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Do small effects matter more in vulnerable populations? an investigation using Environmental influences on Child Health Outcomes (ECHO) cohorts
Peacock, Janet L; Coto, Susana Diaz; Rees, Judy R; Sauzet, Odile; Jensen, Elizabeth T; Fichorova, Raina; Dunlop, Anne L; Paneth, Nigel; Padula, Amy; Woodruff, Tracey; Morello-Frosch, Rachel; Trowbridge, Jessica; Goin, Dana; Maldonado, Luis E; Niu, Zhongzheng; Ghassabian, Akhgar; Transande, Leonardo; Ferrara, Assiamira; Croen, Lisa A; Alexeeff, Stacey; Breton, Carrie; Litonjua, Augusto; O'Connor, Thomas G; Lyall, Kristen; Volk, Heather; Alshawabkeh, Akram; Manjourides, Justin; Camargo, Carlos A; Dabelea, Dana; Hockett, Christine W; Bendixsen, Casper G; Hertz-Picciotto, Irva; Schmidt, Rebecca J; Hipwell, Alison E; Keenan, Kate; Karr, Catherine; LeWinn, Kaja Z; Lester, Barry; Camerota, Marie; Ganiban, Jody; McEvoy, Cynthia; Elliott, Michael R; Sathyanarayana, Sheela; Ji, Nan; Braun, Joseph M; Karagas, Margaret R; ,
BACKGROUND:A major challenge in epidemiology is knowing when an exposure effect is large enough to be clinically important, in particular how to interpret a difference in mean outcome in unexposed/exposed groups. Where it can be calculated, the proportion/percentage beyond a suitable cut-point is useful in defining individuals at high risk to give a more meaningful outcome. In this simulation study we compute differences in outcome means and proportions that arise from hypothetical small effects in vulnerable sub-populations. METHODS:Data from over 28,000 mother/child pairs belonging to the Environmental influences on Child Health Outcomes Program were used to examine the impact of hypothetical environmental exposures on mean birthweight, and low birthweight (LBW) (birthweight < 2500g). We computed mean birthweight in unexposed/exposed groups by sociodemographic categories (maternal education, health insurance, race, ethnicity) using a range of hypothetical exposure effect sizes. We compared the difference in mean birthweight and the percentage LBW, calculated using a distributional approach. RESULTS:When the hypothetical mean exposure effect was fixed (at 50, 125, 167 or 250g), the absolute difference in % LBW (risk difference) was not constant but varied by socioeconomic categories. The risk differences were greater in sub-populations with the highest baseline percentages LBW: ranging from 3.1-5.3 percentage points for exposure effect of 125g. Similar patterns were seen for other mean exposure sizes simulated. CONCLUSIONS:Vulnerable sub-populations with greater baseline percentages at high risk fare worse when exposed to a small insult compared to the general population. This illustrates another facet of health disparity in vulnerable individuals.
PMCID:11438038
PMID: 39342237
ISSN: 1471-2458
CID: 5714152
Prenatal Exposure to Per- and Polyfluoroalkyl Substances and ASD-Related Symptoms in Early Childhood: Mediation Role of Steroids
Huang, Yun; Jia, Zhenxian; Lu, Xinhe; Wang, Yin; Li, Ruizhen; Zhou, Aifen; Chen, Lei; Wang, Yuyan; Zeng, Huai-Cai; Li, Pei; Ghassabian, Akhgar; Yuan, Ningxue; Kong, Fanjuan; Xu, Shunqing; Liu, Hongxiu
Previous studies regarding the associations between perfluoroalkyl and polyfluoroalkyl substances (PFAS) and autism spectrum disorder (ASD) have yielded inconsistent results, with the underlying mechanisms remaining unknown. In this study, we quantified 13 PFAS in cord serum samples from 396 neonates and followed the children at age 4 to assess ASD-related symptoms. Our findings revealed associations between certain PFAS and ASD-related symptoms, with a doubling of perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFDA), and perfluoroundecanoic acid (PFUnDA) concentrations associated with respective increases of 1.79, 1.62, and 1.45 units in language-related symptoms and PFDA exhibiting an association with higher score of sensory stimuli. Nonlinear associations were observed in the associations of 6:2 chlorinated polyfluorinated ether sulfonate (Cl-PFAES) and 8:2 Cl-PFAES with ASD-related symptoms. Employing weighted quantile sum (WQS) regression, we observed significant mixture effects of multiple PFAS on all domains of ASD-related symptoms, with PFNA emerging as the most substantial contributor. Assuming causality, we found that 39-40% of the estimated effect of long-chain PFAS (PFUnDA and PFDoDA) exposure on sensory stimuli was mediated by androstenedione. This study provides novel epidemiological data about prenatal PFAS mixture exposure and ASD-related symptoms.
PMID: 39226190
ISSN: 1520-5851
CID: 5687832
Association of maternal fish consumption and ω-3 supplement use during pregnancy with child autism-related outcomes: results from a cohort consortium analysis
Lyall, Kristen; Westlake, Matt; Musci, Rashelle J; Gachigi, Kennedy; Barrett, Emily S; Bastain, Theresa M; Bush, Nicole R; Buss, Claudia; Camargo, Carlos A; Croen, Lisa A; Dabelea, Dana; Dunlop, Anne L; Elliott, Amy J; Ferrara, Assiamira; Ghassabian, Akhgar; Gern, James E; Hare, Marion E; Hertz-Picciotto, Irva; Hipwell, Alison E; Hockett, Christine W; Karagas, Margaret R; Lugo-Candelas, Claudia; O'Connor, Thomas G; Schmidt, Rebecca J; Stanford, Joseph B; Straughen, Jennifer K; Shuster, Coral L; Wright, Robert O; Wright, Rosalind J; Zhao, Qi; Oken, Emily; ,; ,; ,; ,; ,; ,
BACKGROUND:Prenatal fish intake is a key source of omega-3 (ω-3) polyunsaturated fatty acids needed for brain development, yet intake is generally low, and studies addressing associations with autism spectrum disorder (ASD) and related traits are lacking. OBJECTIVE:This study aimed to examine associations of prenatal fish intake and ω-3 supplement use with both autism diagnosis and broader autism-related traits. METHODS:Participants were drawn from 32 cohorts in the Environmental influences on Child Health Outcomes Cohort Consortium. Children were born between 1999 and 2019 and part of ongoing follow-up with data available for analysis by August 2022. Exposures included self-reported maternal fish intake and ω-3/fish oil supplement use during pregnancy. Outcome measures included parent report of clinician-diagnosed ASD and parent-reported autism-related traits measured by the Social Responsiveness Scale (SRS)-second edition (n = 3939 and v3609 for fish intake analyses, respectively; n = 4537 and n = 3925 for supplement intake analyses, respectively). RESULTS:In adjusted regression models, relative to no fish intake, fish intake during pregnancy was associated with reduced odds of autism diagnosis (odds ratio: 0.84; 95% confidence interval [CI]: 0.77, 0.92), and a modest reduction in raw total SRS scores (β: -1.69; 95% CI: -3.3, -0.08). Estimates were similar across categories of fish consumption from "any" or "less than once per week" to "more than twice per week." For ω-3 supplement use, relative to no use, no significant associations with autism diagnosis were identified, whereas a modest relation with SRS score was suggested (β: 1.98; 95% CI: 0.33, 3.64). CONCLUSIONS:These results extend previous work by suggesting that prenatal fish intake, but not ω-3 supplement use, may be associated with lower likelihood of both autism diagnosis and related traits. Given the low-fish intake in the United States general population and the rising autism prevalence, these findings suggest the need for better public health messaging regarding guidelines on fish intake for pregnant individuals.
PMID: 38960320
ISSN: 1938-3207
CID: 5687142
Exposure to Endocrine Disruptors in Early life and Neuroimaging Findings in Childhood and Adolescence: a Scoping Review
Cajachagua-Torres, Kim N; Quezada-Pinedo, Hugo G; Wu, Tong; Trasande, Leonardo; Ghassabian, Akhgar
PURPOSE OF REVIEW: Evidence suggests neurotoxicity of endocrine disrupting chemicals (EDCs) during sensitive periods of development. We present an overview of pediatric population neuroimaging studies that examined brain influences of EDC exposure during prenatal period and childhood. RECENT FINDINGS: We found 46 studies that used magnetic resonance imaging (MRI) to examine brain influences of EDCs. These studies showed associations of prenatal exposure to phthalates, organophosphate pesticides (OPs), polyaromatic hydrocarbons and persistent organic pollutants with global and regional brain structural alterations. Few studies suggested alteration in functional MRI associated with prenatal OP exposure. However, studies on other groups of EDCs, such as bisphenols, and those that examined childhood exposure were less conclusive. These findings underscore the potential profound and lasting effects of prenatal EDC exposure on brain development, emphasizing the need for better regulation and strategies to reduce exposure and mitigate impacts. More studies are needed to examine the influence of postnatal exposure to EDC on brain imaging.
PMCID:11324673
PMID: 39078539
ISSN: 2196-5412
CID: 5696332
Prenatal organophosphate pesticide exposure and sex-specific estimated Fetal size
Medley, Eleanor A; Trasande, Leonardo; Naidu, Mrudula; Wang, Yuyan; Ghassabian, Akhgar; Kahn, Linda G; Long, Sara; Afanasyeva, Yelena; Liu, Mengling; Kannan, Kurunthachalam; Mehta-Lee, Shilpi S; Cowell, Whitney
Prenatal organophosphate (OP) pesticide exposure may be associated with reduced fetal growth, although studies are limited and have mixed results. We investigated associations between prenatal OP pesticide exposure and fetal size and modification by fetal sex. Maternal urinary concentrations of dialkyl phosphate (DAP) metabolites were measured at three time points. Fetal biometrics were obtained from ultrasounds in the second (n=773) and third (n=535) trimesters. Associations between pregnancy-averaged ΣDAP and fetal biometry z-scores were determined through multiple linear regression. Modification by sex was investigated through stratification and interaction. In the second trimester, one ln-unit increase in ΣDAP was associated with lower estimated fetal weight (-0.15 SD; 95% CI: -0.29, -0.01), head circumference (-0.11 SD; CI: -0.22, 0.01), biparietal diameter (-0.14 SD; CI: -0.27, -0.01), and abdominal circumference (-0.12 SD; CI: -0.26, 0.01) in females. In the third trimester, one ln-unit increase in ΣDAP was associated with lower head circumference (-0.14 SD; CI: -0.28, 0.00) and biparietal diameter (-0.12 SD; CI: -0.26, 0.03) in males. Our results suggest that prenatal OP pesticide exposure is negatively associated with fetal growth in a sex-specific manner, with associations present for females in mid-gestation and males in late gestation.
PMID: 39117571
ISSN: 1476-6256
CID: 5679072
Associations of gestational exposure to air pollution with maternal vitamin D levels: a meta-analysis
Binter, Anne-Claire; Ghassabian, Akhgar; Zou, Runyu; El Marroun, Hanan; Lertxundi, Aitana; Switkowski, Karen M; Estarlich, Marisa; RodrÃguez-Dehli, Ana Cristina; Esplugues, Ana; Vrijkotte, Tanja; Sunyer, Jordi; Santa-Marina, Loreto; Fernández-Somoano, Ana; Polanska, Kinga; McEachan, Rosemary R C; Oken, Emily; Tiemeier, Henning; Guxens, Mònica
OBJECTIVE:Maternal vitamin D level is an important determinant of pregnancy and child health outcomes. Exposure to air pollution is suspected to increase the risk of vitamin D deficiency, but the evidence is scarce. We investigated the association between air pollution during pregnancy and maternal vitamin D levels. METHODS:A total of 15,935 pregnant women from 5 birth cohorts in Europe and U.S were included. Averaged concentrations of nitrogen oxides, fine and coarse particles, and composition of fine particles from conception until vitamin D measurement were estimated at participants' residential addresses using land-use regression or other spatiotemporal models. Cohorts measured vitamin D as 25(OH)D or 25(OH)D3 levels in serum or plasma at early or mid-pregnancy. We defined suboptimal vitamin D levels as levels below 20 ng/mL. We performed logistic regression models for each cohort to estimate the association between air pollution exposure and suboptimal vitamin D levels and pooled cohort-specific estimates in a random-effect meta-analysis. Models were adjusted for sociodemographic and lifestyle characteristics and month of conception. RESULTS:We found an association between PM2.5 and higher odds of suboptimal vitamin D levels (i.e., below 20 ng/mL) (odds ratio per 5 μg/m3 increase in PM2.5, 1.43 95%CI: 1.02, 1.99). There was no association between other air pollutant exposure and vitamin D levels. CONCLUSIONS:PM2.5 exposure might contribute to suboptimal levels of vitamin D in pregnancy. Reducing air pollution exposure should be a priority because vitamin D deficiency may adversely influence offspring development.
PMID: 38870315
ISSN: 1945-7197
CID: 5669352
Early childhood exposures to phthalates in association with attention-deficit/hyperactivity disorder behaviors in middle childhood and adolescence in the ReCHARGE study
Oh, Jiwon; Schweitzer, Julie B; Buckley, Jessie P; Upadhyaya, Sudhi; Kannan, Kurunthachalam; Herbstman, Julie B; Ghassabian, Akhgar; Schmidt, Rebecca J; Hertz-Picciotto, Irva; Bennett, Deborah H; ,
BACKGROUND:Early-life exposure to phthalates alters behaviors in animals. However, epidemiological evidence on childhood phthalate exposure and attention-deficit/hyperactivity disorder (ADHD) behaviors is limited. METHODS:This study included 243 children from the ReCHARGE (Revisiting Childhood Autism Risks from Genetics and Environment) study, who were previously classified as having autism spectrum disorder (ASD), developmental delay, other early concerns, and typical development in the CHARGE case-control study. Twenty phthalate metabolites were measured in spot urine samples collected from children aged 2-5 years. Parents reported on children's ADHD symptoms at ages 8-18 years using Conners-3 Parent Rating Scale. Covariate-adjusted negative binomial generalized linear models were used to investigate associations between individual phthalate metabolite concentrations and raw scores. Weighted quantile sum (WQS) regression with repeated holdout validation was used to examine mixture effects of phthalate metabolites on behavioral scores. Effect modification by child sex was evaluated. RESULTS:Among 12 phthalate metabolites detected in >75% of the samples, higher mono-2-heptyl phthalate (MHPP) was associated with higher scores on Inattentive (β per doubling = 0.05, 95% confidence interval [CI]: 0.02, 0.08) and Hyperactive/Impulsive scales (β = 0.04, 95% CI: 0.00, 0.07), especially among children with ASD. Higher mono-carboxy isooctyl phthalate (MCiOP) was associated with higher Hyperactivity/Impulsivity scores (β = 0.07, 95% CI: -0.01, 0.15), especially among typically developing children. The associations of the molar sum of high molecular weight (HMW) phthalate metabolites and a phthalate metabolite mixture with Hyperactivity/Impulsivity scores were modified by sex, showing more pronounced adverse associations among females. CONCLUSION/CONCLUSIONS:Exposure to phthalates during early childhood may impact ADHD behaviors in middle childhood and adolescence, particularly among females. Although our findings may not be broadly generalizable due to the diverse diagnostic profiles within our study population, our robust findings on sex-specific associations warrant further investigations.
PMID: 38692176
ISSN: 1618-131x
CID: 5654022
Fetal bisphenol and phthalate exposure and early childhood growth in a New York City birth cohort
Blaauwendraad, Sophia M; Shahin, Sarvenaz; Duh-Leong, Carol; Liu, Mengling; Kannan, Kurunthachalam; Kahn, Linda G; Jaddoe, Vincent W V; Ghassabian, Akhgar; Trasande, Leonardo
BACKGROUND:Exposure to endocrine-disrupting chemicals such as bisphenols and phthalates during pregnancy may disrupt fetal developmental programming and influence early-life growth. We hypothesized that prenatal bisphenol and phthalate exposure was associated with alterations in adiposity through 4 years. This associations might change over time. METHODS:Among 1091 mother-child pairs in a New York City birth cohort study, we measured maternal urinary concentrations of bisphenols and phthalates at three time points in pregnancy and child weight, height, and triceps and subscapular skinfold thickness at ages 1, 2, 3, and 4 years. We used linear mixed models to assess associations of prenatal individual and grouped bisphenols and phthalates with overall and time-point-specific adiposity outcomes from birth to 4 years. RESULTS:We observed associations of higher maternal urinary second trimester total bisphenol and bisphenol A concentrations in pregnancy and overall child weight between birth and 4 years only (Beta 0.10 (95 % confidence interval 0.04, 0.16) and 0.07 (0.02, 0.12) standard deviation score (SDS) change in weight per natural log increase in exposure), We reported an interaction of the exposures with time, and analysis showed associations of higher pregnancy-averaged mono-(2-carboxymethyl) phthalate with higher child weight at 3 years (0.14 (0.06, 0.22)), and of higher high-molecular-weight phthalate, di-2-ethylhexyl phthalate, mono-(2-ethyl-5-carboxypentyl) phthalate, mono-(2-carboxymethyl) phthalate, and mono-(2-ethylhexyl) phthalate with higher child weight at 4 years (0.16 (0.04, 0.28), 0.15 (0.03, 0.27), 0.19 (0.07, 0.31), 0.16 (0.07, 0.24), 0.11 (0.03, 0.19)). Higher pregnancy-averaged high-molecular-weight phthalate, di-2-ethylhexyl phthalate, mono-(2-ethyl-5-carboxypentyl) phthalate, mono-(2-ethyl-5-hydroxyhexyl) phthalate, and mono-2(ethyl-5-oxohexyl) phthalate concentrations were associated with higher child BMI at 4 years (0.20 (0.05, 0.35), 0.20 (0.05, 0.35), 0.22 (0.06, 0.37), 0.20 (0.05, 0.34), 0.20 (0.05, 0.34)). For skinfold thicknesses, we observed no associations. DISCUSSION/CONCLUSIONS:This study contributes to the evidence suggesting associations of prenatal exposure to bisphenols and high-molecular-weight phthalates on childhood weight and BMI.
PMID: 38733764
ISSN: 1873-6750
CID: 5658522
Prenatal phthalate exposure and fetal penile length and width
Salvi, Nicole B; Ghassabian, Akhgar; Brubaker, Sara G; Liu, Hongxiu; Kahn, Linda G; Trasande, Leonardo; Mehta-Lee, Shilpi S
BACKGROUND:Phthalates are endocrine-disrupting chemicals with anti-androgenic qualities and studies reported associations between prenatal phthalate exposure and infant genitalia. This study investigated whether increased prenatal phthalate exposure is associated with decreased fetal penile measures. METHODS:Data was from the New York University Children's Health and Environment Study (2016-2019). Maternal urinary concentrations of 16 phthalate metabolites were quantified at <18 weeks gestation as a proxy for fetal exposure (n = 334 male pregnancies). We retrospectively measured penile length and width using ultrasounds conducted 18-24 weeks gestation (n = 173 fetuses). Associations of maternal urinary levels of phthalates with fetal penile length and width were determined using linear regression models. RESULTS:57.2% of women were Hispanic, 31.8% Non-Hispanic White, 6.4% Asian, 2.3% Non-Hispanic Black, and 2.3% multiple races. Mean maternal age was 32 years (standard deviation [SD] = 5.7). Mean penile length was 7.13 mm (SD = 1.47) and width was 6.16 mm (SD = 0.87). An inverse relationship was observed between maternal levels of mono-ethyl phthalate and fetal penile length, and mono-(7-carboxy-n-heptyl) phthalate and penile width, though estimates were small and not significant when considering correction for multiple comparisons. CONCLUSIONS:In our cohort we found no clinically meaningful associations between early pregnancy phthalate exposure and fetal penile length or width. IMPACT/CONCLUSIONS:First-trimester phthalate metabolites were assessed in pregnant women in New York City. Penile length and width were retrospectively measured on clinically assessed ultrasounds conducted ≥18 weeks and <24 weeks of gestation. In this cohort, no clinically meaningful associations were observed between first-trimester prenatal phthalate exposure and fetal penile length. This study contributes to the limited but growing research on the impact of prenatal phthalate exposure on male fetal genital development. The results emphasize that there may not be a clear association between prenatal phthalate exposure and fetal penile length and width, and further research on this topic may be required.
PMID: 38057576
ISSN: 1530-0447
CID: 5595922
COVID-19 Stress and Child Behavior: Examining Discrimination and Social Support in Racially Diverse ECHO Cohorts
Brennan, Patricia A; Nozadi, Sara S; McGrath, Monica; Churchill, Marie L; Dunlop, Anne L; Elliott, Amy J; MacKenzie, Debra; Margolis, Amy E; Ghassabian, Akhgar; McEvoy, Cindy T; Fry, Rebecca C; Bekelman, Traci A; Ganiban, Jody M; Williams, Lue; Wilson, Constance L; Lewis, Johnnye; ,
OBJECTIVE:To examine the additive or moderating influences of caregiver COVID-19-related stress, social support, and discrimination on children's behavior problems across racially diverse populations. METHOD/METHODS:In this Environmental influences on Child Health Outcomes (ECHO) cohort study (N = 1,999 caregiver/child pairs), we operationalized caregiver COVID-19-related stress in 2 ways: first, as the number of stressors (eg, financial concerns, social distancing); and second, as the level of pandemic-related traumatic stress symptoms reported via questionnaires administered between April 2020 and August 2022. At the same assessment visit, caregivers also reported their current levels of discrimination, and a subsample (n = 968) reported their emotional and instrumental support. Either concurrently or at a later assessment visit, caregivers reported on their children's internalizing and externalizing behavior problems using the Child Behavior Checklist for Ages 6-18 (CBCL/6-18). RESULTS:Multivariable analyses controlling for maternal education, marital status, child age, and child sex revealed that COVID-19-related stress (caregiver stressors and symptoms) and discrimination were positively associated, and that perceived support was negatively associated with child internalizing and externalizing behavior problems. Unexpectedly, neither emotional nor instrumental support attenuated the relationship between caregiver COVID-19-related stressors nor traumatic stress symptoms and child behavior problems. In the subset of Black American participants, caregiver perceived discrimination moderated the relationship between caregiver COVID-19 traumatic stress symptoms and child internalizing problems, such that the association was stronger at higher levels of discrimination. CONCLUSION/CONCLUSIONS:Our findings highlight the potential importance of relieving caregiver stress and increasing caregiver social support to optimize children's behavioral outcomes.
PMCID:10838355
PMID: 37544643
ISSN: 1527-5418
CID: 5738212