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Lowell AF, Morie K, Potenza MN, Crowley MJ, Mayes LC. An intergenerational lifespan perspective on the neuroscience of prenatal substance exposure. Pharmacol Biochem Behav 2022; 219:173445. [PMID: 35970340 DOI: 10.1016/j.pbb.2022.173445] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2022] [Revised: 07/26/2022] [Accepted: 08/05/2022] [Indexed: 11/16/2022]
Abstract
Prenatal substance exposure has the potential to impact a variety of domains, with neurobiological effects that last throughout the lifespan. Different substances may impact the brain in both specific and diffuse ways; however, the aberrant neural outcomes following exposure tend to coalesce in three areas: (1) sensorimotor development; (2) arousal, motivation, and reward; and (3) executive functioning, impulse control, and emotion regulation. This manuscript represents a summary and update of a previous review (Morie et al., 2019). We organize this piece by domain and summarize data from published neuroimaging studies that examine the neural correlates of prenatal exposure across developmental stages. While the published neuroimaging literature in the area of prenatal exposure has a range of sampling concerns that may limit generalizability as well as longitudinal prediction, the findings to date do point to domains of interest warranting further study. With this caveat, we synthesize the extant findings to describe ways in which prenatal substance exposure is associated with developmental psychopathology and implicated in potentially aberrant behavioral patterns beginning in infancy and persisting through childhood, adolescence, adulthood, and even parenthood. We also examine how substance abuse may impact parenting behaviors that in turn influences infant and child behavior in ways that may be additive or obscure the direct teratological effects of prenatal exposure. Given this observation, we offer an additional intergenerational lens through which prenatal substance exposure should be studied.
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Affiliation(s)
- Amanda F Lowell
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA.
| | - Kristen Morie
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Marc N Potenza
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA; Department of Neuroscience, Yale University School of Medicine, New Haven, CT, USA; Connecticut Mental Health Center, New Haven, CT, USA; Connecticut Council on Problem Gambling, Wethersfield, CT, USA
| | - Michael J Crowley
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Linda C Mayes
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA; Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA.
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2
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Karpova N, Zhang D, Beckwith AM, Bennett DS, Lewis M. Prenatal drug exposure and executive function in early adolescence. Neurotoxicol Teratol 2021; 88:107036. [PMID: 34648914 DOI: 10.1016/j.ntt.2021.107036] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 09/15/2021] [Accepted: 09/30/2021] [Indexed: 12/31/2022]
Abstract
PURPOSE Study of the relationship between prenatal cocaine exposure (PCE) and executive function (EF) has yielded inconsistent results. The purpose of the current study is to examine whether PCE, biological sex, environmental risk, and their interaction predicted EF in early adolescence. METHODS 135 12-year-old adolescents (40.7% with PCE), who were followed prospectively from birth, attempted up to 8 Tower of Hanoi (ToH) puzzle trials of increasing complexity. The number of correctly completed puzzles served as the main outcome measure. Survival analysis was used to examine predictors of the number of successfully completed trials. RESULTS As trial difficulty increased, fewer adolescents were able to solve the TOH puzzle. Adolescents from high risk environments and with either prenatal alcohol or prenatal cannabis exposure completed fewer puzzles (p < .05). In addition, a hypothesized 3-way interaction of PCE x sex x environmental risk was found such that cocaine-exposed males with high environmental risk had the worst performance (p < .01). CONCLUSIONS The current findings are consistent with prior research indicating that males with PCE may be at particular risk of poorer functioning and highlight the potential importance of examining adolescent's sex and environmental risk as moderators of PCE effects.
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Affiliation(s)
- Natalia Karpova
- Rutgers Robert Wood Johnson Medical School, Institute for the Study of Child Development, Department of Pediatrics, 89 French Street, New Brunswick, NJ 08901, United States.
| | - Dake Zhang
- Rutgers the State University of New Jersey, Department of Educational Psychology, 10 Seminary Place, New Brunswick, NJ 08901, United States.
| | - Anna Malia Beckwith
- Children's Specialized Hospital, Rutgers Robert Wood Johnson Medical School, Department of Pediatrics, 150 New Providence Rd, Mountainside, NJ 07092, United States.
| | - David S Bennett
- Drexel University, GLAD Program, 4700 Wissahickon Avenue, Philadelphia, PA 19144, United States.
| | - Michael Lewis
- Rutgers Robert Wood Johnson Medical School, Institute for the Study of Child Development, 89 French Street, New Brunswick, NJ 08901, United States.
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3
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Morie KP, Crowley MJ, Mayes LC, Potenza MN. Prenatal drug exposure from infancy through emerging adulthood: Results from neuroimaging. Drug Alcohol Depend 2019; 198:39-53. [PMID: 30878766 PMCID: PMC6688747 DOI: 10.1016/j.drugalcdep.2019.01.032] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 01/15/2019] [Accepted: 01/15/2019] [Indexed: 11/28/2022]
Abstract
Prenatal drug exposure may have important repercussions across the lifespan for cognition and behavior. While alcohol is a recognized teratogen, the influences of other substances may also be substantial. The neural underpinnings of the influences of prenatal drug exposure have been examined using longitudinal approaches and multiple imaging techniques. Here we review the existing literature on the neural correlates of prenatal drug exposure. We focused the review on studies that have employed functional neuroimaging and electroencephalography and on substances other than alcohol. We also framed the review through the lens of four developmental life stages (infancy, childhood, adolescence and emerging adulthood). We included papers that have examined any drug use, including tobacco, opiates, cocaine, marijuana, methamphetamines, or polysubstance use. Data suggest that prenatal drug exposure has long-lasting, deleterious influences on cognition and reward processing in infancy and childhood that persist into adolescence and emerging adulthood and may underlie some behavioral tendencies, such as increased externalizing and risk-taking behaviors, seen in these groups.
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Affiliation(s)
- Kristen P. Morie
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06510, USA,Child Study Center, Yale University School of Medicine, New Haven, CT, 06510, USA,Corresponding author at: Department of Psychiatry, Yale University School of Medicine, 300 George St., #901, New Haven, CT, 06510, USA. (K.P. Morie)
| | - Michael J. Crowley
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06510, USA,Child Study Center, Yale University School of Medicine, New Haven, CT, 06510, USA
| | - Linda C. Mayes
- Child Study Center, Yale University School of Medicine, New Haven, CT, 06510, USA,Department of Pediatrics, Yale University School of Medicine, New Haven, CT, 06510, USA,Department of Psychology, Yale University, New Haven, CT, 06511, USA
| | - Marc N. Potenza
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, 06510, USA,Child Study Center, Yale University School of Medicine, New Haven, CT, 06510, USA,Department of Neuroscience, Yale University School of Medicine, New Haven, CT, 06510, USA,Connecticut Mental Health Center, New Haven, CT, 06519, USA,Connecticut Council on Problem Gambling, Wethersfield, CT, 06109, USA
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4
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Willford JA, Singhabahu D, Herat A, Richardson GA. An examination of the association between prenatal cocaine exposure and brain activation measures of arousal and attention in young adults: An fMRI study using the Attention Network Task. Neurotoxicol Teratol 2018; 69:1-10. [PMID: 29953942 DOI: 10.1016/j.ntt.2018.06.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Revised: 05/23/2018] [Accepted: 06/22/2018] [Indexed: 11/19/2022]
Abstract
Prenatal drug exposure, including cocaine, alcohol, marijuana, and tobacco, is associated with deficits in behavioral regulation and attention. Using fMRI, the objective of this study was to characterize the association between prenatal cocaine exposure (PCE) and the underlying neural substrates associated with behavioral outcomes of attention. Forty-seven young adults were recruited for this study from the ongoing Maternal Health Practices and Child Development (MHPCD) Project, a longitudinal study of the effects of PCE on growth, behavior, and cognitive function. Three groups were compared: 1) prenatal exposure to cocaine, alcohol, marijuana, and tobacco (CAMT, n = 15), 2) prenatal exposure to alcohol, marijuana, and tobacco (AMT, n = 17), and 3) no prenatal exposure to drugs (Controls, n = 15). Subjects were frequency matched on gender, race, handedness, and 15-year IQ. This study used the theoretical model proposed by Posner and Peterson (1990), which posits three dissociable components of attention: alerting, orienting, and executive attention. Subjects completed a functional MRI (fMRI) scan while performing the Attention Network Task, a validated neuroimaging measure of the 3-network model of attention. Behavioral and fMRI data revealed no associations between PCE and task accuracy, speed of processing, or activation in key brain regions associated with each of the attention networks. The results of this study show that any subtle differences in brain function associated with PCE are not detectable using the ANT task and fMRI. These results should be interpreted in the context of other studies that have found associations between PCE and arousal with emotionally arousing stimuli, compared to this study that found no associations using emotionally neutral stimuli.
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Affiliation(s)
- Jennifer A Willford
- Department of Psychology, Slippery Rock University, 1 Morrow Way, Slippery Rock, PA 16057, United States of America.
| | - Dil Singhabahu
- Department of Mathematics, Slippery Rock University, 1 Morrow Way, Slippery Rock, PA 16057, United States of America.
| | - Athula Herat
- Department of Physics, Slippery Rock University, 1 Morrow Way, Slippery Rock, PA 16057, United States of America.
| | - Gale A Richardson
- Department of Psychiatry, University of Pittsburgh School of Medicine, 3811 O'Hara Street, Pittsburgh, PA 15213, United States of America.
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5
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Sirnes E, Griffiths ST, Aukland SM, Eide GE, Elgen IB, Gundersen H. Functional MRI in prenatally opioid-exposed children during a working memory-selective attention task. Neurotoxicol Teratol 2018; 66:46-54. [PMID: 29408607 DOI: 10.1016/j.ntt.2018.01.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 01/11/2018] [Accepted: 01/31/2018] [Indexed: 12/23/2022]
Abstract
BACKGROUND Opioid induced cerebral changes may contribute to neuropsychological difficulties, like attention problems, frequently reported in prenatally opioid-exposed children. Reduced regional brain volumes have been shown after prenatal opioid exposure, but no study to date has explored the possible impact of prenatal opioids on brain activation patterns. MATERIALS AND METHODS A hospital-based sample of prenatally opioid-exposed school-aged children (n = 11) and unexposed controls (n = 12) underwent functional magnetic resonance imaging (fMRI) during a combined working memory-selective attention task. Within-group- and between-group analyses of blood-oxygen-level-dependent (BOLD) activation were performed using the SPM12 software package and group differences in task performance were analyzed using Cox proportional hazards modeling. RESULTS Overall, similar patterns of task related parietal and prefrontal BOLD activations were found in both groups. The opioid-exposed group showed impaired task performance, and during the most cognitive demanding versions of the working memory-selective attention task, increased activation in prefrontal cortical areas was found in the opioid-exposed group compared to controls. CONCLUSION Our findings suggest that prenatal opioids affect later brain function, visible through changes in BOLD activation patterns. However, results should be considered preliminary until replicated in larger samples better suited to control for potential confounding factors.
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Affiliation(s)
- Eivind Sirnes
- Department of Child and Adolescent Psychiatry, Division of Psychiatry, Haukeland University Hospital, Bergen, Norway; Department of Clinical Medicine, University of Bergen, Bergen, Norway.
| | - Silja T Griffiths
- Department of Pediatrics, Haukeland University Hospital, Bergen, Norway
| | - Stein Magnus Aukland
- Department of Clinical Medicine, University of Bergen, Bergen, Norway; Department of Radiology, Haukeland University Hospital, Bergen, Norway
| | - Geir Egil Eide
- Centre for Clinical Research, Haukeland University Hospital, Bergen, Norway; Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Irene B Elgen
- Department of Child and Adolescent Psychiatry, Division of Psychiatry, Haukeland University Hospital, Bergen, Norway; Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Hilde Gundersen
- Department of Sport and Physical Education, Western Norway University of Applied Sciences, Bergen, Norway
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Parolin M, Simonelli A, Mapelli D, Sacco M, Cristofalo P. Parental Substance Abuse As an Early Traumatic Event. Preliminary Findings on Neuropsychological and Personality Functioning in Young Drug Addicts Exposed to Drugs Early. Front Psychol 2016; 7:887. [PMID: 27378983 PMCID: PMC4909766 DOI: 10.3389/fpsyg.2016.00887] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2016] [Accepted: 05/30/2016] [Indexed: 12/02/2022] Open
Abstract
Parental substance use is a major risk factor for child development, heightening the risk of drug problems in adolescence and young adulthood, and exposing offspring to several types of traumatic events. First, prenatal drug exposure can be considered a form of trauma itself, with subtle but long-lasting sequelae at the neuro-behavioral level. Second, parents' addiction often entails a childrearing environment characterized by poor parenting skills, disadvantaged contexts and adverse childhood experiences (ACEs), leading to dysfunctional outcomes. Young adults born from/raised by parents with drug problems and diagnosed with a Substance Used Disorder (SUD) themselves might display a particularly severe condition in terms of cognitive deficits and impaired personality function. This preliminary study aims to investigate the role of early exposure to drugs as a traumatic event, capable of affecting the psychological status of young drug addicts. In particular, it intends to examine the neuropsychological functioning and personality profile of young adults with severe SUDs who were exposed to drugs early in their family context. The research involved three groups, each consisting of 15 young adults (aged 18–24): a group of inpatients diagnosed with SUDs and exposed to drugs early, a comparison group of non-exposed inpatients and a group of non-exposed youth without SUDs. A neuropsychological battery (Esame Neuropsicologico Breve-2), an assessment procedure for personality disorders (Shedler-Westen Assessment Procedure-200) and the Symptom CheckList-90-Revised were administered. According to present preliminary results, young drug addicts exposed to drugs during their developmental age were characterized by elevated rates of neuropsychological impairments, especially at the expense of attentive and executive functions (EF); personality disorders were also common but did not differentiate them from non-exposed youth with SUDs. Alternative multi-focused prevention and intervention programs are needed for children of drug-misusing parents, addressing EF and adopting a trauma-focused approach.
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Affiliation(s)
- Micol Parolin
- Department of Developmental Psychology and Socialization, University of Padova Padua, Italy
| | - Alessandra Simonelli
- Department of Developmental Psychology and Socialization, University of Padova Padua, Italy
| | - Daniela Mapelli
- Department of General Psychology, University of Padova Padua, Italy
| | - Marianna Sacco
- Department of Developmental Psychology and Socialization, University of Padova Padua, Italy
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Martin MM, Graham DL, McCarthy DM, Bhide PG, Stanwood GD. Cocaine-induced neurodevelopmental deficits and underlying mechanisms. BIRTH DEFECTS RESEARCH. PART C, EMBRYO TODAY : REVIEWS 2016; 108:147-73. [PMID: 27345015 PMCID: PMC5538582 DOI: 10.1002/bdrc.21132] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2016] [Accepted: 06/06/2016] [Indexed: 11/06/2022]
Abstract
Exposure to drugs early in life has complex and long-lasting implications for brain structure and function. This review summarizes work to date on the immediate and long-term effects of prenatal exposure to cocaine. In utero cocaine exposure produces disruptions in brain monoamines, particularly dopamine, during sensitive periods of brain development, and leads to permanent changes in specific brain circuits, molecules, and behavior. Here, we integrate clinical studies and significance with mechanistic preclinical studies, to define our current knowledge base and identify gaps for future investigation. Birth Defects Research (Part C) 108:147-173, 2016. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Melissa M. Martin
- Department of Biomedical Sciences and Center for Brain Repair, Florida State University College of Medicine, Tallahassee, Florida
| | - Devon L. Graham
- Department of Biomedical Sciences and Center for Brain Repair, Florida State University College of Medicine, Tallahassee, Florida
| | - Deirdre M. McCarthy
- Department of Biomedical Sciences and Center for Brain Repair, Florida State University College of Medicine, Tallahassee, Florida
| | - Pradeep G. Bhide
- Department of Biomedical Sciences and Center for Brain Repair, Florida State University College of Medicine, Tallahassee, Florida
| | - Gregg D. Stanwood
- Department of Biomedical Sciences and Center for Brain Repair, Florida State University College of Medicine, Tallahassee, Florida
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8
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Effect of socioeconomic status disparity on child language and neural outcome: how early is early? Pediatr Res 2016; 79:148-58. [PMID: 26484621 DOI: 10.1038/pr.2015.202] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2015] [Accepted: 08/23/2015] [Indexed: 11/08/2022]
Abstract
It is not news that poverty adversely affects child outcome. The literature is replete with reports of deleterious effects on developmental outcome, cognitive function, and school performance in children and youth. Causative factors include poor nutrition, exposure to toxins, inadequate parenting, lack of cognitive stimulation, unstable social support, genetics, and toxic environments. Less is known regarding how early in life adverse effects may be detected. This review proposes to elucidate "how early is early" through discussion of seminal articles related to the effect of socioeconomic status on language outcome and a discussion of the emerging literature on effects of socioeconomic status disparity on brain structure in very young children. Given the young ages at which such outcomes are detected, the critical need for early targeted interventions for our youngest is underscored. Further, the fiscal reasonableness of initiating quality interventions supports these initiatives. As early life adversity produces lasting and deleterious effects on developmental outcome and brain structure, increased focus on programs and policies directed to reducing the impact of socioeconomic disparities is essential.
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Gautam P, Warner TD, Kan EC, Sowell ER. Executive function and cortical thickness in youths prenatally exposed to cocaine, alcohol and tobacco. Dev Cogn Neurosci 2015; 16:155-165. [PMID: 25743199 PMCID: PMC4522382 DOI: 10.1016/j.dcn.2015.01.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2014] [Revised: 01/19/2015] [Accepted: 01/23/2015] [Indexed: 12/30/2022] Open
Abstract
Small and detrimental, albeit inconsistent, effects of prenatal cocaine exposure (PCE) during early childhood have been reported. The teratogenic effects of prenatal alcohol (PAE) and tobacco exposure (PTE) on neurobehavior are more firmly established than PCE. We tested if co-exposure to all three drugs could be related to greater differences in brain structure than exposure to cocaine alone. Participants (n=42, PCE=27; age range=14-16 years) received an executive function battery prior to a T1-weighted 3T structural MRI scan. Cortical thickness was measured using FreeSurfer (v5.1). Fetal drug exposure was quantified through maternal self-reports usage during pregnancy. Using general linear modeling, we found no main effects of PCE on cortical thickness, but significant main effects of PAE and PTE in superior and medial frontal regions, after co-varying for the effects of age, sex, and each drug of exposure. Significant alcohol-by-tobacco interactions, and significant cocaine-by-alcohol interactions on cortical thickness in medial parietal and temporal regions were also observed. Poly-drug exposure and cognitive function also showed significant interactions with cortical thickness: lower cortical thickness was associated with better performance in PCE-exposed adolescents. Results suggest that although children with PCE have subtle but persistent brain cortical differences until mid-to-late adolescence.
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Affiliation(s)
- Prapti Gautam
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Children's Hospital of Los Angeles, Los Angeles, CA, United States
| | - Tamara D Warner
- Department of Pediatrics, University of Florida, Gainesville, FL, United States
| | - Eric C Kan
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Children's Hospital of Los Angeles, Los Angeles, CA, United States
| | - Elizabeth R Sowell
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Children's Hospital of Los Angeles, Los Angeles, CA, United States; Department of Neurology, University of California at Los Angeles, Los Angeles, CA, United States.
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10
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Abstract
Prenatal drug exposure, particularly prenatal cocaine exposure (PCE), incurs great public and scientific interest because of its associated neurodevelopmental consequences. However, the neural underpinnings of PCE remain essentially uncharted, and existing studies in school-aged children and adolescents are confounded greatly by postnatal environmental factors. In this study, leveraging a large neonate sample (N = 152) and non-invasive resting-state functional magnetic resonance imaging, we compared human infants with PCE comorbid with other drugs (such as nicotine, alcohol, marijuana, and antidepressant) with infants with similar non-cocaine poly drug exposure and drug-free controls. We aimed to characterize the neural correlates of PCE based on functional connectivity measurements of the amygdala and insula at the earliest stage of development. Our results revealed common drug exposure-related connectivity disruptions within the amygdala-frontal, insula-frontal, and insula-sensorimotor circuits. Moreover, a cocaine-specific effect was detected within a subregion of the amygdala-frontal network. This pathway is thought to play an important role in arousal regulation, which has been shown to be irregular in PCE infants and adolescents. These novel results provide the earliest human-based functional delineations of the neural-developmental consequences of prenatal drug exposure and thus open a new window for the advancement of effective strategies aimed at early risk identification and intervention.
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Schweitzer JB, Riggins T, Liang X, Gallen C, Kurup PK, Ross TJ, Black MM, Nair P, Salmeron BJ. Prenatal drug exposure to illicit drugs alters working memory-related brain activity and underlying network properties in adolescence. Neurotoxicol Teratol 2015; 48:69-77. [PMID: 25683798 DOI: 10.1016/j.ntt.2015.02.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2014] [Revised: 01/12/2015] [Accepted: 02/05/2015] [Indexed: 12/17/2022]
Abstract
The persistence of effects of prenatal drug exposure (PDE) on brain functioning during adolescence is poorly understood. We explored neural activation to a visuospatial working memory (VSWM) versus a control task using functional magnetic resonance imaging (fMRI) in adolescents with PDE and a community comparison group (CC) of non-exposed adolescents. We applied graph theory metrics to resting state data using a network of nodes derived from the VSWM task activation map to further explore connectivity underlying WM functioning. Participants (ages 12-15 years) included 47 adolescents (27 PDE and 20 CC). All analyses controlled for potentially confounding differences in birth characteristics and postnatal environment. Significant group by task differences in brain activation emerged in the left middle frontal gyrus (BA 6) with the CC group, but not the PDE group, activating this region during VSWM. The PDE group deactivated the culmen, whereas the CC group activated it during the VSWM task. The CC group demonstrated a significant relation between reaction time and culmen activation, not present in the PDE group. The network analysis underlying VSWM performance showed that PDE group had lower global efficiency than the CC group and a trend level reduction in local efficiency. The network node corresponding to the BA 6 group by task interaction showed reduced nodal efficiency and fewer direct connections to other nodes in the network. These results suggest that adolescence reveals altered neural functioning related to response planning that may reflect less efficient network functioning in youth with PDE.
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Affiliation(s)
- Julie B Schweitzer
- Department of Psychiatry and Behavioral Sciences, University of California Davis School of Medicine, United States; MIND Institute, University of California Davis School of Medicine, United States.
| | - Tracy Riggins
- Department of Psychology, University of Maryland College Park, United States
| | - Xia Liang
- Neuroimaging Research Branch, National Institute on Drug Abuse, Intramural Research Program, United States
| | - Courtney Gallen
- Neuroimaging Research Branch, National Institute on Drug Abuse, Intramural Research Program, United States
| | - Pradeep K Kurup
- Neuroimaging Research Branch, National Institute on Drug Abuse, Intramural Research Program, United States
| | - Thomas J Ross
- Neuroimaging Research Branch, National Institute on Drug Abuse, Intramural Research Program, United States
| | - Maureen M Black
- Department of Pediatrics, University of Maryland School of Medicine, United States
| | - Prasanna Nair
- Department of Pediatrics, University of Maryland School of Medicine, United States
| | - Betty Jo Salmeron
- Neuroimaging Research Branch, National Institute on Drug Abuse, Intramural Research Program, United States
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12
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Madgula RM, Groshkova T, Mayet S. Illicit drug use in pregnancy: effects and management. ACTA ACUST UNITED AC 2014. [DOI: 10.1586/eog.10.54] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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13
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Minnes S, Singer LT, Min MO, Lang AM, Ben-Harush A, Short E, Wu M. Comparison of 12-year-old children with prenatal exposure to cocaine and non-exposed controls on caregiver ratings of executive function. J Youth Adolesc 2014; 43:53-69. [PMID: 23423839 PMCID: PMC3715590 DOI: 10.1007/s10964-013-9927-3] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2012] [Accepted: 02/08/2013] [Indexed: 11/28/2022]
Abstract
Differences in caregiver reported executive function in 12-year-old children who were prenatally exposed to cocaine (PCE) compared to children who were not prenatally exposed to cocaine (NCE) were assessed. One hundred and sixty-nine PCE and 169 NCE, primarily African-American, low socioeconomic status children participated in a prospective longitudinal study. The Behavior Rating Inventory of Executive Function (BRIEF) Parent Form was administered. Two broadband BRIEF scores (Behavioral Regulation Index (BRI) and Metacognition Index (MI)) and a summary Global Executive Composite (GEC) were computed. Multiple and logistic regression analyses were used to assess the effects of amount of PCE on executive function, controlling for covariates including caregiver (rater) psychological distress, child's gender and other prenatal drug exposure variables. After adjustment for covariates, amount of PCE was associated with the GEC and two MI subscales, Plan/Organize and Monitor, with heavier exposure associated with more problems of executive function. An amount of PCE by gender interaction revealed amount of PCE effects in other remaining subscales of the MI (Initiate, Working Memory, and Organization of Materials) only among girls. Head circumference did not mediate the effects of cocaine on outcomes. Higher current caregiver psychological distress levels were independently associated with poorer ratings on the executive function scales. Assessment and targeted interventions to improve metacognitive processes are recommended for girls who were prenatally exposed to cocaine.
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Affiliation(s)
- Sonia Minnes
- Mandel School of Applied Social Sciences, Case Western Reserve University, Cleveland, OH, USA,
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14
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Li K, Zhu D, Guo L, Li Z, Lynch ME, Coles C, Hu X, Liu T. Connectomics signatures of prenatal cocaine exposure affected adolescent brains. Hum Brain Mapp 2013; 34:2494-510. [PMID: 22461404 PMCID: PMC3954601 DOI: 10.1002/hbm.22082] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2011] [Revised: 02/11/2012] [Accepted: 02/15/2012] [Indexed: 11/09/2022] Open
Abstract
Recent in vivo neuroimaging studies revealed that several brain networks are altered in prenatal cocaine exposure (PCE) affected adolescent brains. However, due to a lack of dense and corresponding cortical landmarks across individuals, the systematical alterations of functional connectivities in large-scale brain networks and the alteration of structural brain architecture in PCE affected brain are largely unknown. In this article, we adopted a newly developed data-driven strategy to build a large set of cortical landmarks that are consistent and corresponding across PCE adolescents and their matched controls. Based on these landmarks, we constructed large-scale functional connectomes and applied the well-established approaches of deriving genomics signatures in genome-wide gene expression studies to discover functional connectomics signatures for the characterization of PCE adolescent brains. Results derived from experimental data demonstrated that 10 structurally disrupted landmarks were identified in PCE, and more importantly, the discovered informative functional connectomics signatures among consistent landmarks distinctively differentiate PCE brains from their matched controls.
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Affiliation(s)
- Kaiming Li
- Department of Automatic ControlSchool of AutomationNorthwestern Polytechnic UniversityXi'anChina
- Department of Computer Science and Bioimaging Research CenterThe University of GeorgiaAthensGeorgia
| | - Dajiang Zhu
- Department of Automatic ControlSchool of AutomationNorthwestern Polytechnic UniversityXi'anChina
- Department of Computer Science and Bioimaging Research CenterThe University of GeorgiaAthensGeorgia
| | - Lei Guo
- Department of Automatic ControlSchool of AutomationNorthwestern Polytechnic UniversityXi'anChina
| | - Zhihao Li
- Department of Biomedical EngineeringEmory UniversityAtlantaGeorgia
| | - Mary Ellen Lynch
- Department of Psychiatry and Behavioral SciencesEmory UniversityAtlantaGeorgia
| | - Claire Coles
- Department of Psychiatry and Behavioral SciencesEmory UniversityAtlantaGeorgia
| | - Xiaoping Hu
- Department of Biomedical EngineeringEmory UniversityAtlantaGeorgia
| | - Tianming Liu
- Department of Computer Science and Bioimaging Research CenterThe University of GeorgiaAthensGeorgia
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15
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Li Z, Santhanam P, Coles CD, Lynch ME, Hamann S, Peltier S, Hu X. Prenatal cocaine exposure alters functional activation in the ventral prefrontal cortex and its structural connectivity with the amygdala. Psychiatry Res 2013; 213:47-55. [PMID: 23693086 PMCID: PMC3672335 DOI: 10.1016/j.pscychresns.2012.12.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2011] [Revised: 12/12/2012] [Accepted: 12/20/2012] [Indexed: 12/20/2022]
Abstract
Prenatal cocaine exposure (PCE) is associated with arousal dysregulation, and alterations of amygdala activity in response to emotional arousal have previously been reported. However, voluntary regulation of emotional affect, enabling appropriate neural response to different streams of stimuli, must also engage prefrontal regions, yet the impact of PCE on these prefrontal mechanisms has not been investigated. Recent neuroimaging studies have shown the involvement of ventral prefrontal cortex (vPFC) in the modulation of amygdala reactivity and the mediation of effective emotional regulation. Based on these findings, using functional magnetic resonance imaging (fMRI) and diffusion tensor imaging (DTI), the present study compared functional activations of the vPFC as well as its structural connectivity with the amygdala between groups of PCE and control adolescents. In a working memory task with emotional distracters, the PCE adolescents exhibited less capability of increasing their vPFC activation in response to increased memory load, which corresponded with their less suppressed amygdala activation. Reduced structural connectivity between the vPFC and the amygdala was also observed from DTI measurement in the PCE group. In addition, correlations between amygdala activation and (i) vPFC activation, as well as (ii) amygdala-vPFC structural connectivity, were observed in the control but not in the PCE group. These data complement previous findings of the impact of PCE on the activity of the amygdala and extend our understanding of the neurobiological mechanisms underlying the effect of PCE on arousal dysregulation reported in human and animal studies.
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Affiliation(s)
- Zhihao Li
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University & Georgia Institute of Technology, Atlanta 30322, Georgia U.S.A
| | - Priya Santhanam
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University & Georgia Institute of Technology, Atlanta 30322, Georgia U.S.A
| | - Claire D. Coles
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta 30322, Georgia U.S.A
| | - Mary Ellen Lynch
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta 30322, Georgia U.S.A
| | - Stephan Hamann
- Department of Psychology, Emory University, Atlanta 30322, Georgia U.S.A
| | - Scott Peltier
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University & Georgia Institute of Technology, Atlanta 30322, Georgia U.S.A
| | - Xiaoping Hu
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University & Georgia Institute of Technology, Atlanta 30322, Georgia U.S.A.,Correspondence: Xiaoping Hu, PhD., Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Woodruff Memorial Building, 101 Woodruff Circle, Suite 2001, Atlanta Georgia 30322, Tel: (404)-712-2615, Fax: (404)-712-2707,
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16
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Buckingham-Howes S, Berger SS, Scaletti LA, Black MM. Systematic review of prenatal cocaine exposure and adolescent development. Pediatrics 2013; 131:e1917-36. [PMID: 23713107 PMCID: PMC3666107 DOI: 10.1542/peds.2012-0945] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND AND OBJECTIVE Previous research found that prenatal cocaine exposure (PCE) may increase children's vulnerability to behavior and cognition problems. Maturational changes in brain and social development make adolescence an ideal time to reexamine associations. The objective was to conduct a systematic review of published studies examining associations between PCE and adolescent development (behavior, cognition/school outcomes, physiologic responses, and brain morphology/functioning). METHODS Articles were obtained from PubMed, PsycInfo, Web of Science, and CINAHL databases through July 2012 with search terms: prenatal drug, substance, or cocaine exposure; adolescence/adolescent; and in utero substance/drug exposure. Criteria for inclusion were nonexposed comparison group, human adolescents aged 11 to 19, peer-reviewed, English-language, and adolescent outcomes. RESULTS Twenty-seven studies representing 9 cohorts met the criteria. Four outcome categories were identified: behavior, cognition/school performance, brain structure/function, and physiologic responses. Eleven examined behavior; 7 found small but significant differences favoring nonexposed adolescents, with small effect sizes. Eight examined cognition/school performance; 6 reported significantly lower scores on language and memory tasks among adolescents with PCE, with varying effect sizes varied. Eight examined brain structure/function and reported morphologic differences with few functional differences. Three examined physiologic responses with discordant findings. Most studies controlled for other prenatal exposures, caregiving environment, and violence exposure; few examined mechanisms. CONCLUSIONS Consistent with findings among younger children, PCE increases the risk for small but significantly less favorable adolescent functioning. Although the clinical importance of differences is often unknown, the caregiving environment and violence exposure pose additional threats. Future research should investigate mechanisms linking PCE with adolescent functioning.
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Affiliation(s)
- Stacy Buckingham-Howes
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
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17
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Kofink D, Boks MP, Timmers HM, Kas MJ. Epigenetic dynamics in psychiatric disorders: Environmental programming of neurodevelopmental processes. Neurosci Biobehav Rev 2013; 37:831-45. [DOI: 10.1016/j.neubiorev.2013.03.020] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2013] [Revised: 03/19/2013] [Accepted: 03/27/2013] [Indexed: 12/13/2022]
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18
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Bennett DS, Mohamed FB, Carmody DP, Malik M, Faro SH, Lewis M. Prenatal tobacco exposure predicts differential brain function during working memory in early adolescence: a preliminary investigation. Brain Imaging Behav 2013; 7:49-59. [PMID: 22820891 DOI: 10.1007/s11682-012-9192-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Children prenatally exposed to tobacco exhibit higher rates of learning and emotional-behavioral problems related to worse working memory performance. Brain function, however, among tobacco exposed children while performing a working memory task has not previously been examined. This study compared the brain function of tobacco-exposed (n = 7) and unexposed (n = 11) 12-year-olds during a number N-back working memory task using an event-related functional magnetic resonance imaging (fMRI) design. Prenatal alcohol exposure, neonatal medical problems, environmental risk, and sex were statistically controlled. Tobacco-exposed children showed greater activation in inferior parietal regions, whereas unexposed children showed greater activation in inferior frontal regions. These differences were observed in the context of correct responses, suggesting that exposed and unexposed children use different brain regions and approaches to succeed in working memory tasks. Implications for future research and intervention are discussed.
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Affiliation(s)
- David S Bennett
- GLAD Program, Drexel University College of Medicine, Building C, Box 118, 4700 Wissahickon Avenue, Philadelphia, PA 19144, USA.
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19
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Abstract
Substance use among pregnant women continues to be a major public health concern, posing potential risk to their drug-exposed children as well as burdens on society. This review is intended to discuss the most recent literature regarding the association between in utero cocaine exposure and developmental and behavioral outcomes from birth through adolescence across various domains of functioning (growth, neurobiology, intelligence, academic achievement, language, executive functioning, behavioral regulation and psychopathology). In addition, methodological limitations, associated biological, sociodemographic and environmental risk factors and future directions in this area of research are discussed. Given the large number of exposed children in the child welfare system and the increased need for medical, mental health and special education services within this population, more definitively documenting associations between prenatal cocaine exposure and later child outcomes is essential in order to be able to prospectively address the many significant public health, economic and public policy implications.
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20
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Roussotte F, Soderberg L, Warner T, Narr K, Lebel C, Behnke M, Davis-Eyler F, Sowell E. Adolescents with prenatal cocaine exposure show subtle alterations in striatal surface morphology and frontal cortical volumes. J Neurodev Disord 2012; 4:22. [PMID: 22958316 PMCID: PMC3488340 DOI: 10.1186/1866-1955-4-22] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2012] [Accepted: 07/19/2012] [Indexed: 11/10/2022] Open
Abstract
Background Published structural neuroimaging studies of prenatal cocaine exposure (PCE) in humans have yielded somewhat inconsistent results, with several studies reporting no significant differences in brain structure between exposed subjects and controls. Here, we sought to clarify some of these discrepancies by applying methodologies that allow for the detection of subtle alterations in brain structure. Methods We applied surface-based anatomical modeling methods to magnetic resonance imaging (MRI) data to examine regional changes in the shape and volume of the caudate and putamen in adolescents with prenatal cocaine exposure (n = 40, including 28 exposed participants and 12 unexposed controls, age range 14 to 16 years). We also sought to determine whether changes in regional brain volumes in frontal and subcortical regions occurred in adolescents with PCE compared to control participants. Results The overall volumes of the caudate and putamen did not significantly differ between PCE participants and controls. However, we found significant (P <0.05, uncorrected) effects of levels of prenatal exposure to cocaine on regional patterns of striatal morphology. Higher levels of prenatal cocaine exposure were associated with expansion of certain striatal subregions and with contraction in others. Volumetric analyses revealed no significant changes in the volume of any subcortical region of interest, but there were subtle group differences in the volumes of some frontal cortical regions, in particular reduced volumes of caudal middle frontal cortices and left lateral orbitofrontal cortex in exposed participants compared to controls. Conclusions Prenatal cocaine exposure may lead to subtle and regionally specific patterns of regional dysmorphology in the striatum and volumetric changes in the frontal lobes. The localized and bidirectional nature of effects may explain in part the contradictions in the existing literature.
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Affiliation(s)
- Florence Roussotte
- Department of Neurology, University of California, Los Angeles, CA, USA.
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21
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Riggins T, Cacic K, Buckingham-Howes S, Scaletti LA, Salmeron BJ, Black MM. Memory ability and hippocampal volume in adolescents with prenatal drug exposure. Neurotoxicol Teratol 2012; 34:434-41. [PMID: 22652523 PMCID: PMC3405159 DOI: 10.1016/j.ntt.2012.05.054] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2012] [Revised: 05/15/2012] [Accepted: 05/21/2012] [Indexed: 11/21/2022]
Abstract
The objective of the present study was to examine the influence of prenatal drug exposure (PDE) on memory performance and supporting brain structures (i.e., hippocampus) during adolescence. To achieve this goal, declarative memory ability and hippocampal volume were examined in a well-characterized sample of 138 adolescents (76 with a history of PDE and 62 from a non-exposed comparison group recruited from the same community, mean age=14 years). Analyses were adjusted for: age at time of the assessments, gender, IQ, prenatal exposure to alcohol and tobacco, and indices of early childhood environment (i.e., caregiver depression, potential for child abuse, and number of caregiver changes through 7 years of age). Results revealed that adolescents with a history of PDE performed worse on the California Verbal Learning Test-Child Version (CVLT-C), and story recall from the Children's Memory Scale (CMS), and had larger hippocampal volumes, even after covariate adjustment. Hippocampal volume was negatively correlated with memory performance on the CVLT-C, with lower memory scores associated with larger volumes. These findings provide support for long-term effects of PDE on memory function and point to neural mechanisms that may underlie these outcomes.
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22
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Liu J, Cohen RA, Gongvatana A, Sheinkopf SJ, Lester BM. Impact of prenatal exposure to cocaine and tobacco on diffusion tensor imaging and sensation seeking in adolescents. J Pediatr 2011; 159:771-5. [PMID: 21723565 PMCID: PMC3420810 DOI: 10.1016/j.jpeds.2011.05.020] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2010] [Revised: 03/24/2011] [Accepted: 05/13/2011] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To study white matter integrity with diffusion tensor imaging in adolescents with prenatal cocaine exposure, tobacco exposure, or both. STUDY DESIGN Subjects included 20 adolescents with prenatal cocaine exposure (15 with tobacco exposure) and 20 non-cocaine-exposed subjects (8 with tobacco exposure). Diffusion tensor imaging measures were assessed in 5 subregions of the corpus callosum. The Sensation Seeking Scale for Children was administered to evaluate behavioral inhibition. RESULTS No significant differences were found between the cocaine-exposed and non-cocaine-exposed groups in each subregion of the corpus callosum on measures of fractional anisotropy (FA) and mean diffusivity, although the cocaine-exposed group showed a trend (P = .06) toward higher FA in projections to the supplementary motor area and premotor cortex. Prenatal tobacco exposure was associated with decreased FA in the supplementary motor area and premotor cortex projections after adjustment for relevant co-variates (P = .03). Decreased FA was related to more sensation seeking in the adolescents who were prenatally exposed to tobacco. CONCLUSION Prenatal tobacco exposure could affect white matter integrity, which is related to sensation seeking in adolescents. Developmental neurotoxins might have differential influences on white matter maturation in adolescence.
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Affiliation(s)
- Jie Liu
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
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23
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Li Z, Santhanam P, Coles CD, Lynch ME, Hamann S, Peltier S, Hu X. Increased "default mode" activity in adolescents prenatally exposed to cocaine. Hum Brain Mapp 2011; 32:759-70. [PMID: 20690141 PMCID: PMC6869875 DOI: 10.1002/hbm.21059] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2009] [Revised: 03/04/2010] [Accepted: 03/07/2010] [Indexed: 11/11/2022] Open
Abstract
Prenatal cocaine exposure (PCE) is associated with attention/arousal dysregulation and possible inefficiencies in some cognitive functions. However, the neurobiological bases of these teratogenic effects have not been well characterized. Because activities in the default mode network (DMN) reflect intrinsic brain functions that are closely associated with arousal regulation and cognition, alterations in the DMN could underlie cognitive effects related to PCE. With resting-state and task activation functional magnetic resonance imaging (fMRI), this study investigated the possible PCE related changes in functional brain connectivity and brain activation in the DMN. In the resting state, the PCE group was found to have stronger functional connectivity in the DMN, as compared to the nonexposed controls. During a working memory task with emotional distracters, the PCE group exhibited less deactivation in the DMN and their fMRI signal was more increased by emotional arousal. These data revealed additional neural effects related to PCE, and consistent with previous findings, indicate that PCE may affect behavior and functioning by increasing baseline arousal and altering the excitatory/inhibitory balancing mechanisms involved in cognitive resource allocation.
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Affiliation(s)
- Zhihao Li
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta 30322, Georgia
| | - Priya Santhanam
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta 30322, Georgia
| | - Claire D. Coles
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta 30322, Georgia
| | - Mary Ellen Lynch
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta 30322, Georgia
| | - Stephan Hamann
- Department of Psychology, Emory University, Atlanta 30322, Georgia
| | - Scott Peltier
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta 30322, Georgia
| | - Xiaoping Hu
- Biomedical Imaging Technology Center, Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta 30322, Georgia
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24
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Deshpande G, Li Z, Santhanam P, Coles CD, Lynch ME, Hamann S, Hu X. Recursive cluster elimination based support vector machine for disease state prediction using resting state functional and effective brain connectivity. PLoS One 2010; 5:e14277. [PMID: 21151556 PMCID: PMC3000328 DOI: 10.1371/journal.pone.0014277] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2010] [Accepted: 11/17/2010] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND Brain state classification has been accomplished using features such as voxel intensities, derived from functional magnetic resonance imaging (fMRI) data, as inputs to efficient classifiers such as support vector machines (SVM) and is based on the spatial localization model of brain function. With the advent of the connectionist model of brain function, features from brain networks may provide increased discriminatory power for brain state classification. METHODOLOGY/PRINCIPAL FINDINGS In this study, we introduce a novel framework where in both functional connectivity (FC) based on instantaneous temporal correlation and effective connectivity (EC) based on causal influence in brain networks are used as features in an SVM classifier. In order to derive those features, we adopt a novel approach recently introduced by us called correlation-purged Granger causality (CPGC) in order to obtain both FC and EC from fMRI data simultaneously without the instantaneous correlation contaminating Granger causality. In addition, statistical learning is accelerated and performance accuracy is enhanced by combining recursive cluster elimination (RCE) algorithm with the SVM classifier. We demonstrate the efficacy of the CPGC-based RCE-SVM approach using a specific instance of brain state classification exemplified by disease state prediction. Accordingly, we show that this approach is capable of predicting with 90.3% accuracy whether any given human subject was prenatally exposed to cocaine or not, even when no significant behavioral differences were found between exposed and healthy subjects. CONCLUSIONS/SIGNIFICANCE The framework adopted in this work is quite general in nature with prenatal cocaine exposure being only an illustrative example of the power of this approach. In any brain state classification approach using neuroimaging data, including the directional connectivity information may prove to be a performance enhancer. When brain state classification is used for disease state prediction, our approach may aid the clinicians in performing more accurate diagnosis of diseases in situations where in non-neuroimaging biomarkers may be unable to perform differential diagnosis with certainty.
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Affiliation(s)
- Gopikrishna Deshpande
- Department of Electrical and Computer Engineering, Auburn University MRI Research Center, Auburn University, Auburn, Alabama, United States of America
| | - Zhihao Li
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
| | - Priya Santhanam
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
| | - Claire D. Coles
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Mary Ellen Lynch
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Stephan Hamann
- Department of Psychology, Emory University, Atlanta, Georgia, United States of America
| | - Xiaoping Hu
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, United States of America
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25
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Roussotte F, Soderberg L, Sowell E. Structural, metabolic, and functional brain abnormalities as a result of prenatal exposure to drugs of abuse: evidence from neuroimaging. Neuropsychol Rev 2010; 20:376-97. [PMID: 20978945 PMCID: PMC2988996 DOI: 10.1007/s11065-010-9150-x] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2010] [Accepted: 10/06/2010] [Indexed: 12/28/2022]
Abstract
Prenatal exposure to alcohol and stimulants negatively affects the developing trajectory of the central nervous system in many ways. Recent advances in neuroimaging methods have allowed researchers to study the structural, metabolic, and functional abnormalities resulting from prenatal exposure to drugs of abuse in living human subjects. Here we review the neuroimaging literature of prenatal exposure to alcohol, cocaine, and methamphetamine. Neuroimaging studies of prenatal alcohol exposure have reported differences in the structure and metabolism of many brain systems, including in frontal, parietal, and temporal regions, in the cerebellum and basal ganglia, as well as in the white matter tracts that connect these brain regions. Functional imaging studies have identified significant differences in brain activation related to various cognitive domains as a result of prenatal alcohol exposure. The published literature of prenatal exposure to cocaine and methamphetamine is much smaller, but evidence is beginning to emerge suggesting that exposure to stimulant drugs in utero may be particularly toxic to dopamine-rich basal ganglia regions. Although the interpretation of such findings is somewhat limited by the problem of polysubstance abuse and by the difficulty of obtaining precise exposure histories in retrospective studies, such investigations provide important insights into the effects of drugs of abuse on the structure, function, and metabolism of the developing human brain. These insights may ultimately help clinicians develop better diagnostic tools and devise appropriate therapeutic interventions to improve the condition of children with prenatal exposure to drugs of abuse.
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Affiliation(s)
- Florence Roussotte
- Developmental Cognitive Neuroimaging Group, Department of Neurology, University of California, Los Angeles, CA USA
- Interdepartmental Ph.D. Program for Neuroscience, University of California, Los Angeles, CA USA
| | - Lindsay Soderberg
- Developmental Cognitive Neuroimaging Group, Department of Neurology, University of California, Los Angeles, CA USA
| | - Elizabeth Sowell
- Developmental Cognitive Neuroimaging Group, Department of Neurology, University of California, Los Angeles, CA USA
- Interdepartmental Ph.D. Program for Neuroscience, University of California, Los Angeles, CA USA
- Developmental Cognitive Neuroimaging Group, Laboratory of Neuro Imaging, University of California, Los Angeles, 710 Westwood Plaza, Room 1-138, Los Angeles, CA 90095-7332 USA
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26
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Abstract
PURPOSE OF REVIEW Recent advances in neuroimaging methods have provided new ways of unravelling the complex interplay between genetic and environmental factors that influence functional brain development in the critical first years of life. This has allowed new insights into the effects that early adverse experience can exert on the brain later in life. We review recent progress in the characterization of those effects and underlying mechanisms through which adverse environment influences the neurocognitive development. RECENT FINDINGS Socioeconomic background may have a profound effect on structural and functional brain development, especially in the domains of language and prefrontal executive control. These effects are mediated by several factors: diet, quality of parental care, impoverished environment, prenatal exposure to toxic substances and so on. Other circumstances such as perinatal brain injury, early sensory deprivation or limb malformation may result in atypical functional organization of the brain and lasting cognitive impairment of certain functions. Early experience of maltreatment or institutionalized care may alter the development of the social brain, contributing to negative mental health outcomes, which may be partially reversed through early intervention programmes. SUMMARY Subsequent models of psychiatric disorder should take into account early risk factors and embrace developmental models at multiple levels of biological organization. There is a continuing need for the study of optimal environmental input during sensitive periods in brain development.
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27
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Abstract
The purpose of this article was to review follow up studies of children with prenatal drug exposure from preschool through adolescence. Specifically, the authors focus on the effects of prenatal exposure to cocaine, methamphetamine, and opiates on behavior and development. The largest number of studies have examined cocaine-exposed children. The authors identified 42 studies that suggest that there are unique effects of prenatal cocaine exposure on 4- to 13-year-old children, particularly in the areas of behavior problems, attention, language, and cognition. In addition, studies make reasonable attempts to control for possible confounding factors. Systematic research on the long-term effects of prenatal methamphetamine exposure is just beginning but seems to be showing similar effects to that of cocaine. The literature on the on the long-term effects of children with prenatal opiate exposure is more substantial than the methamphetamine literature but it is still relatively sparse and surprising in that there is little recent work. Thus, there are no studies on the current concerns with opiates used for prescription mediation. There is a growing literature using neuroimaging techniques to study the effects of prenatal drug exposure that holds promise for understanding brain/behavior relationships. In addition to pharmacological and teratogenic effects, drugs can also be viewed from a prenatal stressor model. The author discuss this "fetal origins" approach that involves fetal programming and the neuroendocrine system and the potential implications for adolescent brain and behavioral development.
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Affiliation(s)
- Barry M Lester
- Brown Center for the Study of Children at Risk, The Warren Alpert Medical School of Brown University, Women and Infants Hospital of Rhode Island, Providence, RI 02905, USA.
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28
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Beisteiner R, Klinger N, Höllinger I, Rath J, Gruber S, Steinkellner T, Foki T, Geissler A. How much are clinical fMRI reports influenced by standard postprocessing methods? An investigation of normalization and region of interest effects in the medial temporal lobe. Hum Brain Mapp 2010; 31:1951-66. [PMID: 20205247 DOI: 10.1002/hbm.20990] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Recent evidence has indicated that standard postprocessing methods such as template-based region of interest (ROI) definition and normalization of individual brains to a standard template may influence final outcome of functional magnetic resonance imaging investigations. Here, we provide the first comprehensive investigation into whether ROI definition and normalization may also change the clinical interpretation of patient data. A series of medial temporal lobe epilepsy patients were investigated with a clinical memory paradigm and individually delineated as well as template-based ROIs. Different metrics for activation quantification were applied. Results show that the application of template-based ROIs can significantly change the clinical interpretation of individual patient data. This relates to sensitivity for brain activation and hemispheric dominance. We conclude that individual ROIs should be defined on nontransformed functional data and that use of more than one metric for activation quantification is beneficial.
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Affiliation(s)
- Roland Beisteiner
- Study Group Clinical fMRI, Department of Neurology, Medical University of Vienna, Vienna, Austria.
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29
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Ackerman JP, Riggins T, Black MM. A review of the effects of prenatal cocaine exposure among school-aged children. Pediatrics 2010; 125:554-65. [PMID: 20142293 PMCID: PMC3150504 DOI: 10.1542/peds.2009-0637] [Citation(s) in RCA: 121] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
CONTEXT Studies through 6 years have shown no long-term direct effects of prenatal cocaine exposure (PCE) on children's physical growth, developmental test scores, or language outcomes. Little is known about the effects of PCE among school-aged children aged 6 years and older. OBJECTIVE We reviewed articles from studies that examined the effects of PCE on growth, cognitive ability, academic functioning, and brain structure and function among school-aged children. METHODS Articles were obtained by searching PubMed, Medline, TOXNET, and PsycInfo databases from January 1980 to December 2008 with the terms "prenatal cocaine exposure," "cocaine," "drug exposure," "substance exposure," "maternal drug use," "polysubstance," "children," "adolescent," "in utero," "pregnancy," "development," and "behavior." Criteria for inclusion were (1) empirical research on children aged 6 years and older prenatally exposed to cocaine, (2) peer-reviewed English-language journal, (3) comparison group, (4) longitudinal follow-up or historical prospective design, (5) masked assessment, (6) exclusion of subjects with serious medical disabilities, and (7) studies that reported nonredundant findings for samples used in multiple investigations. Thirty-two unique studies met the criteria. Each article was independently abstracted by 2 authors to obtain sample composition, methods of PCE assessment, study design, comparison groups, dependent variables, covariates, and results. RESULTS Associations between PCE and growth, cognitive ability, academic achievement, and language functioning were small and attenuated by environmental variables. PCE had significant negative associations with sustained attention and behavioral self-regulation, even with covariate control. Although emerging evidence suggests PCE-related alterations in brain structure and function, interpretation is limited by methodologic inconsistencies. CONCLUSIONS Consistent with findings among preschool-aged children, environmental variables play a key role in moderating and explaining the effects of PCE on school-aged children's functioning. After controlling for these effects, PCE-related impairments are reliably reported in sustained attention and behavioral self-regulation among school-aged children.
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Affiliation(s)
- John P. Ackerman
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, Maryland
| | - Tracy Riggins
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, Maryland
| | - Maureen M. Black
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, Maryland
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Abstract
The neuropsychological network is a complex structure. To identify processes location and network capacity the brain imaging techniques together and in combination with other neuropsychological techniques and the expanding of well elaborated designs provide us with a multidimensional understanding, and contributes to the understanding of each illicit drug's character, which is of importance in designing of new treatment programs and clinical practice. Cannabis, MDMA, amphetamine, cocaine, and heroin abusers display both acute effects and chronic effects, deficits in attention, memory, and executive functioning. These deficits may last beyond the period of intoxication and cumulate with years of use. Cannabis users may recruit an alternative neural network as a compensatory mechanism during performance of tasks of attention. There is some evidence indicating the detrimental effects of cannabis on the maturing adolescent brain. Stimulant dependence is characterized by a distributed alteration of functional activation. Attenuated anterior and posterior cingulate activation, reduced inferior frontal and dorsolateral prefrontal cortex activation, and altered posterior parietal activation point towards an inadequate demand-specific processing of information. On an individual level they exhibit process-related brain activation differences that are consistent with a shift from context-specific, effortful processing to more stereotyped, habitual response generation. Finally, opiate use appears to decrease the ability to shift cognitive set and inhibit inappropriate response tendencies.
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Affiliation(s)
- Thomas Lundqvist
- Drug Addiction Treatment Centre, Lund University hospital, Lund, SE-22185, Sweden.
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31
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Prenatal cocaine exposure alters emotional arousal regulation and its effects on working memory. Neurotoxicol Teratol 2009; 31:342-8. [PMID: 19699795 DOI: 10.1016/j.ntt.2009.08.005] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2008] [Revised: 07/17/2009] [Accepted: 08/11/2009] [Indexed: 11/20/2022]
Abstract
While prenatal cocaine exposure (PCE) has been associated with arousal dysregulation and attentional impairments in both human and animal studies, the neurobiological bases of these teratogenic effects have not been well characterized. In the current study, we report functional neuroimaging observations of these effects in exposed youth. Using functional magnetic resonance imaging (fMRI), we embedded task-irrelevant emotional distracters in a working memory task to examine the interaction of emotional arousal and memory in 33 PCE and 23 non-exposed adolescents. Though with similar behavioral performance, the two groups exhibited different activation patterns associated with emotion-memory interactions. On the one hand, higher memory load attenuated emotion-related amygdala activation in controls but not in the exposed adolescents; on the other hand, prefrontal activation associated with memory load decreased in the presence of emotional distraction in the controls but increased in the exposed group. These group interaction differences suggest neurobiological substrates for arousal-associated neuronal alterations related to prenatal cocaine exposure. Consistent with previous findings in behavioral and physiological studies, the present neuroimaging data provided more in-depth evidence supporting the view that PCE has significant long-term teratogenic effect on arousal regulation system.
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32
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Rao H, Betancourt L, Giannetta JM, Brodsky NL, Korczykowski M, Avants BB, Gee JC, Wang J, Hurt H, Detre JA, Farah MJ. Early parental care is important for hippocampal maturation: evidence from brain morphology in humans. Neuroimage 2009; 49:1144-50. [PMID: 19595774 DOI: 10.1016/j.neuroimage.2009.07.003] [Citation(s) in RCA: 127] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2008] [Revised: 06/16/2009] [Accepted: 07/01/2009] [Indexed: 11/19/2022] Open
Abstract
The effects of early life experience on later brain structure and function have been studied extensively in animals, yet the relationship between childhood experience and normal brain development in humans remains largely unknown. Using a unique longitudinal data set including ecologically valid in-home measures of early experience during childhood (at age 4 and 8 years) and high-resolution structural brain imaging during adolescence (mean age 14 years), we examined the effects on later brain morphology of two dimensions of early experience: parental nurturance and environmental stimulation. Parental nurturance at age 4 predicts the volume of the left hippocampus in adolescence, with better nurturance associated with smaller hippocampal volume. In contrast, environmental stimulation did not correlate with hippocampal volume. Moreover, the association between hippocampal volume and parental nurturance disappears at age 8, supporting the existence of a sensitive developmental period for brain maturation. These findings indicate that variation in normal childhood experience is associated with differences in brain morphology, and hippocampal volume is specifically associated with early parental nurturance. Our results provide neuroimaging evidence supporting the important role of warm parental care during early childhood for brain maturation.
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Affiliation(s)
- Hengyi Rao
- Center for Functional Neuroimaging, University of Pennsylvania, Philadelphia, PA 19104, USA.
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33
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Derauf C, Kekatpure M, Neyzi N, Lester B, Kosofsky B. Neuroimaging of children following prenatal drug exposure. Semin Cell Dev Biol 2009; 20:441-54. [PMID: 19560049 PMCID: PMC2704485 DOI: 10.1016/j.semcdb.2009.03.001] [Citation(s) in RCA: 98] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2008] [Revised: 03/02/2009] [Accepted: 03/03/2009] [Indexed: 11/17/2022]
Abstract
Recent advances in MR-based brain imaging methods have provided unprecedented capabilities to visualize the brain. Application of these methods has allowed identification of brain structures and patterns of functional activation altered in offspring of mothers who used licit (e.g., alcohol and tobacco) and illicit (e.g., cocaine, methamphetamine, and marijuana) drugs during pregnancy. Here we review that literature, which though somewhat limited by the complexities of separating the specific effects of each drug from other confounding variables, points to sets of interconnected brain structures as being altered following prenatal exposure to drugs of abuse. In particular, dopamine-rich cortical (e.g., frontal cortex) and subcortical (e.g., basal ganglia) fetal brain structures show evidence of vulnerability to intrauterine drug exposure suggesting that during brain development drugs of abuse share a specific profile of developmental neurotoxicity. Such brain malformations may shed light on mechanisms underlying prenatal drug-induced brain injury, may serve as bio-markers of significant intrauterine drug exposure, and may additionally be predictors of subsequent neuro-developmental compromise. Wider clinical use of these research-based non-invasive methods will allow for improved diagnosis and allocation of therapeutic resources for affected infants, children, and young adults.
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Affiliation(s)
- Chris Derauf
- John A. Burns School of Medicine, University of Hawaii, Honolulu, HI
| | - Minal Kekatpure
- Department of Pediatrics, New York Presbyterian Hospital, Weill Medical College of Cornell University, New York, NY
| | - Nurunisa Neyzi
- Department of Pediatrics, New York Presbyterian Hospital, Weill Medical College of Cornell University, New York, NY
| | - Barry Lester
- Brown Center for the Study of Children at Risk, Warren Alpert Medical School of Brown University and Women and Infants’ Hospital, Providence, RI
| | - Barry Kosofsky
- Department of Pediatrics, New York Presbyterian Hospital, Weill Medical College of Cornell University, New York, NY
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34
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Sheinkopf SJ, Lester BM, Sanes JN, Eliassen JC, Hutchison ER, Seifer R, Lagasse LL, Durston S, Casey BJ. Functional MRI and response inhibition in children exposed to cocaine in utero. Preliminary findings. Dev Neurosci 2009; 31:159-66. [PMID: 19372696 DOI: 10.1159/000207503] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2008] [Accepted: 10/20/2008] [Indexed: 11/19/2022] Open
Abstract
This study investigated the potential long-term effects of cocaine exposure on brain functioning using fMRI in school-aged children. The sample included 12 children with prenatal cocaine exposure and 12 non-exposed children (8-9 years old). Groups did not differ on IQ, socioeconomic status, or perinatal risk factors. A response inhibition task was administered during an fMRI scan using a 1.5-T MRI system. Task performance did not differentiate groups, but groups were differentiated by patterns of task-related brain activity. Cocaine-exposed children showed greater activation in the right inferior frontal cortex and caudate during response inhibition, whereas non-exposed children showed greater activations in temporal and occipital regions. These preliminary findings suggest that prenatal cocaine may affect the development of brain systems involved in the regulation of attention and response inhibition.
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Affiliation(s)
- Stephen J Sheinkopf
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, RI 02905, USA.
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