaller cerebral white matter volumes was present only in girls, with cerebral white matter volumes mediating the association between higher maternal mIBP and lower IQ in girls. Our findings suggest the global impact of prenatal phthalate exposure on brain volumetric measures that extends into adolescence and underlies less optimal cognitive development.
PMID: 37644173
ISSN: 1476-5578
CID: 5618482

Development and psychometric validation of the Pandemic-Related Traumatic Stress Scale for children and adults

Blackwell, Courtney K; Sherlock, Phillip; Jackson, Kathryn L; Hofheimer, Julie A; Cella, David; Algermissen, Molly A; Alshawabkeh, Akram N; Avalos, Lyndsay A; Bastain, Tracy; Blair, Clancy; Bosquet Enlow, Michelle; Brennan, Patricia A; Breton, Carrie; Bush, Nicole R; Chandran, Aruna; Collazo, Shaina; Conradt, Elisabeth; Crowell, Sheila E; Deoni, Sean; Elliott, Amy J; Frazier, Jean A; Ganiban, Jody M; Gold, Diane R; Herbstman, Julie B; Joseph, Christine; Karagas, Margaret R; Lester, Barry; Lasky-Su, Jessica A; Leve, Leslie D; LeWinn, Kaja Z; Mason, W Alex; McGowan, Elisabeth C; McKee, Kimberly S; Miller, Rachel L; Neiderhiser, Jenae M; O'Connor, Thomas G; Oken, Emily; O'Shea, T Michael; Pagliaccio, David; Schmidt, Rebecca J; Singh, Anne Marie; Stanford, Joseph B; Trasande, Leonardo; Wright, Rosalind J; Duarte, Cristiane S; Margolis, Amy E
To assess the public health impact of the COVID-19 pandemic on mental health, investigators from the National Institutes of Health Environmental influences on Child Health Outcomes (ECHO) research program developed the Pandemic-Related Traumatic Stress Scale (PTSS). Based on the Diagnostic and Statistical Manual of Mental Disorders, 5th Edition (DSM-5) acute stress disorder symptom criteria, the PTSS is designed for adolescent (13-21 years) and adult self-report and caregiver-report on 3-12-year-olds. To evaluate psychometric properties, we used PTSS data collected between April 2020 and August 2021 from non-pregnant adult caregivers (n = 11,483), pregnant/postpartum individuals (n = 1,656), adolescents (n = 1,795), and caregivers reporting on 3-12-year-olds (n = 2,896). We used Mokken scale analysis to examine unidimensionality and reliability, Pearson correlations to evaluate relationships with other relevant variables, and analyses of variance to identify regional, age, and sex differences. Mokken analysis resulted in a moderately strong, unidimensional scale that retained nine of the original 10 items. We detected small to moderate positive associations with depression, anxiety, and general stress, and negative associations with life satisfaction. Adult caregivers had the highest PTSS scores, followed by adolescents, pregnant/postpartum individuals, and children. Caregivers of younger children, females, and older youth had higher PTSS scores compared to caregivers of older children, males, and younger youth, respectively. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
PMID: 37902671
ISSN: 1939-134x
CID: 5613512

Neighborhood Opportunity and Vulnerability and Incident Asthma Among Children

Aris, Izzuddin M; Perng, Wei; Dabelea, Dana; Padula, Amy M; Alshawabkeh, Akram; Vélez-Vega, Carmen M; Aschner, Judy L; Camargo, Carlos A; Sussman, Tamara J; Dunlop, Anne L; Elliott, Amy J; Ferrara, Assiamira; Joseph, Christine L M; Singh, Anne Marie; Breton, Carrie V; Hartert, Tina; Cacho, Ferdinand; Karagas, Margaret R; Lester, Barry M; Kelly, Nichole R; Ganiban, Jody M; Chu, Su H; O'Connor, Thomas G; Fry, Rebecca C; Norman, Gwendolyn; Trasande, Leonardo; Restrepo, Bibiana; Gold, Diane R; James, Peter; Oken, Emily; ,
BACKGROUND/UNASSIGNED:The extent to which physical and social attributes of neighborhoods play a role in childhood asthma remains understudied. OBJECTIVE/UNASSIGNED:To examine associations of neighborhood-level opportunity and social vulnerability measures with childhood asthma incidence. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:This cohort study used data from children in 46 cohorts participating in the Environmental Influences on Child Health Outcomes (ECHO) Program between January 1, 1995, and August 31, 2022. Participant inclusion required at least 1 geocoded residential address from birth and parent or caregiver report of a physician's diagnosis of asthma. Participants were followed up to the date of asthma diagnosis, date of last visit or loss to follow-up, or age 20 years. EXPOSURES/UNASSIGNED:Census tract-level Child Opportunity Index (COI) and Social Vulnerability Index (SVI) at birth, infancy, or early childhood, grouped into very low (<20th percentile), low (20th to <40th percentile), moderate (40th to <60th percentile), high (60th to <80th percentile), or very high (≥80th percentile) COI or SVI. MAIN OUTCOMES AND MEASURES/UNASSIGNED:The main outcome was parent or caregiver report of a physician's diagnosis of childhood asthma (yes or no). Poisson regression models estimated asthma incidence rate ratios (IRRs) associated with COI and SVI scores at each life stage. RESULTS/UNASSIGNED:The study included 10 516 children (median age at follow-up, 9.1 years [IQR, 7.0-11.6 years]; 52.2% male), of whom 20.6% lived in neighborhoods with very high COI and very low SVI. The overall asthma incidence rate was 23.3 cases per 1000 child-years (median age at asthma diagnosis, 6.6 years [IQR, 4.1-9.9 years]). High and very high (vs very low) COI at birth, infancy, or early childhood were associated with lower subsequent asthma incidence independent of sociodemographic characteristics, parental asthma history, and parity. For example, compared with very low COI, the adjusted IRR for asthma was 0.87 (95% CI, 0.75-1.00) for high COI at birth and 0.83 (95% CI, 0.71-0.98) for very high COI at birth. These associations appeared to be attributable to the health and environmental and the social and economic domains of the COI. The SVI during early life was not significantly associated with asthma incidence. For example, compared with a very high SVI, the adjusted IRR for asthma was 0.88 (95% CI, 0.75-1.02) for low SVI at birth and 0.89 (95% CI, 0.76-1.03) for very low SVI at birth. CONCLUSIONS/UNASSIGNED:In this cohort study, high and very high neighborhood opportunity during early life compared with very low neighborhood opportunity were associated with lower childhood asthma incidence. These findings suggest the need for future studies examining whether investing in health and environmental or social and economic resources in early life would promote health equity in pediatric asthma.
PMCID:10463174
PMID: 37639269
ISSN: 2168-6211
CID: 5613452

Prenatal sleep health and risk of offspring ADHD symptomatology and associated phenotypes: a prospective analysis of timing and sex differences in the ECHO cohort

Lugo-Candelas, Claudia; Hwei, Tse; Lee, Seonjoo; Lucchini, Maristella; Smaniotto Aizza, Alice; Kahn, Linda G; Buss, Claudia; O'Connor, Thomas G; Ghassabian, Akhgar; Padula, Amy M; Aschner, Judy; Deoni, Sean; Margolis, Amy E; Canino, Glorisa; Monk, Catherine; Posner, Jonathan; Duarte, Cristiane S
BACKGROUND/UNASSIGNED:Sleep difficulties are common in pregnancy, yet poor prenatal sleep may be related to negative long-term outcomes for the offspring, including risk for attention-deficit/hyperactivity disorder (ADHD). Existing studies are few and have not examined timing of exposure effects or offspring sex moderation. We thus aimed to test the hypotheses that poor sleep health in pregnancy is associated with increased risk for ADHD symptoms and offspring sleep problems at approximately 4 years of age. METHODS/UNASSIGNED:Participants were 794 mother-child dyads enrolled in the NIH Environmental Influences on Child Health Outcomes Study (ECHO). Participants self-reported on sleep duration, quality, and disturbances during pregnancy and on children's ADHD symptoms and sleep problems on the Child Behaviour Checklist. FINDINGS/UNASSIGNED: = 0.026). We did not document substantial offspring sex moderation. INTERPRETATION/UNASSIGNED:Poor prenatal sleep health, particularly quality and duration in the second trimester, may be associated with offspring risk of neurodevelopmental disorders and sleep problems in early childhood. Further research is needed to understand mechanisms, yet our study suggests that prenatal maternal sleep may be a modifiable target for interventions aimed at optimizing early neurodevelopment. FUNDING/UNASSIGNED:NIH grants U2COD023375, U24OD023382, U24OD023319, UH3OD023320, UH3OD023305, UH3OD023349, UH3OD023313, UH3OD023272, UH3OD023328, UH3OD023290, K08MH117452 and NARSAD Young Investigator Award 28545.
PMCID:10725065
PMID: 38106969
ISSN: 2667-193x
CID: 5612622

The Global Plastics Treaty: An Endocrinologist's Assessment

Fernandez, Marina Olga; Trasande, Leonardo
Plastics are everywhere. They are in many goods that we use every day. However, they are also a source of pollution. In 2022, at the resumed fifth session of the United Nations Environment Assembly, a historic resolution was adopted with the aim of convening an Intergovernmental Negotiating Committee to develop an international legally binding instrument on plastic pollution, including in the marine environment, with the intention to focus on the entire life cycle of plastics. Plastics, in essence, are composed of chemicals. According to a recent report from the secretariat of the Basel, Rotterdam, and Stockholm conventions, around 13 000 chemicals are associated with plastics and plastic pollution. Many of these chemicals are endocrine-disrupting chemicals and, according to reports by members of the Endocrine Society and others, exposure to some of these chemicals causes enormous costs due to the development of preventable diseases. The global plastics treaty brings the opportunity for harmonized, international regulation of chemicals with endocrine disrupting properties present in plastic products.
PMCID:10690721
PMID: 38045875
ISSN: 2472-1972
CID: 5597722

A vision for safer food contact materials: Public health concerns as drivers for improved testing

Muncke, Jane; Andersson, Anna-Maria; Backhaus, Thomas; Belcher, Scott M; Boucher, Justin M; Carney Almroth, Bethanie; Collins, Terrence J; Geueke, Birgit; Groh, Ksenia J; Heindel, Jerrold J; von Hippel, Frank A; Legler, Juliette; Maffini, Maricel V; Martin, Olwenn V; Peterson Myers, John; Nadal, Angel; Nerin, Cristina; Soto, Ana M; Trasande, Leonardo; Vandenberg, Laura N; Wagner, Martin; Zimmermann, Lisa; Thomas Zoeller, R; Scheringer, Martin
Food contact materials (FCMs) and food contact articles are ubiquitous in today's globalized food system. Chemicals migrate from FCMs into foodstuffs, so called food contact chemicals (FCCs), but current regulatory requirements do not sufficiently protect public health from hazardous FCCs because only individual substances used to make FCMs are tested and mostly only for genotoxicity while endocrine disruption and other hazard properties are disregarded. Indeed, FCMs are a known source of a wide range of hazardous chemicals, and they likely contribute to highly prevalent non-communicable diseases. FCMs can also include non-intentionally added substances (NIAS), which often are unknown and therefore not subject to risk assessment. To address these important shortcomings, we outline how the safety of FCMs may be improved by (1) testing the overall migrate, including (unknown) NIAS, of finished food contact articles, and (2) expanding toxicological testing beyond genotoxicity to multiple endpoints associated with non-communicable diseases relevant to human health. To identify mechanistic endpoints for testing, we group chronic health outcomes associated with chemical exposure into Six Clusters of Disease (SCOD) and we propose that finished food contact articles should be tested for their impacts on these SCOD. Research should focus on developing robust, relevant, and sensitive in-vitro assays based on mechanistic information linked to the SCOD, e.g., through Adverse Outcome Pathways (AOPs) or Key Characteristics of Toxicants. Implementing this vision will improve prevention of chronic diseases that are associated with hazardous chemical exposures, including from FCMs.
PMID: 37758599
ISSN: 1873-6750
CID: 5611292

Evaluation of pediatric epigenetic clocks across multiple tissues

Fang, Fang; Zhou, Linran; Perng, Wei; Marsit, Carmen J; Knight, Anna K; Cardenas, Andres; Aung, Max T; Hivert, Marie-France; Aris, Izzuddin M; Goodrich, Jaclyn M; Smith, Alicia K; Gaylord, Abigail; Fry, Rebecca C; Oken, Emily; O'Connor, George; Ruden, Douglas M; Trasande, Leonardo; Herbstman, Julie B; Camargo, Carlos A; Bush, Nicole R; Dunlop, Anne L; Dabelea, Dana M; Karagas, Margaret R; Breton, Carrie V; Ober, Carole; Everson, Todd M; Page, Grier P; Ladd-Acosta, Christine; ,
BACKGROUND:Epigenetic clocks are promising tools for assessing biological age. We assessed the accuracy of pediatric epigenetic clocks in gestational and chronological age determination. RESULTS:Our study used data from seven tissue types on three DNA methylation profiling microarrays and found that the Knight and Bohlin clocks performed similarly for blood cells, while the Lee clock was superior for placental samples. The pediatric-buccal-epigenetic clock performed the best for pediatric buccal samples, while the Horvath clock is recommended for children's blood cell samples. The NeoAge clock stands out for its unique ability to predict post-menstrual age with high correlation with the observed age in infant buccal cell samples. CONCLUSIONS:Our findings provide valuable guidance for future research and development of epigenetic clocks in pediatric samples, enabling more accurate assessments of biological age.
PMCID:10475199
PMID: 37660147
ISSN: 1868-7083
CID: 5610142

Associations of SARS-CoV-2 antibodies with birth outcomes: Results from three urban birth cohorts in the NIH environmental influences on child health outcomes program

Trasande, Leonardo; Comstock, Sarah S; Herbstman, Julie B; Margolis, Amy; Alcedo, Garry; Afanasyeva, Yelena; Yu, Keunhyung; Lee, William; Lawrence, David A; ,
Studies suggest perinatal infection with SARS-CoV-2 can induce adverse birth outcomes, but studies published to date have substantial limitations. We therefore conducted an observational study of 211 births occurring between January 2020-September 2021 in three urban cohorts participating in the Environmental Influences on Child Health Outcomes Program. Serology was assessed for IgG, IgM and IgA antibodies to nucleocapsid, S1 spike, S2 spike, and receptor-binding domain. There were no differences in gestational age (GA), birth weight, preterm birth (PTB) or low birth weight (LBW) among seropositive mothers. However, the few (n = 9) IgM seropositive mothers had children with lower BW (434g, 95% CI: 116-752), BW Z score-for-GA (0.73 SD, 95% CI 0.10-1.36) and were more likely to deliver preterm (OR 8.75, 95% CI 1.22-62.4). Though there are limits to interpretation, the data support efforts to prevent SARS-CoV-2 infections in pregnancy.
PMCID:10664934
PMID: 37992059
ISSN: 1932-6203
CID: 5608632

Chronotype and sleep duration interact to influence time to pregnancy: Results from a New York City cohort

Charifson, Mia; Ghassabian, Akhgar; Seok, Eunsil; Naidu, Mrudula; Mehta-Lee, Shilpi S; Brubaker, Sara G; Afanasyeva, Yelena; Chen, Yu; Liu, Mengling; Trasande, Leonardo; Kahn, Linda G
STUDY OBJECTIVE:To study associations between nighttime sleep characteristics and time to pregnancy. METHODS:Pregnant people age ≥18 years and<18 weeks' gestation were recruited from 3 New York University Grossman School of Medicine affiliated hospitals in Manhattan and Brooklyn (n = 1428) and enrolled into the New York University Children's Health and Environment Study. Participants in the first trimester of pregnancy were asked to recall their time to pregnancy and their sleep characteristics in the 3 months before conception. RESULTS:Participants who reported sleeping<7 hours per night tended to have shorter time to pregnancy than those who slept 7-9 hours per night (adjusted fecundability odds ratio = 1.16, 95% confidence interval: 0.94, 1.41). Participants with a sleep midpoint of 4 AM or later tended to have longer time to pregnancy compared with those with earlier sleep midpoints (before 4 AM) (adjusted fecundability odds ratio = 0.88, 95% confidence interval: 0.74, 1.04). When stratified by sleep midpoint, sleeping<7 hours was significantly associated with shorter time to pregnancy only among those whose sleep midpoint was before 4 AM (adjusted fecundability odds ratio = 1.33, 95% confidence interval: 1.07, 1.67). CONCLUSIONS:The association of sleep duration with time to pregnancy was modified by chronotype, suggesting that both biological and behavioral aspects of sleep may influence fecundability.
PMCID:10514230
PMID: 37055302
ISSN: 2352-7226
CID: 5606752