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Dooley N, Healy C, Cotter D, Clarke M, Cannon M. Predicting childhood ADHD-linked symptoms from prenatal and perinatal data in the ABCD cohort. Dev Psychopathol 2024; 36:979-992. [PMID: 36946069 DOI: 10.1017/s0954579423000238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
This study investigates the capacity of pre/perinatal factors to predict attention-deficit/hyperactivity disorder (ADHD) symptoms in childhood. It also explores whether predictive accuracy of a pre/perinatal model varies for different groups in the population. We used the ABCD (Adolescent Brain Cognitive Development) cohort from the United States (N = 9975). Pre/perinatal information and the Child Behavior Checklist were reported by the parent when the child was aged 9-10. Forty variables which are generally known by birth were input as potential predictors including maternal substance-use, obstetric complications and child demographics. Elastic net regression with 5-fold validation was performed, and subsequently stratified by sex, race/ethnicity, household income and parental psychopathology. Seventeen pre/perinatal variables were identified as robust predictors of ADHD symptoms in this cohort. The model explained just 8.13% of the variance in ADHD symptoms on average (95% CI = 5.6%-11.5%). Predictive accuracy of the model varied significantly by subgroup, particularly across income groups, and several pre/perinatal factors appeared to be sex-specific. Results suggest we may be able to predict childhood ADHD symptoms with modest accuracy from birth. This study needs to be replicated using prospectively measured pre/perinatal data.
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Affiliation(s)
- Niamh Dooley
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Colm Healy
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - David Cotter
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychiatry, Beaumont Hospital, Dublin, Ireland
| | - Mary Clarke
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Mary Cannon
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychiatry, Beaumont Hospital, Dublin, Ireland
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Dooley N, Healy C, Brannigan R, Cotter D, Clarke M, Cannon M. Explaining the Association Between Fetal Growth and Childhood ADHD Symptoms: Cross-cohort Replication. Res Child Adolesc Psychopathol 2023; 51:247-259. [PMID: 36114937 PMCID: PMC9867674 DOI: 10.1007/s10802-022-00971-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/19/2022] [Indexed: 01/26/2023]
Abstract
The association between restricted fetal growth and symptoms of attention deficit/hyperactivity disorder (ADHD) in childhood is well-replicated and robust. However, fetal growth is determined by many prenatal factors and associations with mental health may be confounded by familial and social context. In this study, we sought to quantify the relative contributions of prenatal factors and familial confounds to the association between fetal growth and ADHD symptoms. Two independent cohorts were analyzed, the Adolescent Brain Cognitive Development study (ABCD; United States) and the Growing Up in Ireland (GUI) study. ADHD symptoms were measured by the Child Behavior Checklist (ABCD) and the Strengths & Difficulties questionnaire (GUI) at age 9-10. Using sequential regression models, we assessed the change-in-association between fetal growth and ADHD symptoms after controlling for sex, familial factors (socioeconomic/demographic factors & family psychiatric history) and prenatal factors (pregnancy complications & maternal substance-use during pregnancy). Converging findings from cohorts suggested that over a quarter of the association between fetal growth and ADHD symptoms is attributable to familial confounds. The degree to which the association was explained by prenatal factors differed by cohort-pregnancy complications explained a larger proportion of the effect in ABCD (7.9%) than GUI (2.7%), and maternal substance-use explained a larger proportion of the effect in GUI (22.7%) compared to ABCD (4.8%). Different explanations of the fetal growth-ADHD association across cohorts suggests cohort-specific, and potentially nationally-specific, risk factors for fetal growth and related neurodevelopmental outcomes. The evidence suggests early prevention of ADHD in Ireland should focus on minimizing maternal smoking during pregnancy. In the US, prevention and treatment of pregnancy complications are highlighted as viable targets for intervention.
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Affiliation(s)
- Niamh Dooley
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.
| | - Colm Healy
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Ross Brannigan
- Data Science Centre, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - David Cotter
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychiatry, Beaumont Hospital, Dublin, Ireland
| | - Mary Clarke
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Mary Cannon
- Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Psychiatry, Beaumont Hospital, Dublin, Ireland
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Externalizing behavior in preschool children in a South African birth cohort: Predictive pathways in a high-risk context. Dev Psychopathol 2022; 35:982-999. [PMID: 35287770 DOI: 10.1017/s095457942200027x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Mental health problems often begin in early childhood. However, the associations of various individual and contextual risk factors with mental health in the preschool period are incompletely understood, particularly in low- to middle-income countries (LMICs) where multiple risk factors co-exist. To address this gap, we prospectively followed 981 children in a South African birth cohort, the Drakenstein Child Health Study, assessing pre-and postnatal exposures and risk factors. The predictive value of these factors for child mental health (assessed by the Child Behavior Checklist) was modeled using structural equation modeling. We identified two key pathways to greater externalizing behavior: (1) prenatal exposure to substances (alcohol and smoking) directly predicted increased externalizing behavior (β = 0.24, p < 0.001); this relationship was partially mediated by an aspect of infant temperament (negative emotionality; β = 0.05, p = 0.016); (2) lower socioeconomic status and associated maternal prenatal depression predicted more coercive parenting, which in turn predicted increased externalizing behavior (β = 0.18, p = 0.001). Findings in this high-risk LMIC cohort cohere with research from higher income contexts, and indicate the need to introduce integrated screening and intervention strategies for maternal prenatal substance use and depression, and promoting positive parenting across the preschool period.
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Massey SH, Allen NB, Pool LR, Miller ES, Pouppirt NR, Barch DM, Luby J, Perlman SB, Rogers CE, Smyser CD, Wakschlag LS. Impact of prenatal exposure characterization on early risk detection: Methodologic insights for the HEALthy Brain and Child Development (HBCD) study. Neurotoxicol Teratol 2021; 88:107035. [PMID: 34606910 PMCID: PMC8578417 DOI: 10.1016/j.ntt.2021.107035] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 09/27/2021] [Accepted: 09/28/2021] [Indexed: 12/14/2022]
Abstract
BACKGROUND A major challenge in prenatal drug exposure research concerns the balance of measurement quality with sample sizes necessary to address confounders. To inform the selection of optimal exposure measures for the HEALthy Brain and Child Development (HBCD) Study, we employed integrated analysis to determine how different methods used to characterize prenatal tobacco exposure influence the detection of exposure-related risk, as reflected in normal variations in birth weight. METHODS Participants were N = 2323 mother-infant dyads derived from 7 independent developmental cohorts harmonized on measures of exposure, outcome (birthweight), and covariates. We compared estimates of PTE-related effects on birthweight derived from linear regression models when PTE was categorized dichotomously based on any fetal exposure (30% exposed; 69% not exposed); versus categorically, based on common patterns of maternal smoking during pregnancy (never smoked 69%; quit smoking 16%; smoked intermittently 2%; smoked persistently 13%). We secondarily explored sex differences in PTE-birthweight associations across these categorization methods. RESULTS When PTE was categorized dichotomously, exposure was associated with a - 125-g difference in birthweight (95% C.I. -173.7 - -76.6, p < .0001). When PTE was characterized categorically based on maternal smoking patterns, however, exposure was associated with either no difference in birthweight if mothers quit smoking by the end of the first trimester (B = -30.6, 95% C.I. -88.7-27.4, p = .30); or a - 221.8 g difference in birthweight if mothers did not [95% C.I. (-161.7 to -282.0); p < .001]. Qualitative sex differences were also detected though PTE x sex interactions did not reach statistical significance. Maternal smoking cessation during pregnancy was associated with a 239.3 g increase in birthweight for male infants, and a 114.0 g increase in birthweight for females infants (p = .07). CONCLUSIONS Categorization of PTE based on patterns of maternal smoking rather than the presence or absence of exposure alone revealed striking nuances in estimates of exposure-related risk. The described method that captures both between-individual and within-individual variability in prenatal drug exposure is optimal and recommended for future developmental investigations such as the HBCD Study.
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Affiliation(s)
- Suena H Massey
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, 676 North Saint Clair Street, Suite 1000, Chicago, IL 60611, USA; Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N Michigan Avenue, Suite 2100, Chicago, IL 60611, USA; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA.
| | - Norrina B Allen
- Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA; Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, 680 North Lakeshore Drive, Suite 1400, Chicago, IL 60611, USA.
| | - Lindsay R Pool
- Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA; Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, 680 North Lakeshore Drive, Suite 1400, Chicago, IL 60611, USA.
| | - Emily S Miller
- Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA; Department of Obstetrics and Gynecology, Northwestern University Feinberg School of Medicine, 250 East Superior Street, Room 05-2175, Chicago, IL 60611, USA.
| | - Nicole R Pouppirt
- Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA; Department of Pediatrics, Division of Neonatology, Ann & Robert H. Lurie Children's Hospital of Chicago, 225 East Chicago Avenue, Box 45, Chicago, IL 60611, USA.
| | - Deanna M Barch
- Department of Psychological & Brain Sciences, Washington University, Box 1125, One Brookings Drive, St. Louis, MO 63130, USA.
| | - Joan Luby
- Department of Psychiatry, Washington University School of Medicine in St. Louis, 660 S. Euclid Box 8511, St. Louis, MO 63110, USA.
| | - Susan B Perlman
- Department of Child and Adolescent Psychiatry, Washington University School of Medicine in St. Louis, 4444 Forest Park Ave, St. Louis, MO 63110, United States of America.
| | - Cynthia E Rogers
- Department of Psychiatry, Washington University School of Medicine in St. Louis, 660 S. Euclid Box 8511, St. Louis, MO 63110, USA.
| | - Chris D Smyser
- Departments of Neurology, Pediatrics, and Radiology, Washington University School of Medicine in St. Louis, 4525 Scott Avenue, St. Louis, MO 63110, USA.
| | - Lauren S Wakschlag
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N Michigan Avenue, Suite 2100, Chicago, IL 60611, USA; Institute for Innovations in Developmental Sciences, Northwestern University Feinberg School of Medicine, 633 North Saint Clair Street, 19(th) floor, Chicago, IL 60611, USA.
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Min MO, Albert JM, Lorincz-Comi N, Minnes S, Lester B, Momotaz H, Powers G, Yoon D, Singer LT. Prenatal Substance Exposure and Developmental Trajectories of Internalizing Symptoms: Toddlerhood to Preadolescence. Drug Alcohol Depend 2021; 218:108411. [PMID: 33272717 PMCID: PMC7750298 DOI: 10.1016/j.drugalcdep.2020.108411] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 10/27/2020] [Accepted: 10/28/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND Little is known about how prenatal exposure to substances (alcohol, tobacco, marijuana, and cocaine) may contribute to heterogeneous childhood trajectories of internalizing symptoms (i.e., depression, withdrawal, anxiety). The present study aimed to identify developmental trajectories of internalizing symptoms in children using gender-separate analyses and to examine whether trajectories differ by prenatal substance exposure (PSE) and other environmental and biological correlates. METHODS Data from two large community-based birth cohorts with PSE were integrated (N = 1,651, 848 boys, 803 girls): the Cleveland cohort and the Maternal Lifestyle Study (MLS). Internalizing symptoms were assessed with the Child Behavior Checklist at ages 2, 4, 6, 9, 10, 11, and 12 in the Cleveland study and at ages 3, 5, 7, 9, 11, and 13 in the MLS. RESULTS Gender-separate group-based trajectory modeling yielded five distinctive developmental trajectories of internalizing symptoms from ages 2 to 13 in both boys and girls: low-risk group (14.4% girls, 28.8% boys); normative-decreasing group (35.3% girls, 33.1% boys); increasing risk group (14.4% girls, 13.0% boys); early-high group (22.3% girls, 17.9% boys); and chronic group (13.8% girls, 7.2% boys). Prenatal tobacco exposure, maternal psychological distress, and postnatal maternal alcohol use differentiated the longitudinal courses of internalizing symptoms. Boys were more likely to follow the low-risk trajectory, whereas girls were more likely to follow the chronic trajectory. CONCLUSIONS Prenatal tobacco exposure was associated with suboptimal developmental trajectories of internalizing symptoms in the context of prenatal poly-drug exposure, highlighting a need for continued and increased effort toward prevention of prenatal tobacco use.
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Affiliation(s)
| | - Jeffrey M. Albert
- School of Medicine, Departments of Population and Quantitative Health Sciences
| | - Noah Lorincz-Comi
- School of Medicine, Departments of Population and Quantitative Health Sciences
| | - Sonia Minnes
- Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University
| | - Barry Lester
- Center for the Study of Children at Risk, Warren Alpert Medical School Brown Uuniversity
| | - Hasina Momotaz
- School of Medicine, Departments of Population and Quantitative Health Sciences
| | - Gregory Powers
- Jack, Joseph and Morton Mandel School of Applied Social Sciences, Case Western Reserve University
| | - Dalhee Yoon
- Binghamton University-State University of New York, Departments of Social Work
| | - Lynn T. Singer
- School of Medicine, Departments of Population and Quantitative Health Sciences
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Schoretsanitis G, Deligiannidis KM. Prenatal complications and neurodevelopmental outcomes in offspring: interactions and confounders. Acta Psychiatr Scand 2020; 142:261-263. [PMID: 32956487 DOI: 10.1111/acps.13236] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- G Schoretsanitis
- Psychiatry Research, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
| | - K M Deligiannidis
- Psychiatry Research, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA.,Departments of Obstetrics & Gynecology and Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA.,The Feinstein Institutes for Medical Research, Manhasset, NY, USA
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