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Leusin F, Damiano RF, Mendes LST, Hoffmann MS, Manfro AG, Pan PM, Gadelha A, de Jesus Mari J, Manfro GG, Miguel EC, Rohde LA, Bressan RA, Salum GA. Perinatal and neonatal factors and mental disorders in children and adolescents: looking for the contributions of the early environment to common and dissociable aspects of psychopathology. Eur Child Adolesc Psychiatry 2024:10.1007/s00787-024-02402-0. [PMID: 38519607 DOI: 10.1007/s00787-024-02402-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 02/17/2024] [Indexed: 03/25/2024]
Abstract
High rates of co-occurrence of mental disorders have been hypothesized to represent a result of common susceptibility to overall psychopathology. The purpose of this study is to test the hypothesis that commonalities among psychiatric disorders might be partially driven by sharable perinatal and neonatal environmental factors for mental disorders. Participants were 6-14 years of age children and their parents. Primary caregivers provided data on perinatal and neonatal information assessed retrospectively (n = 2231). Psychiatric disorders diagnoses were assessed using the Development and Well Being Behavior Assessment (DAWBA). We used bifactor models to disentangle common from dissociable aspects of psychopathology. These models allow modeling psychiatric disorders as the result of a common domain of psychopathology (p-factor) and three dissociable domains (fear, distress, and externalizing symptoms). Associations were tested using linear and tobit regression models. The p-factor was associated with male sex, low socioeconomic status, gestational smoking, gestational drinking, low levels of maternal education and presence of mental disorder in the mother. Associations with specific factors also emerged suggesting some risk factors might also have some role for fear, distress and externalizing factors. Our study supports the hypothesis that overall susceptibility to psychopathology might be partially driven by sharable perinatal and neonatal factors.
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Affiliation(s)
- Fabiane Leusin
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Rodolfo Furlan Damiano
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.
- Instituto de Psiquiatria da Faculdade de Medicina da USP, Rua Ovídio Pires de Campos, 785-Cerqueira César, São Paulo, SP, 05403-903, Brazil.
| | - Lorenna Sena Teixeira Mendes
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Maurício Scopel Hoffmann
- Department of Neuropsychiatry, Universidade Federal de Santa Maria (UFSM), Camobi, Brazil
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Mental Health Epidemiology Group (MHEG), Universidade Federal de Santa Maria, Santa Maria, RS, Brazil
- London School of Economics and Political Science, Care Policy and Evaluation Centre, London, UK
| | - Arthur Gus Manfro
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Departamento de Psiquiatria da Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Departamento de Psiquiatria da Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Jair de Jesus Mari
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Departamento de Psiquiatria da Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Gisele Gus Manfro
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Eurípedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Instituto de Psiquiatria da Faculdade de Medicina da USP, Rua Ovídio Pires de Campos, 785-Cerqueira César, São Paulo, SP, 05403-903, Brazil
| | - Luis Augusto Rohde
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Departamento de Psiquiatria da Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Section On Negative Affect and Social Process, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
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Hoffmann MS, Moore TM, Axelrud LK, Tottenham N, Pan PM, Miguel EC, Rohde LA, Milham MP, Satterthwaite TD, Salum GA. An Evaluation of Item Harmonization Strategies Between Assessment Tools of Psychopathology in Children and Adolescents. Assessment 2024; 31:502-517. [PMID: 37042304 DOI: 10.1177/10731911231163136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
Abstract
Data aggregation in mental health is complicated by using different questionnaires, and little is known about the impact of item harmonization strategies on measurement precision. Therefore, we aimed to assess the impact of various item harmonization strategies for a target and proxy questionnaire using correlated and bifactor models. Data were obtained from the Brazilian High-Risk Study for Mental Conditions (BHRCS) and the Healthy Brain Network (HBN; N = 6,140, ages 5-22 years, 39.6% females). We tested six item-wise harmonization strategies and compared them based on several indices. The one-by-one (1:1) expert-based semantic item harmonization presented the best strategy as it was the only that resulted in scalar-invariant models for both samples and factor models. The between-questionnaires factor correlation, reliability, and factor score difference in using a proxy instead of a target measure improved little when all other harmonization strategies were compared with a completely at-random strategy. However, for bifactor models, between-questionnaire specific factor correlation increased from 0.05-0.19 (random item harmonization) to 0.43-0.60 (expert-based 1:1 semantic harmonization) in BHRCS and HBN samples, respectively. Therefore, item harmonization strategies are relevant for specific factors from bifactor models and had little impact on p-factors and first-order correlated factors when the child behavior checklist (CBCL) and strengths and difficulties questionnaire (SDQ) were harmonized.
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Affiliation(s)
- Maurício Scopel Hoffmann
- Universidade Federal de Santa Maria, Brazil
- Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- London School of Economics and Political Science, UK
| | | | | | | | - Pedro Mario Pan
- Universidade Federal de São Paulo, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Eurípedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Universidade de São Paulo, Brazil
| | - Luis Augusto Rohde
- Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Michael Peter Milham
- Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY, USA
- Child Mind Institute, New York, NY, USA
| | | | - Giovanni Abrahão Salum
- Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
- Child Mind Institute, New York, NY, USA
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Hoffmann MS, Pine DS, Georgiades K, Szatmari P, Miguel EC, Pan PM, Gadelha A, Rohde LA, Merikangas KR, Milham MP, Satterthwaite TD, Salum GA. Comparing mental health semi-structured diagnostic interviews and symptom checklists to predict poor life outcomes: an 8-year cohort study from childhood to young adulthood in Brazil. Lancet Glob Health 2024; 12:e79-e89. [PMID: 37980914 PMCID: PMC10716620 DOI: 10.1016/s2214-109x(23)00462-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 09/13/2023] [Accepted: 09/28/2023] [Indexed: 11/21/2023]
Abstract
BACKGROUND Semi-structured diagnostic interviews and symptom checklists present similar internal reliability. We aim to investigate whether they differ in predicting poor life outcomes in the transition from childhood to young adulthood. METHODS For this longitudinal study, we used data from the Brazilian High Risk Cohort Study for Childhood Mental Health Conditions. Eligible participants were aged 6-14 years on the day of study enrolment (January to February, 2010) and were enrolled in public schools by a biological parent in Porto Alegre and São Paulo, Brazil. 2511 young people and their caregivers were assessed at baseline in 2010-11, and 1917 were assessed 8 years later (2018-19; 76·3% retention). Clinical thresholds were derived using semi-structured parent-report interview based on the Diagnostic and Statistical Manual of Mental Disorders, according to the Developmental and Well-being Assessment (DAWBA), and clinical scores as defined by the Child Behavior Checklist (CBCL; T-score ≥70 considered positive caseness). At 8 years, participants were assessed for a composite life-threatening outcome (a composite of death, suicide attempts, severe self-harm, psychiatric inpatient admission, or emergency department visits) and a composite poor life chances outcome (a composite of any criminal conviction, substance misuse, or school dropout). We evaluated the accuracy of DAWBA and CBCL to predict these outcomes. Logistic regression models were adjusted for age, sex, race or ethnicity, study site, and socioeconomic class. FINDINGS DAWBA and CBCL had similar sensitivity, specificity, predictive values, and test accuracy for both composite outcomes and their components. Any mental health problem, as classified by DAWBA and CBCL, was independently associated with the composite life-threatening outcome (DAWBA adjusted odds ratio 1·62, 95% CI 1·20-2·18; CBCL 1·66, 1·19-2·30), but only CBCL independently predicted poor life chances (1·56, 1·19-2·04). Participants classified by both approaches did not have higher odds of the life-threatening outcome when compared with participants classified by DAWBA or CBCL alone, nor for the poor life chances outcome when compared with those classified by CBCL alone. INTERPRETATION Classifying children and adolescents based on a semi-structured diagnostic interview was not statistically different to symptom checklist in terms of test accuracy and predictive validity for relevant life outcomes. Classification based on symptom checklist might be a valid alternative to costly and time-consuming methods to identify young people at risk for poor life outcomes. FUNDING Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo; and Medical Research Council, European Research Council. TRANSLATION For the Portuguese translation of the abstract see Supplementary Materials section.
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Affiliation(s)
- Mauricio Scopel Hoffmann
- Department of Neuropsychiatry and Mental Health Epidemiology Group (MHEG), Universidade Federal de Santa Maria, Santa Maria, Brazil; Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; Care Policy and Evaluation Centre, London School of Economics and Political Science, London, UK.
| | - Daniel S Pine
- Section on Developmental Affective Neuroscience, National Institute of Mental Health, Bethesda, MD, USA
| | - Katholiki Georgiades
- Department of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada
| | - Peter Szatmari
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada; Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada; Department of Psychiatry, University of Toronto Faculty of Medicine, Toronto, ON, Canada
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Universidade de São Paulo, São Paulo, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Laboratório Interdisciplinar de Neurociências Clínicas, Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Luis Augusto Rohde
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; Department of Psychiatry and Legal Medicine, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Kathleen Ries Merikangas
- Genetic Epidemiology Research Branch, National Institute of Mental Health Intramural Research Program, Bethesda, MD, USA
| | - Michael Peter Milham
- Nathan S Kline Institute for Psychiatric Research, Orangeburg, NY, USA; Child Mind Institute, New York, NY, USA
| | - Theodore Daniel Satterthwaite
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA; Lifespan Informatics and Neuroimaging Center, Philadelphia, PA, USA
| | - Giovanni Abrahão Salum
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; Department of Psychiatry and Legal Medicine, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Child Mind Institute, New York, NY, USA
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Grevet LT, Teixeira DS, Pan PM, Jackowski AP, Zugman A, Miguel EC, Rohde LA, Salum GA. The association between duration of breastfeeding and the trajectory of brain development from childhood to young adulthood: an 8-year longitudinal study. Eur Child Adolesc Psychiatry 2023:10.1007/s00787-023-02283-9. [PMID: 37650992 DOI: 10.1007/s00787-023-02283-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Accepted: 08/14/2023] [Indexed: 09/01/2023]
Abstract
Breastfeeding has been associated with several short- and long-term health benefits, including positive cognitive and behavioral outcomes. However, the impact of breastfeeding on structural brain development over time remains unclear. We aimed to assess the association between breastfeeding duration in childhood and the developmental trajectory of overall cortical thickness, cortical area, and total intracranial volume during the transition from childhood to early adulthood. Participants included 670 children and adolescents with 1326 MRI scans acquired over 8 years from the Brazilian High-Risk Cohort for Mental Conditions (BHRCS). Breastfeeding was assessed using a questionnaire answered by the parents. Brain measures were estimated using MRI T1-weighted images at three time points, with 3-year intervals. Data were evaluated using generalized additive models adjusted for multiple confounders. We found that a longer breastfeeding duration was directly associated with higher global cortical thickness in the left (edf = 1.0, F = 6.07, p = 0.01) and right (edf = 1.0, F = 4.70, p = 0.03) hemispheres. For the total intracranial volume, we found an interaction between duration of breastfeeding and developmental stage (edf = 1.0, F = 6.81, p = 0.009). No association was found between breastfeeding duration and brain area. Our study suggests that the duration of breastfeeding impacts overall cortical thickness and the development of total brain volume, but not area. This study adds to the evidence on the potential impact of breastfeeding on brain development and provides relevant insights into the mechanisms by which breastfeeding might confer cognitive and mental health benefits.
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Affiliation(s)
- Laura Tietzmann Grevet
- Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS), School of Medicine, Avenida Ipiranga, 6681-Partenon, Porto Alegre, Rio Grande do Sul, 90619-900, Brazil.
| | - Danielle Soares Teixeira
- Hospital de Clínicas de Porto Alegre (HCPA), Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- Universidade Federal de São Paulo (UNIFESP), Iterdisciplinary Lab for Clinical Neurosciences (LiNC), São Paulo, SP, Brazil
| | - Andrea Parolin Jackowski
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- Universidade Federal de São Paulo (UNIFESP), Iterdisciplinary Lab for Clinical Neurosciences (LiNC), São Paulo, SP, Brazil
| | - André Zugman
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- Universidade Federal de São Paulo (UNIFESP), Iterdisciplinary Lab for Clinical Neurosciences (LiNC), São Paulo, SP, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- Department and Institute of Psychiatry, Universidade de São Paulo (USP), São Paulo, SP, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- ADHD Outpatient Program and Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
- Child Mind Institute, New York, NY, USA
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Costardi CG, D'agostini ACC, Pan PM, Bressan RA. Digital mental health interventions for school teachers - A narrative review. Early Interv Psychiatry 2023; 17:749-758. [PMID: 37041728 DOI: 10.1111/eip.13431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 12/31/2022] [Accepted: 03/28/2023] [Indexed: 04/13/2023]
Abstract
AIM School teachers face the paradox of being in a privileged position to act in youth mental health prevention, but in a vulnerable position for not receiving adequate training and personal support. Digital interventions can provide unexpensive tools and narrow this gap in a large scale without major structural changes. We aimed to synthesize the evidence for digital mental health interventions for school teachers. METHODS Studies published from any date until August 2022 were identified through a literature search of the MEDLINE, Embase, ScIELO, and Cochrane Central databases. The studies included evaluated digital interventions targeting school teachers to deal with their own mental health or to assist them in the management of students' mental health. Studies that addressed school-based digital mental health interventions, but directly targeted students, parents, or specifically other professionals were not included. RESULTS The literature search retrieved 5626 hits and several interventions were described, but only 11 studies fulfilled the inclusion criteria, none of which focused on teachers' mental health. There was some evidence that these interventions improved knowledge about general or specific topics in mental health, and most studies also reported gains in preparedness, confidence, and attitudes towards mental health. CONCLUSIONS The studies identified in this review provide initial support for teacher-focused mental health digital interventions. However, we discuss limitations regarding study designs and data quality. We also discuss barriers, challenges, and the need for effective evidence-based interventions.
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Affiliation(s)
- Carlos Gustavo Costardi
- Laboratório Interdisciplinar de Neurociências Clínicas (LiNC), Departamento de Psiquiatria, Escola Paulista de Medicina, Universidade Federal de São Paulo (EPM-UNIFESP), São Paulo, Brazil
- Instituto Ame Sua Mente (IASM), São Paulo, Brazil
| | | | - Pedro Mario Pan
- Laboratório Interdisciplinar de Neurociências Clínicas (LiNC), Departamento de Psiquiatria, Escola Paulista de Medicina, Universidade Federal de São Paulo (EPM-UNIFESP), São Paulo, Brazil
- Instituto Ame Sua Mente (IASM), São Paulo, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Laboratório Interdisciplinar de Neurociências Clínicas (LiNC), Departamento de Psiquiatria, Escola Paulista de Medicina, Universidade Federal de São Paulo (EPM-UNIFESP), São Paulo, Brazil
- Instituto Ame Sua Mente (IASM), São Paulo, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, Brazil
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Mendes SL, Pinaya WHL, Pan PM, Jackowski AP, Bressan RA, Sato JR. Publisher Correction: Generalizability of 3D CNN models for age estimation in diverse youth populations using structural MRI. Sci Rep 2023; 13:8025. [PMID: 37198393 DOI: 10.1038/s41598-023-35101-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023] Open
Affiliation(s)
- Sergio Leonardo Mendes
- Center of Mathematics, Computing, and Cognition, Universidade Federal Do ABC, Rua Arcturus N. 03, São Bernardo Do Campo, SP, 09606-070, Brazil
| | | | - Pedro Mario Pan
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
| | - Andrea Parolin Jackowski
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
- Department of Education, ICT and Learning, Østfold University College, Halden, Norway
| | - Rodrigo Affonseca Bressan
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
| | - João Ricardo Sato
- Center of Mathematics, Computing, and Cognition, Universidade Federal Do ABC, Rua Arcturus N. 03, São Bernardo Do Campo, SP, 09606-070, Brazil
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Mendes SL, Pinaya WHL, Pan PM, Jackowski AP, Bressan RA, Sato JR. Generalizability of 3D CNN models for age estimation in diverse youth populations using structural MRI. Sci Rep 2023; 13:6886. [PMID: 37106035 PMCID: PMC10140022 DOI: 10.1038/s41598-023-33920-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 04/20/2023] [Indexed: 04/29/2023] Open
Abstract
Recently, several studies have investigated the neurodevelopment of psychiatric disorders using brain data acquired via structural magnetic resonance imaging (sMRI). These analyses have shown the potential of sMRI data to provide a relatively precise characterization of brain structural biomarkers. Despite these advances, a relatively unexplored question is how reliable and consistent a model is when assessing subjects from other independent datasets. In this study, we investigate the performance and generalizability of the same model architecture trained from distinct datasets comprising youths in diverse stages of neurodevelopment and with different mental health conditions. We employed models with the same 3D convolutional neural network (CNN) architecture to assess autism spectrum disorder (ASD), attention deficit hyperactivity disorder (ADHD), brain age, and a measure of dimensional psychopathology, the Child Behavior Checklist (CBCL) total score. The investigated datasets include the Autism Brain Imaging Data Exchange II (ABIDE-II, N = 580), Attention Deficit Hyperactivity Disorder (ADHD-200, N = 922), Brazilian High-Risk Cohort Study (BHRCS, N = 737), and Adolescent Brain Cognitive Development (ABCD, N = 11,031). Models' performance and interpretability were assessed within each dataset (for diagnosis tasks) and inter-datasets (for age estimation). Despite the demographic and phenotypic differences of the subjects, all models presented significant estimations for age (p value < 0.001) within and between datasets. In addition, most models showed a moderate to high correlation in age estimation. The results, including the models' brain regions of interest (ROI), were analyzed and discussed in light of the youth neurodevelopmental structural changes. Among other interesting discoveries, we found that less confounded training datasets produce models with higher generalization capacity.
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Affiliation(s)
- Sergio Leonardo Mendes
- Center of Mathematics, Computing, and Cognition, Universidade Federal Do ABC, Rua Arcturus N. 03, São Bernardo Do Campo, SP, 09606-070, Brazil
| | | | - Pedro Mario Pan
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
| | - Andrea Parolin Jackowski
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
- Department of Education, ICT and Learning, Østfold University College, Halden, Norway
| | - Rodrigo Affonseca Bressan
- Escola Paulista de Medicina, Universidade Federal de São Paulo, R. Maj. Maragliano (UNIFESP), 241-Vila Mariana, São Paulo, SP, 04017-030, Brazil
| | - João Ricardo Sato
- Center of Mathematics, Computing, and Cognition, Universidade Federal Do ABC, Rua Arcturus N. 03, São Bernardo Do Campo, SP, 09606-070, Brazil
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Leffa DT, Caye A, Belangero SI, Gadelha A, Pan PM, Salum GA, Rohde LA. The synergistic effect of genetic and environmental factors in the development of attention-deficit/hyperactivity disorder symptoms in children and adolescents. Dev Psychopathol 2023:1-11. [PMID: 37092659 DOI: 10.1017/s0954579423000366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
Gene-environment interactions (GxE) have been increasingly explored in psychiatry but with low replication rates. Attention-deficit/hyperactivity disorder (ADHD) is a suitable candidate for studying GxE due to its high heritability and well-defined environmental risk factors. Here, we explored GxE using polygenic risk score (PRS) to represent the genetic liability to ADHD (ADHD-PRS) and environmental risk score (ERS) to represent the combined effects of environmental risk factors. We analyzed longitudinal data of 2,046 individuals (6-14 years of age at baseline and 14-23 at the last follow-up) from the Brazilian High-Risk Cohort Study for Psychiatric Disorders. Psychiatric evaluation included the Child Behavior Checklist and the Strength and Difficulties Questionnaire. Statistical analyses were performed using mixed-effects models. We observed statistically significant interactions between ADHD-PRS and ERS, suggesting that environmental and genetic factors act synergistically in the development of ADHD symptoms. These effects were not present for depression or anxiety symptoms. No evidence of GxE correlation was detected. Mechanistically, our findings suggest that environmental stressors modulate the genetic risk for ADHD. Future studies should investigate whether the reduction of environmental risks can prevent the development of symptoms of ADHD, especially in children with a family history of the disorder.
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Affiliation(s)
- Douglas Teixeira Leffa
- ADHD Outpatient Program & Development Psychiatry Program, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Arthur Caye
- ADHD Outpatient Program & Development Psychiatry Program, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Sintia I Belangero
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
- Laboratory of Integrative Neuroscience (LiNC), Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- Laboratory of Integrative Neuroscience (LiNC), Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Section on Negative Affect and Social Processes, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | - Luis Augusto Rohde
- ADHD Outpatient Program & Development Psychiatry Program, Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Advisory council, Medical School, UNIEDUK, Indaiatuba, Brazil
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Damiano RF, Hoffmann MS, Gosmann NP, Pan PM, Miguel EC, Salum GA. Translating measurement into practice: Brazilian norms for the Patient Health Questionnaire (PHQ-9) for assessing depressive symptoms. Braz J Psychiatry 2023; 45. [PMID: 36934346 PMCID: PMC10668311 DOI: 10.47626/1516-4446-2022-2945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 02/22/2023] [Indexed: 03/20/2023]
Abstract
OBJECTIVE To provide practical norms for measuring depressive symptoms using the Patient Health Questionnaire 9 (PHQ-9) in Brazil using a state-of-art psychometrics analysis. METHODS We used a large and representative Brazilian dataset from the 'Pesquisa Nacional de Saúde - 2019'(PNS-2019), which includes 90,846 Brazilian citizens. First, to assess the scale structure, we assessed the unidimensional model using Confirmatory Factor Analysis (CFA). Second, we used Item Response Theory (IRT) to characterize depressive symptoms´ distribution. Then, we linked summed- and meanbased PHQ-9 scores with the IRT-based score by using generalized additive models. Finally, we generated percentiles, T scores, and a newly developed score, called D scores (decimal scores), to describe the PHQ-9 norms for Brazilian population. RESULTS CFA revealed a good fit to the unidimensional model, showing to be invariant to age and sex. IRT captured item-level information of the latent trait (reliable from 1 to 3 standard deviations above the mean). Brazilian norms were presented using summed-, T-scores, and D-scores. CONCLUSIONS This is the first study to define Brazilian´s norms for the PHQ-9 among a large representative sample, using robust psychometric tools. More precise PHQ-9 scores are now available and may be widely used in primary and specialized clinical care settings.
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Affiliation(s)
- Rodolfo Furlan Damiano
- Departamento de Psiquiatria, Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Maurício Scopel Hoffmann
- Departamento de Neuropsiquiatria, Universidade Federal de Santa Maria, Santa Maria, RS, Brazil
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, UK
- Programa de Pós-Graduação em Psiquiatria e Ciências do Comportamento, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil
| | - Natan Pereira Gosmann
- Programa de Pós-Graduação em Psiquiatria e Ciências do Comportamento, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil
- Seção de Afeto Negativo e Processos Sociais, Hospital de Clínicas de Porto Alegre, UFRGS, Porto Alegre, RS, Brazil
- Programa Ambulatorial de Transtornos de Ansiedade, Hospital de Clínicas de Porto Alegre, UFRGS, Porto Alegre, RS, Brazil
| | - Pedro Mario Pan
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, SP, Brazil
| | - Eurípedes Constantino Miguel
- Departamento de Psiquiatria, Instituto de Psiquiatria, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Giovanni Abrahão Salum
- Programa de Pós-Graduação em Psiquiatria e Ciências do Comportamento, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil
- Seção de Afeto Negativo e Processos Sociais, Hospital de Clínicas de Porto Alegre, UFRGS, Porto Alegre, RS, Brazil
- Departamento de Psiquiatria e Medicina Legal, UFRGS, Porto Alegre, RS, Brazil
- Child Mind Institute, New York, NY, USA
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10
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Roza TH, Rabelo-da-Ponte FD, Spritzer DT, Hoffmann MS, Massuda R, Salum GA, Miguel EC, Rohde LA, Pan PM, Kessler FHP, Gadelha A, Passos IC. Depression in mothers at childhood: Direct and indirect association with problematic gaming in late adolescence/young adulthood. J Psychiatr Res 2023; 159:14-21. [PMID: 36652752 DOI: 10.1016/j.jpsychires.2023.01.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 12/06/2022] [Accepted: 01/10/2023] [Indexed: 01/12/2023]
Abstract
OBJECTIVES Little is known about the relationship between depression in mothers and problematic gaming in their children. Therefore, we aimed to investigate the potential role of mothers' depression in childhood as a risk factor for problematic gaming in their offspring in late adolescence/young adulthood. METHODS We assessed data from 1557 participants on three waves (T0 collected in 2010/2011, T1 in 2013/2014, and T2 in 2018/2019) of a large Brazilian school-based cohort. Mother's depression at T0 was tested as a predictor of problematic gaming at T2 in a logistic regression model. In mediation analyses, we individually assessed internalizing or externalizing disorders at T1 as mediators in this association, with participants' sex being tested as a moderator in both models. Inverse probability weights were used to account for sample attrition at T2. All models were adjusted for maternal and participant-related covariates. RESULTS Mother's depression at T0 was significantly associated with problematic gaming at T2 (OR = 2.09, p < 0.001) even after adjusting for multiple confounding factors. The presence of any internalizing disorder at T1 was a partial mediator of this relationship, accounting for 8.18% (p = 0.032) of the total effect, while the presence of any externalizing disorder at T1 was not a significant mediator. Participants' sex was not a significant moderator in mediation models. CONCLUSIONS These findings suggest mother's depression in childhood as a risk factor for problematic gaming in later developmental stages, which may be partially mediated by internalizing psychopathology.
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Affiliation(s)
- Thiago Henrique Roza
- Laboratory of Molecular Psychiatry, Centro de Pesquisa Experimental (CPE) and Centro de Pesquisa Clínica (CPC), Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, RS, Brazil; Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil.
| | - Francisco Diego Rabelo-da-Ponte
- Laboratory of Molecular Psychiatry, Centro de Pesquisa Experimental (CPE) and Centro de Pesquisa Clínica (CPC), Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, RS, Brazil; Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil; Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom.
| | - Daniel Tornaim Spritzer
- Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil.
| | - Maurício Scopel Hoffmann
- Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil; Department of Neuropsychiatry, Universidade Federal de Santa Maria (UFSM), Santa Maria, RS, Brazil; Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom; Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil.
| | - Raffael Massuda
- Department of Psychiatry, Universidade Federal do Paraná (UFPR), Curitiba, PR, Brazil.
| | - Giovanni Abrahão Salum
- Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil; Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil.
| | - Euripedes Constantino Miguel
- Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil; Department of Psychiatry, School of Medicine, Universidade de São Paulo (USP), São Paulo, SP, Brazil.
| | - Luis Augusto Rohde
- Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil; Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil; ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, RS, Brazil.
| | - Pedro Mario Pan
- Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil; Department of Psychiatry, Escola Paulista de Medicina, Universidade Federal de São Paulo (Unifesp), São Paulo, SP, Brazil.
| | - Felix Henrique Paim Kessler
- Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil.
| | - Ary Gadelha
- Instituto Nacional de Psiquiatria do Desenvolvimento (INPD), São Paulo, SP, Brazil; Department of Psychiatry, Escola Paulista de Medicina, Universidade Federal de São Paulo (Unifesp), São Paulo, SP, Brazil; Programa de Esquizofrenia (PROESQ), Department of Psychiatry, Escola Paulista de Medicina, Universidade Federal de São Paulo (Unifesp), São Paulo, SP, Brazil.
| | - Ives Cavalcante Passos
- Laboratory of Molecular Psychiatry, Centro de Pesquisa Experimental (CPE) and Centro de Pesquisa Clínica (CPC), Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, RS, Brazil; Graduate Program in Psychiatry and Behavioral Sciences, Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS, Brazil.
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11
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Sato JR, Biazoli CE, Bueno APA, Caye A, Pan PM, Santoro M, Honorato-Mauer J, Salum GA, Hoexter MQ, Bressan RA, Jackowski AP, Miguel EC, Belangero S, Rohde LA. Polygenic risk score for attention-deficit/hyperactivity disorder and brain functional networks segregation in a community-based sample. Genes Brain Behav 2023; 22:e12838. [PMID: 36811275 PMCID: PMC10067387 DOI: 10.1111/gbb.12838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 11/29/2022] [Accepted: 01/20/2023] [Indexed: 02/24/2023]
Abstract
Neuroimaging studies suggest that brain development mechanisms might explain at least some behavioural and cognitive attention-deficit/hyperactivity disorder (ADHD) symptoms. However, the putative mechanisms by which genetic susceptibility factors influence clinical features via alterations of brain development remain largely unknown. Here, we set out to integrate genomics and connectomics tools by investigating the associations between an ADHD polygenic risk score (ADHD-PRS) and functional segregation of large-scale brain networks. With this aim, ADHD symptoms score, genetic and rs-fMRI (resting-state functional magnetic resonance image) data obtained in a longitudinal community-based cohort of 227 children and adolescents were analysed. A follow-up was conducted approximately 3 years after the baseline, with rs-fMRI scanning and ADHD likelihood assessment in both stages. We hypothesised a negative correlation between probable ADHD and the segregation of networks involved in executive functions, and a positive correlation with the default-mode network (DMN). Our findings suggest that ADHD-PRS is correlated with ADHD at baseline, but not at follow-up. Despite not surviving for multiple comparison correction, we found significant correlations between ADHD-PRS and segregation of cingulo-opercular networks and DMN at baseline. ADHD-PRS was negatively correlated with the segregation level of cingulo-opercular networks but positively correlated with the DMN segregation. These directions of associations corroborate the proposed counter-balanced role of attentional networks and DMN in attentional processes. However, the association between ADHD-PRS and brain networks functional segregation was not found at follow-up. Our results provide evidence for specific influences of genetic factors on development of attentional networks and DMN. We found significant correlations between polygenic risk score for ADHD (ADHD-PRS) and segregation of cingulo-opercular networks and default-mode network (DMN) at baseline. ADHD-PRS was negatively correlated with the segregation level of cingulo-opercular networks but positively correlated with the DMN segregation.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil.,Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Big Data, Hospital Israelita Albert Einstein, Sao Paulo, Brazil
| | - Claudinei Eduardo Biazoli
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil.,Department of Experimental and Biological Psychology, Queen Mary University of London, London, UK
| | - Ana Paula Arantes Bueno
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil
| | - Arthur Caye
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Hospital de Clínicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Pedro Mario Pan
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil
| | - Marcos Santoro
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Department of Biochemistry, Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil
| | - Jessica Honorato-Mauer
- Department of Morphology and Genetics, Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Hospital de Clínicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Marcelo Queiroz Hoexter
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil
| | - Andrea Parolin Jackowski
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,Department of Education, ICT and Learning, Østfold University College, Halden, Norway
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Department of Morphology and Genetics, Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil
| | - Sintia Belangero
- Laboratory of Integrative Neuroscience (LiNC), Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Department of Biochemistry, Universidade Federal de São Paulo (UNIFESP), Sao Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), Sao Paulo, Brazil.,Hospital de Clínicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,UniEduK, Jaguariúna, Brazil.,ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clinica de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
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12
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Ziebold C, Silva-Ribeiro W, King D, McDaid D, Hoffmann MS, Romeo R, Pan PM, Miguel EC, Bressan RA, Rohde LA, Salum GA, Mari JDJ, Evans-Lacko S. Utilisation and costs of mental health-related service use among adolescents. PLoS One 2022; 17:e0273628. [PMID: 36084089 PMCID: PMC9462733 DOI: 10.1371/journal.pone.0273628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 08/11/2022] [Indexed: 11/18/2022] Open
Abstract
Background The high level of care needs for adolescents with mental health conditions represents a challenge to the public sector, especially in low and middle-income countries. We estimated the costs to the public purse of health, education, criminal justice and social care service use associated with psychiatric conditions among adolescents in Brazil; and examined whether the trajectory of psychopathology and its impact on daily life, and parental stigma towards mental illness, was associated with service utilisation and costs. Methods Data on reported service use among adolescents from a prospective community cohort (n = 1,400) were combined with Brazilian unit costs. Logistic regression and generalised linear models were used to examine factors associated with service use and associated costs, respectively. Results Twenty-two percent of those who presented with a psychiatric disorder used some type of service for their mental health in the previous twelve months. Higher odds of service use were associated with having a diagnosed mental disorder (either incident, [OR = 2.49, 95%CI = 1.44–4.30, p = 0.001], remittent [OR = 2.16, 95%CI = 1.27–3.69, p = 0.005] or persistent [OR = 3.01, 95%CI = 1.69–5.36, p<0.001]), higher impact of symptoms on adolescent’s life (OR = 1.32, 95%CI = 1.19–1.47, p<0.001) and lower parental stigma toward mental illness (OR = 1.12, 95%CI = 1.05–1.20, p = 0.001). Average annual cost of service use was 527.14 USD (s.d. = 908.10). Higher cost was associated with higher disorder impact (β = 0.25, 95%CI = 0.12–0.39, p<0.001), lower parental stigma (β = 0.12, 95%CI = 0.02–0.23, p = 0.020) and white ethnicity (β = 0.55, 95%CI = 0.04–1.07, p = 0.036). Conclusion The impact of mental health problems on adolescents’ daily lives and parental stigmatising attitudes toward mental illness were the main predictors of both service use and costs.
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Affiliation(s)
- Carolina Ziebold
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Wagner Silva-Ribeiro
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom
| | - Derek King
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom
| | - David McDaid
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom
| | - Mauricio Scopel Hoffmann
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom
- Universidade Federal de Santa Maria, Santa Maria, Brazil
- Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
| | - Renee Romeo
- King’s College London, London, United Kingdom
| | - Pedro Mario Pan
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
| | - Eurípedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
- Universidade de São Paulo, São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
- ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Brazil
- Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
- Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Jair de Jesus Mari
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil
| | - Sara Evans-Lacko
- Care Policy and Evaluation Centre, London School of Economics and Political Science, London, United Kingdom
- * E-mail:
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13
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Macêdo MA, Sato JR, Bressan RA, Pan PM. Adolescent depression and resting-state fMRI brain networks: a scoping review of longitudinal studies. Braz J Psychiatry 2022; 44. [PMID: 35896034 PMCID: PMC9375668 DOI: 10.47626/1516-4446-2021-2032] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 12/02/2021] [Indexed: 11/24/2022]
Abstract
The neurobiological factors associated with the emergence of major depressive disorder (MDD) in adolescence are still unclear. Previous cross-sectional studies have documented aberrant connectivity in resting-state functional magnetic resonance imaging (rs-fMRI) networks. However, whether these findings precede MDD onset has not been established. This scoping review mapped key methodological aspects and main findings of longitudinal rs-fMRI studies of MDD in adolescence. Three sets of neuroimaging methods to analyze rs-fMRI data were identified: seed-based analysis, independent component analysis, and network-based approaches. Main findings involved aberrant connectivity within and between the default mode network (DMN), the cognitive control network (CCN), and the salience network (SN). Accordingly, we utilized Menon's (2011) triple-network model for neuropsychiatric disorders to summarize key results. Adolescent MDD was associated with hyperconnectivity within the SN and between DMN and SN, as well as hypoconectivity within the CCN. These findings suggested that dysfunctional connectivity among the three main large-scale brain networks preceded MDD onset. However, there was high heterogeneity in neuroimaging methods and sampling procedures, which may limit comparisons between studies. Future studies should consider some level of harmonization for clinical instruments and neuroimaging methods.
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Affiliation(s)
- Marcos Antônio Macêdo
- Laboratório Interdisciplinar de Neurociências Clínicas, Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil
| | - João Ricardo Sato
- Centro de Matemática, Computação e Cognição, Universidade Federal do ABC, Santo André, SP, Brazil
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Rodrigo A. Bressan
- Laboratório Interdisciplinar de Neurociências Clínicas, Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento, São Paulo, SP, Brazil
| | - Pedro Mario Pan
- Laboratório Interdisciplinar de Neurociências Clínicas, Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento, São Paulo, SP, Brazil
- Programa Jovens Lideranças Médicas, Academia Nacional de Medicina, Rio de Janeiro, RJ, Brazil
- Departamento de Psiquiatria, UNIFESP, São Paulo, SP, Brazil
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14
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Pan PM, Sato JR, Paillère Martinot ML, Martinot JL, Artiges E, Penttilä J, Grimmer Y, van Noort BM, Becker A, Banaschewski T, Bokde ALW, Desrivières S, Flor H, Garavan H, Ittermann B, Nees F, Papadopoulos Orfanos D, Poustka L, Fröhner JH, Whelan R, Schumann G, Westwater ML, Grillon C, Cogo-Moreira H, Stringaris A, Ernst M. Longitudinal Trajectory of the Link Between Ventral Striatum and Depression in Adolescence. Am J Psychiatry 2022; 179:470-481. [PMID: 35582783 DOI: 10.1176/appi.ajp.20081180] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE Research in adolescent depression has found aberrant intrinsic functional connectivity (iFC) among the ventral striatum (VS) and several brain regions implicated in reward processing. The present study probes this question by taking advantage of the availability of data from a large youth cohort, the IMAGEN Consortium. METHODS iFC data from 303 adolescents (48% of them female) were used to examine associations of VS connectivity at baseline (at age 14) with depressive disorders at baseline and at 2-year (N=250) and 4-year (N=219) follow-ups. Eleven regions of interest, key nodes of the reward system, were used to probe the reward network and calculate the connectivity strength of the VS within this network (VS connectivityrw). The main analyses assessed associations of VS connectivityrw with depressive disorders, anhedonia, and low mood using logistic regression. Autoregressive models accounting for carryover effects over time were conducted to further evaluate these brain-behavior associations. RESULTS Higher right VS connectivityrw was associated with higher probability of depressive disorders at baseline (odds ratio=2.65, 95% CI=1.40, 5.05). This finding was confirmed in the autoregressive model, adjusting for carryover effects of the depressive disorders across the three time points. VS connectivityrw was not predictive of depressive disorders at follow-up assessments. Longitudinal associations between VS connectivityrw and anhedonia emerged in the structural equation model: left VS connectivityrw was associated with anhedonia at 2 years (odds ratio=2.20, 95% CI=1.54, 3.14), and right VS connectivityrw was linked to anhedonia at 4 years (odds ratio=1.87, 95% CI=1.09, 3.21). VS connectivityrw did not predict low mood at any time point in the structural equation model. CONCLUSIONS The connectivity strength of the VS within the reward network showed distinct patterns of association with depressive disorders and anhedonia from mid to late adolescence, suggesting that the role of this circuitry in depression changes with age. This study replicates, in an independent sample, the association between the VS and depression previously reported in younger adolescents. The findings suggest a role of VS connectivityrw in anhedonia but not in low mood.
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Affiliation(s)
- Pedro Mario Pan
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - João R Sato
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Marie-Laure Paillère Martinot
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Jean-Luc Martinot
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Eric Artiges
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Jani Penttilä
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Yvonne Grimmer
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Betteke M van Noort
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Andreas Becker
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Tobias Banaschewski
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Arun L W Bokde
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Sylvane Desrivières
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Herta Flor
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Hugh Garavan
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Bernd Ittermann
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Frauke Nees
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Dimitri Papadopoulos Orfanos
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Luise Poustka
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Juliane H Fröhner
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Robert Whelan
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Gunter Schumann
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Margaret L Westwater
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Christian Grillon
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Hugo Cogo-Moreira
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Argyris Stringaris
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
| | - Monique Ernst
- Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil (Pan, Sato); National Institute of Developmental Psychiatry for Children and Adolescents, São Paulo, Brazil (Pan, Sato); Section on Neurobiology of Fear and Anxiety, NIMH, Bethesda, Md. (Pan, Westwater, Grillon, Ernst); Mathematics and Statistics Institute, Universidade Federal do ABC, Santo André, Brazil (Sato); Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 "Trajectoires développementales en psychiatrie," Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, Université Paris Cité, CNRS, Centre Borelli, Gif-sur-Yvette, France (Paillère Martinot, Martinot, Artiges); AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère Martinot); Department of Psychiatry, EPS Barthélemy Durand, Etampes, France (Artiges); Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland (Penttilä); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Grimmer, Banaschewski); MSB Medical School Berlin, Department of Psychology and Psychotherapy, Berlin (van Noort); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, Germany (Becker); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, SGDP Centre, King's College London (Desrivières, Poustka); Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, and Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany (Ittermann); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France (Papadopoulos Orfanos); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Center for Population Neuroscience and Stratified Medicine (PONS), ISTBI, Fudan University Shanghai, and Charité Mental Health, Berlin (Schumann); Department of Psychiatry, University of Cambridge, Herchel Smith Building, Addenbrooke's Hospital, Cambridge, U.K. (Westwater); Department of Education, ICT, and Learning, Østfold University College, Halden, Norway (Cogo-Moreira); Division of Psychiatry, University College London, and National and Kapodistrian University of Athens, Athens (Stringaris)
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Paula CS, Ziebold C, Ribeiro WS, Pan PM, Mari JJ, Bressan R, Miguel EC, Rohde LA, Salum GA, Evans-Lacko S. THE INFLUENCE OF CAREGIVER ATTITUDES AND SOCIO-ECONOMIC GROUP ON FORMAL AND INFORMAL MENTAL HEALTH SERVICE USE AMONGST YOUTH. Eur Psychiatry 2022; 65:e34. [PMID: 35684952 PMCID: PMC9251818 DOI: 10.1192/j.eurpsy.2022.24] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Affiliation(s)
- Cristiane Silvestre Paula
- Programa de Pós-Graduação em Distúrbios do Desenvolvimento e Centro Mackenzie de Pesquisa sobre a Infância e Adolescência-Universidade Presbiteriana Mackenzie (UPM), São Paulo-SP, Brazil
| | - Carolina Ziebold
- Departamento de Psiquiatria - Universidade Federal de São Paulo (UNIFESP), São Paulo-SP, Brazil
| | - Wagner S Ribeiro
- Care Policy and Evaluation Centre, London School of Economics and Political Science-LSE
| | - Pedro Mario Pan
- Laboratório de Neurociências Integrativas (LiNC), Departamento de Psiquiatria - Universidade Federal de São Paulo (UNIFESP), São Paulo-SP, Brazil
| | - Jair Jesus Mari
- Departamento de Psiquiatria - Universidade Federal de São Paulo (UNIFESP), São Paulo-SP, Brazil
| | - Rodrigo Bressan
- LiNC - Lab Integrative Neuroscience, Departamento de Psiquiatria - Universidade Federal de São Paulo (UNIFESP); Instituto Ame Sua Mente. São Paulo-SP, Brazil
| | | | - Luiz Augusto Rohde
- ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Brazil; National Institute of Developmental Psychiatry, Brazil
| | - Giovanni A Salum
- Section on Negative Affect and Social Processes - Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul; National Institute of Developmental Psychiatry
| | - Sara Evans-Lacko
- Care Policy and Evaluation Centre, London School of Economics and Political Science-LSE
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16
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Rebello K, Moura LM, Bueno APA, Picon FA, Pan PM, Gadelha A, Miguel EC, Bressan RA, Rohde LA, Sato JR. Associations between Family Functioning and Maternal Behavior on Default Mode Network Connectivity in School-Age Children. Int J Environ Res Public Health 2022; 19:ijerph19106055. [PMID: 35627592 PMCID: PMC9141331 DOI: 10.3390/ijerph19106055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 04/16/2022] [Accepted: 05/03/2022] [Indexed: 02/04/2023]
Abstract
Background: Most early children's experiences will occur in a family context; therefore, the quality of this environment is critical for development outcomes. Not many studies have assessed the correlations between brain functional connectivity (FC) in important areas such as the default mode network (DMN) and the quality of parent-child relationships in school-age children and early adolescence. The quality of family relationships and maternal behavior have been suggested to modulate DMN FC once they act as external regulators of children's affect and behavior. Objective: We aimed to test the associations between the quality of family environment/maternal behavior and FC within the DMN of school-age children. Method: Resting-state, functional magnetic resonance imaging data, were collected from 615 children (6-12 age range) enrolled in the Brazilian High-Risk Cohort (HRC) study. We assessed DMN intra-connectivity between the medial prefrontal cortex (mPFC), posterior cingulate cortex (PCC), and inferior parietal lobule (IPL-bilateral) regions. The family functioning was assessed by levels of family cohesiveness and conflict and by maternal behavior styles such as maternal responsiveness, maternal stimulus to the child's autonomy, and maternal overprotection. The family environment was assessed with the Family Environment Scale (FES), and maternal behavior was assessed by the mother's self-report. Results: We found that the quality of the family environment was correlated with intra-DMN FC. The more conflicting the family environment was, the greater the FC between the mPFC-left IPL (lIPL), while a more cohesive family functioning was negatively correlated with FC between the PCC-lIPL. On the other hand, when moderated by a positive maternal behavior, cohesive family functioning was associated with increased FC in both regions of the DMN (mPFC-lIPL and PCC-lIPL). Conclusions: Our results highlight that the quality of the family environment might be associated with differences in the intrinsic DMN FC.
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Affiliation(s)
- Keila Rebello
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André 09210-580, Brazil; (K.R.); (L.M.M.); (A.P.A.B.)
| | - Luciana Monteiro Moura
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André 09210-580, Brazil; (K.R.); (L.M.M.); (A.P.A.B.)
- Interdisciplinary Lab for Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo 04021-001, Brazil; (P.M.P.); (A.G.); (R.A.B.)
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
| | - Ana Paula Arantes Bueno
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André 09210-580, Brazil; (K.R.); (L.M.M.); (A.P.A.B.)
| | - Felipe Almeida Picon
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
- ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre 90010-150, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo 04021-001, Brazil; (P.M.P.); (A.G.); (R.A.B.)
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo 04021-001, Brazil; (P.M.P.); (A.G.); (R.A.B.)
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
| | - Euripedes Constatino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
- Department of Psychiatry, School of Medicine, University of São Paulo, São Paulo 05508-070, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo 04021-001, Brazil; (P.M.P.); (A.G.); (R.A.B.)
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
- ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre 90010-150, Brazil
| | - João Ricardo Sato
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André 09210-580, Brazil; (K.R.); (L.M.M.); (A.P.A.B.)
- Interdisciplinary Lab for Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo 04021-001, Brazil; (P.M.P.); (A.G.); (R.A.B.)
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo 01060-970, Brazil; (F.A.P.); (E.C.M.); (L.A.R.)
- ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre 90010-150, Brazil
- Correspondence:
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Bethlehem RAI, Seidlitz J, White SR, Vogel JW, Anderson KM, Adamson C, Adler S, Alexopoulos GS, Anagnostou E, Areces-Gonzalez A, Astle DE, Auyeung B, Ayub M, Bae J, Ball G, Baron-Cohen S, Beare R, Bedford SA, Benegal V, Beyer F, Blangero J, Blesa Cábez M, Boardman JP, Borzage M, Bosch-Bayard JF, Bourke N, Calhoun VD, Chakravarty MM, Chen C, Chertavian C, Chetelat G, Chong YS, Cole JH, Corvin A, Costantino M, Courchesne E, Crivello F, Cropley VL, Crosbie J, Crossley N, Delarue M, Delorme R, Desrivieres S, Devenyi GA, Di Biase MA, Dolan R, Donald KA, Donohoe G, Dunlop K, Edwards AD, Elison JT, Ellis CT, Elman JA, Eyler L, Fair DA, Feczko E, Fletcher PC, Fonagy P, Franz CE, Galan-Garcia L, Gholipour A, Giedd J, Gilmore JH, Glahn DC, Goodyer IM, Grant PE, Groenewold NA, Gunning FM, Gur RE, Gur RC, Hammill CF, Hansson O, Hedden T, Heinz A, Henson RN, Heuer K, Hoare J, Holla B, Holmes AJ, Holt R, Huang H, Im K, Ipser J, Jack CR, Jackowski AP, Jia T, Johnson KA, Jones PB, Jones DT, Kahn RS, Karlsson H, Karlsson L, Kawashima R, Kelley EA, Kern S, Kim KW, Kitzbichler MG, Kremen WS, Lalonde F, Landeau B, Lee S, Lerch J, Lewis JD, Li J, Liao W, Liston C, Lombardo MV, Lv J, Lynch C, Mallard TT, Marcelis M, Markello RD, Mathias SR, Mazoyer B, McGuire P, Meaney MJ, Mechelli A, Medic N, Misic B, Morgan SE, Mothersill D, Nigg J, Ong MQW, Ortinau C, Ossenkoppele R, Ouyang M, Palaniyappan L, Paly L, Pan PM, Pantelis C, Park MM, Paus T, Pausova Z, Paz-Linares D, Pichet Binette A, Pierce K, Qian X, Qiu J, Qiu A, Raznahan A, Rittman T, Rodrigue A, Rollins CK, Romero-Garcia R, Ronan L, Rosenberg MD, Rowitch DH, Salum GA, Satterthwaite TD, Schaare HL, Schachar RJ, Schultz AP, Schumann G, Schöll M, Sharp D, Shinohara RT, Skoog I, Smyser CD, Sperling RA, Stein DJ, Stolicyn A, Suckling J, Sullivan G, Taki Y, Thyreau B, Toro R, Traut N, Tsvetanov KA, Turk-Browne NB, Tuulari JJ, Tzourio C, Vachon-Presseau É, Valdes-Sosa MJ, Valdes-Sosa PA, Valk SL, van Amelsvoort T, Vandekar SN, Vasung L, Victoria LW, Villeneuve S, Villringer A, Vértes PE, Wagstyl K, Wang YS, Warfield SK, Warrier V, Westman E, Westwater ML, Whalley HC, Witte AV, Yang N, Yeo B, Yun H, Zalesky A, Zar HJ, Zettergren A, Zhou JH, Ziauddeen H, Zugman A, Zuo XN, Bullmore ET, Alexander-Bloch AF. Brain charts for the human lifespan. Nature 2022; 604:525-533. [PMID: 35388223 PMCID: PMC9021021 DOI: 10.1038/s41586-022-04554-y] [Citation(s) in RCA: 372] [Impact Index Per Article: 186.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 02/16/2022] [Indexed: 02/02/2023]
Abstract
Over the past few decades, neuroimaging has become a ubiquitous tool in basic research and clinical studies of the human brain. However, no reference standards currently exist to quantify individual differences in neuroimaging metrics over time, in contrast to growth charts for anthropometric traits such as height and weight1. Here we assemble an interactive open resource to benchmark brain morphology derived from any current or future sample of MRI data ( http://www.brainchart.io/ ). With the goal of basing these reference charts on the largest and most inclusive dataset available, acknowledging limitations due to known biases of MRI studies relative to the diversity of the global population, we aggregated 123,984 MRI scans, across more than 100 primary studies, from 101,457 human participants between 115 days post-conception to 100 years of age. MRI metrics were quantified by centile scores, relative to non-linear trajectories2 of brain structural changes, and rates of change, over the lifespan. Brain charts identified previously unreported neurodevelopmental milestones3, showed high stability of individuals across longitudinal assessments, and demonstrated robustness to technical and methodological differences between primary studies. Centile scores showed increased heritability compared with non-centiled MRI phenotypes, and provided a standardized measure of atypical brain structure that revealed patterns of neuroanatomical variation across neurological and psychiatric disorders. In summary, brain charts are an essential step towards robust quantification of individual variation benchmarked to normative trajectories in multiple, commonly used neuroimaging phenotypes.
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Affiliation(s)
- R A I Bethlehem
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK.
- Brain Mapping Unit, Department of Psychiatry, University of Cambridge, Cambridge, UK.
| | - J Seidlitz
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA.
- Department of Child and Adolescent Psychiatry and Behavioral Science, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.
- Lifespan Brain Institute, The Children's Hospital of Philadelphia and Penn Medicine, Philadelphia, PA, USA.
| | - S R White
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- MRC Biostatistics Unit, University of Cambridge, Cambridge, UK
| | - J W Vogel
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
- Lifespan Informatics & Neuroimaging Center, University of Pennsylvania, Philadelphia, PA, USA
| | - K M Anderson
- Department of Psychology, Yale University, New Haven, CT, USA
| | - C Adamson
- Developmental Imaging, Murdoch Children's Research Institute, Melbourne, Victoria, Australia
- Department of Medicine, Monash University, Melbourne, Victoria, Australia
| | - S Adler
- UCL Great Ormond Street Institute for Child Health, London, UK
| | - G S Alexopoulos
- Weill Cornell Institute of Geriatric Psychiatry, Department of Psychiatry, Weill Cornell Medicine, New York, USA
| | - E Anagnostou
- Department of Pediatrics University of Toronto, Toronto, Canada
- Holland Bloorview Kids Rehabilitation Hospital, Toronto, Canada
| | - A Areces-Gonzalez
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, University of Electronic Science and Technology of China, Chengdu, China
- University of Pinar del Río "Hermanos Saiz Montes de Oca", Pinar del Río, Cuba
| | - D E Astle
- MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK
| | - B Auyeung
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, University of Edinburgh, Edinburgh, UK
| | - M Ayub
- Queen's University, Department of Psychiatry, Centre for Neuroscience Studies, Kingston, Ontario, Canada
- University College London, Mental Health Neuroscience Research Department, Division of Psychiatry, London, UK
| | - J Bae
- Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seongnam, Korea
| | - G Ball
- Developmental Imaging, Murdoch Children's Research Institute, Melbourne, Victoria, Australia
- Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - S Baron-Cohen
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Cambridge Lifetime Asperger Syndrome Service (CLASS), Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
| | - R Beare
- Developmental Imaging, Murdoch Children's Research Institute, Melbourne, Victoria, Australia
- Department of Medicine, Monash University, Melbourne, Victoria, Australia
| | - S A Bedford
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - V Benegal
- Centre for Addiction Medicine, National Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, India
| | - F Beyer
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - J Blangero
- Department of Human Genetics, South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley, Edinburg, TX, USA
| | - M Blesa Cábez
- MRC Centre for Reproductive Health, University of Edinburgh, Edinburgh, UK
| | - J P Boardman
- MRC Centre for Reproductive Health, University of Edinburgh, Edinburgh, UK
| | - M Borzage
- Fetal and Neonatal Institute, Division of Neonatology, Children's Hospital Los Angeles, Department of Pediatrics, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - J F Bosch-Bayard
- McGill Centre for Integrative Neuroscience, Ludmer Centre for Neuroinformatics and Mental Health, Montreal Neurological Institute, Montreal, Quebec, Canada
- McGill University, Montreal, Quebec, Canada
| | - N Bourke
- Department of Brain Sciences, Imperial College London, London, UK
- Care Research and Technology Centre, Dementia Research Institute, London, UK
| | - V D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, GA, USA
| | - M M Chakravarty
- McGill University, Montreal, Quebec, Canada
- Computational Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Centre, Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - C Chen
- Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - C Chertavian
- Lifespan Brain Institute, The Children's Hospital of Philadelphia and Penn Medicine, Philadelphia, PA, USA
| | - G Chetelat
- Normandie Univ, UNICAEN, INSERM, U1237, PhIND "Physiopathology and Imaging of Neurological Disorders", Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Y S Chong
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore, Singapore
- Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - J H Cole
- Centre for Medical Image Computing (CMIC), University College London, London, UK
- Dementia Research Centre (DRC), University College London, London, UK
| | - A Corvin
- Department of Psychiatry, Trinity College, Dublin, Ireland
| | - M Costantino
- Cerebral Imaging Centre, Douglas Mental Health University Institute, Verdun, Quebec, Canada
- Undergraduate program in Neuroscience, McGill University, Montreal, Quebec, Canada
| | - E Courchesne
- Department of Neuroscience, University of California, San Diego, San Diego, CA, USA
- Autism Center of Excellence, University of California, San Diego, San Diego, CA, USA
| | - F Crivello
- Institute of Neurodegenerative Disorders, CNRS UMR5293, CEA, University of Bordeaux, Bordeaux, France
| | - V L Cropley
- Melbourne Neuropsychiatry Centre, University of Melbourne, Melbourne, Victoria, Australia
| | - J Crosbie
- The Hospital for Sick Children, Toronto, Ontario, Canada
| | - N Crossley
- Department of Psychiatry, School of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Instituto Milenio Intelligent Healthcare Engineering, Santiago, Chile
| | - M Delarue
- Normandie Univ, UNICAEN, INSERM, U1237, PhIND "Physiopathology and Imaging of Neurological Disorders", Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - R Delorme
- Child and Adolescent Psychiatry Department, Robert Debré University Hospital, AP-HP, Paris, France
- Human Genetics and Cognitive Functions, Institut Pasteur, Paris, France
| | - S Desrivieres
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - G A Devenyi
- Cerebral Imaging Centre, McGill Department of Psychiatry, Douglas Mental Health University Institute, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - M A Di Biase
- Melbourne Neuropsychiatry Centre, University of Melbourne, Melbourne, Victoria, Australia
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - R Dolan
- Max Planck UCL Centre for Computational Psychiatry and Ageing Research, University College London, London, UK
- Wellcome Centre for Human Neuroimaging, London, UK
| | - K A Donald
- Division of Developmental Paediatrics, Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, Cape Town, South Africa
- Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - G Donohoe
- Center for Neuroimaging, Cognition & Genomics (NICOG), School of Psychology, National University of Ireland Galway, Galway, Ireland
| | - K Dunlop
- Weil Family Brain and Mind Research Institute, Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA
| | - A D Edwards
- Centre for the Developing Brain, King's College London, London, UK
- Evelina London Children's Hospital, London, UK
- MRC Centre for Neurodevelopmental Disorders, London, UK
| | - J T Elison
- Institute of Child Development, Department of Pediatrics, Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, USA
| | - C T Ellis
- Department of Psychology, Yale University, New Haven, CT, USA
- Haskins Laboratories, New Haven, CT, USA
| | - J A Elman
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - L Eyler
- Desert-Pacific Mental Illness Research Education and Clinical Center, VA San Diego Healthcare, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, Los Angeles, CA, USA
| | - D A Fair
- Institute of Child Development, Department of Pediatrics, Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, USA
| | - E Feczko
- Institute of Child Development, Department of Pediatrics, Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, USA
| | - P C Fletcher
- Department of Psychiatry, University of Cambridge, and Wellcome Trust MRC Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
- Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
| | - P Fonagy
- Department of Clinical, Educational and Health Psychology, University College London, London, UK
- Anna Freud National Centre for Children and Families, London, UK
| | - C E Franz
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | | | - A Gholipour
- Computational Radiology Laboratory, Boston Children's Hospital, Boston, MA, USA
| | - J Giedd
- Department of Child and Adolescent Psychiatry, University of California, San Diego, San Diego, CA, USA
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - J H Gilmore
- Department of Psychiatry, University of North Carolina, Chapel Hill, NC, USA
| | - D C Glahn
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - I M Goodyer
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - P E Grant
- Division of Newborn Medicine and Neuroradiology, Fetal Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - N A Groenewold
- Neuroscience Institute, University of Cape Town, Cape Town, South Africa
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, SA-MRC Unit on Child & Adolescent Health, University of Cape Town, Cape Town, South Africa
| | - F M Gunning
- Weill Cornell Institute of Geriatric Psychiatry, Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA
| | - R E Gur
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
- Lifespan Brain Institute, The Children's Hospital of Philadelphia and Penn Medicine, Philadelphia, PA, USA
| | - R C Gur
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
- Lifespan Brain Institute, The Children's Hospital of Philadelphia and Penn Medicine, Philadelphia, PA, USA
| | - C F Hammill
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Mouse Imaging Centre, Toronto, Ontario, Canada
| | - O Hansson
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden
- Memory Clinic, Skåne University Hospital, Malmö, Sweden
| | - T Hedden
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - A Heinz
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Psychiatry and Psychotherapy, Charité Campus Mitte, Berlin, Germany
| | - R N Henson
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- MRC Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, UK
| | - K Heuer
- Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Université de Paris, Paris, France
| | - J Hoare
- Department of Psychiatry, University of Cape Town, Cape Town, South Africa
| | - B Holla
- Department of Integrative Medicine, NIMHANS, Bengaluru, India
- Accelerator Program for Discovery in Brain disorders using Stem cells (ADBS), Department of Psychiatry, NIMHANS, Bengaluru, India
| | - A J Holmes
- Departments of Psychology and Psychiatry, Yale University, New Haven, CT, USA
| | - R Holt
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - H Huang
- Radiology Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- The Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - K Im
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Division of Newborn Medicine and Neuroradiology, Fetal Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - J Ipser
- Department of Psychiatry and Mental Health, Clinical Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - C R Jack
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - A P Jackowski
- Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
- National Institute of Developmental Psychiatry, Beijing, China
| | - T Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and BrainInspired Intelligence (Fudan University), Ministry of Education, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, SGDP Centre, King's College London, London, UK
| | - K A Johnson
- Harvard Medical School, Boston, MA, USA
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - P B Jones
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
| | - D T Jones
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | - R S Kahn
- Department of Psychiatry, Icahn School of Medicine, Mount Sinai, NY, USA
| | - H Karlsson
- Department of Clinical Medicine, Department of Psychiatry and Turku Brain and Mind Center, FinnBrain Birth Cohort Study, University of Turku and Turku University Hospital, Turku, Finland
- Centre for Population Health Research, Turku University Hospital and University of Turku, Turku, Finland
| | - L Karlsson
- Department of Clinical Medicine, Department of Psychiatry and Turku Brain and Mind Center, FinnBrain Birth Cohort Study, University of Turku and Turku University Hospital, Turku, Finland
- Centre for Population Health Research, Turku University Hospital and University of Turku, Turku, Finland
| | - R Kawashima
- Institute of Development, Aging and Cancer, Tohoku University, Seiryocho, Aobaku, Sendai, Japan
| | - E A Kelley
- Queen's University, Departments of Psychology and Psychiatry, Centre for Neuroscience Studies, Kingston, Ontario, Canada
| | - S Kern
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Psychiatry, Cognition and Old Age Psychiatry Clinic, Gothenburg, Sweden
| | - K W Kim
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, South Korea
- Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seongnam, South Korea
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, South Korea
- Institute of Human Behavioral Medicine, SNU-MRC, Seoul, South Korea
| | - M G Kitzbichler
- Brain Mapping Unit, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - W S Kremen
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla, CA, USA
| | - F Lalonde
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - B Landeau
- Normandie Univ, UNICAEN, INSERM, U1237, PhIND "Physiopathology and Imaging of Neurological Disorders", Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - S Lee
- Department of Brain & Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, South Korea
| | - J Lerch
- Mouse Imaging Centre, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Wellcome Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neuroscience, University of Oxford, Oxford, UK
| | - J D Lewis
- Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - J Li
- The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, China
| | - W Liao
- The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, China
| | - C Liston
- Department of Psychiatry and Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - M V Lombardo
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
- Laboratory for Autism and Neurodevelopmental Disorders, Center for Neuroscience and Cognitive Systems @UniTn, Istituto Italiano di Tecnologia, Rovereto, Italy
| | - J Lv
- Melbourne Neuropsychiatry Centre, University of Melbourne, Melbourne, Victoria, Australia
- School of Biomedical Engineering and Brain and Mind Centre, The University of Sydney, Sydney, New South Wales, Australia
| | - C Lynch
- Weil Family Brain and Mind Research Institute, Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA
| | - T T Mallard
- Department of Psychology, University of Texas, Austin, TX, USA
| | - M Marcelis
- Department of Psychiatry and Neuropsychology, School of Mental Health and Neuroscience, EURON, Maastricht University Medical Centre, Maastricht, The Netherlands
- Institute for Mental Health Care Eindhoven (GGzE), Eindhoven, The Netherlands
| | - R D Markello
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - S R Mathias
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - B Mazoyer
- Institute of Neurodegenerative Disorders, CNRS UMR5293, CEA, University of Bordeaux, Bordeaux, France
- Ludmer Centre for Neuroinformatics and Mental Health, Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - P McGuire
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - M J Meaney
- Ludmer Centre for Neuroinformatics and Mental Health, Douglas Mental Health University Institute, Montreal, Quebec, Canada
- Singapore Institute for Clinical Sciences, Singapore, Singapore
| | - A Mechelli
- Bordeaux University Hospital, Bordeaux, France
| | - N Medic
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - B Misic
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - S E Morgan
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Department of Computer Science and Technology, University of Cambridge, Cambridge, UK
- The Alan Turing Institute, London, UK
| | - D Mothersill
- Department of Psychology, School of Business, National College of Ireland, Dublin, Ireland
- School of Psychology and Center for Neuroimaging and Cognitive Genomics, National University of Ireland Galway, Galway, Ireland
- Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
| | - J Nigg
- Department of Psychiatry, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - M Q W Ong
- Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - C Ortinau
- Department of Pediatrics, Washington University in St Louis, St Louis, MO, USA
| | - R Ossenkoppele
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Lund University, Clinical Memory Research Unit, Lund, Sweden
| | - M Ouyang
- Radiology Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - L Palaniyappan
- Robarts Research Institute and The Brain and Mind Institute, University of Western Ontario, London, Ontario, Canada
| | - L Paly
- Normandie Univ, UNICAEN, INSERM, U1237, PhIND "Physiopathology and Imaging of Neurological Disorders", Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - P M Pan
- Department of Psychiatry, Federal University of Sao Poalo (UNIFESP), Sao Poalo, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Sao Poalo, Brazil
| | - C Pantelis
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne and Melbourne Health, Carlton South, Victoria, Australia
- Melbourne School of Engineering, The University of Melbourne, Parkville, Victoria, Australia
- Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia
| | - M M Park
- Department of Psychiatry, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada
| | - T Paus
- Department of Psychiatry, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, Quebec, Canada
- Departments of Psychiatry and Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Z Pausova
- The Hospital for Sick Children, Toronto, Ontario, Canada
- Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - D Paz-Linares
- The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for NeuroInformation, University of Electronic Science and Technology of China, Chengdu, China
- Cuban Neuroscience Center, Havana, Cuba
| | - A Pichet Binette
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - K Pierce
- Department of Neuroscience, University of California, San Diego, San Diego, CA, USA
| | - X Qian
- Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - J Qiu
- School of Psychology, Southwest University, Chongqing, China
| | - A Qiu
- Department of Biomedical Engineering, The N.1 Institute for Health, National University of Singapore, Singapore, Singapore
| | - A Raznahan
- Section on Developmental Neurogenomics, Human Genetics Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - T Rittman
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - A Rodrigue
- Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - C K Rollins
- Department of Neurology, Harvard Medical School, Boston, MA, USA
- Department of Neurology, Boston Children's Hospital, Boston, MA, USA
| | - R Romero-Garcia
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Instituto de Biomedicina de Sevilla (IBiS) HUVR/CSIC/Universidad de Sevilla, Dpto. de Fisiología Médica y Biofísica, Seville, Spain
| | - L Ronan
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - M D Rosenberg
- Department of Psychology and Neuroscience Institute, University of Chicago, Chicago, IL, USA
| | - D H Rowitch
- Department of Paediatrics and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - G A Salum
- Department of Psychiatry, Universidade Federal do Rio Grande do Sul (UFRGS), Hospital de Clinicas de Porto Alegre, Porto Alegre, Brazil
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil
| | - T D Satterthwaite
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
- Lifespan Informatics & Neuroimaging Center, University of Pennsylvania, Philadelphia, PA, USA
| | - H L Schaare
- Otto Hahn Group Cognitive Neurogenetics, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Institute of Neuroscience and Medicine (INM-7: Brain and Behaviour), Research Centre Juelich, Juelich, Germany
| | - R J Schachar
- The Hospital for Sick Children, Toronto, Ontario, Canada
| | - A P Schultz
- Harvard Medical School, Boston, MA, USA
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA
| | - G Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS), Institute for Science and Technology for Brain-inspired Intelligence, Fudan University, Shanghai, China
- PONS-Centre, Charite Mental Health, Dept of Psychiatry and Psychotherapy, Charite Campus Mitte, Berlin, Germany
| | - M Schöll
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, Sweden
- Department of Psychiatry and Neurochemistry, University of Gothenburg, Gothenburg, Sweden
- Dementia Research Centre, Queen's Square Institute of Neurology, University College London, London, UK
| | - D Sharp
- Department of Brain Sciences, Imperial College London, London, UK
- Care Research and Technology Centre, UK Dementia Research Institute, London, UK
| | - R T Shinohara
- Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for Biomedical Image Computing and Analytics, Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - I Skoog
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Psychiatry, Cognition and Old Age Psychiatry Clinic, Gothenburg, Sweden
| | - C D Smyser
- Departments of Neurology, Pediatrics, and Radiology, Washington University School of Medicine, St Louis, MO, USA
| | - R A Sperling
- Harvard Medical School, Boston, MA, USA
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - D J Stein
- SA MRC Unit on Risk and Resilience in Mental Disorders, Dept of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - A Stolicyn
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - J Suckling
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
| | - G Sullivan
- MRC Centre for Reproductive Health, University of Edinburgh, Edinburgh, UK
| | - Y Taki
- Institute of Development, Aging and Cancer, Tohoku University, Seiryocho, Aobaku, Sendai, Japan
| | - B Thyreau
- Institute of Development, Aging and Cancer, Tohoku University, Seiryocho, Aobaku, Sendai, Japan
| | - R Toro
- Université de Paris, Paris, France
- Department of Neuroscience, Institut Pasteur, Paris, France
| | - N Traut
- Department of Neuroscience, Institut Pasteur, Paris, France
- Center for Research and Interdisciplinarity (CRI), Université Paris Descartes, Paris, France
| | - K A Tsvetanov
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - N B Turk-Browne
- Department of Psychology, Yale University, New Haven, CT, USA
- Wu Tsai Institute, Yale University, New Haven, CT, USA
| | - J J Tuulari
- Department of Clinical Medicine, Department of Psychiatry and Turku Brain and Mind Center, FinnBrain Birth Cohort Study, University of Turku and Turku University Hospital, Turku, Finland
- Department of Clinical Medicine, University of Turku, Turku, Finland
- Turku Collegium for Science, Medicine and Technology, University of Turku, Turku, Finland
| | - C Tzourio
- Univ. Bordeaux, Inserm, Bordeaux Population Health Research Center, U1219, CHU Bordeaux, Bordeaux, France
| | - É Vachon-Presseau
- Faculty of Dental Medicine and Oral Health Sciences, McGill University, Montreal, Quebec, Canada
| | | | - P A Valdes-Sosa
- The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, China
- Alan Edwards Centre for Research on Pain (AECRP), McGill University, Montreal, Quebec, Canada
| | - S L Valk
- Institute for Neuroscience and Medicine 7, Forschungszentrum Jülich, Jülich, Germany
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - T van Amelsvoort
- Department of Psychiatry and Neurosychology, Maastricht University, Maastricht, The Netherlands
| | - S N Vandekar
- Department of Biostatistics, Vanderbilt University, Nashville, TN, USA
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - L Vasung
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - L W Victoria
- Weill Cornell Institute of Geriatric Psychiatry, Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA
| | - S Villeneuve
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - A Villringer
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Clinic for Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
| | - P E Vértes
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- The Alan Turing Institute, London, UK
| | - K Wagstyl
- Wellcome Centre for Human Neuroimaging, London, UK
| | - Y S Wang
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
- Developmental Population Neuroscience Research Center, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
- National Basic Science Data Center, Beijing, China
- Research Center for Lifespan Development of Brain and Mind, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - S K Warfield
- Computational Radiology Laboratory, Boston Children's Hospital, Boston, MA, USA
| | - V Warrier
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - E Westman
- Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - M L Westwater
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - H C Whalley
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - A V Witte
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
- Clinic for Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany
- Faculty of Medicine, CRC 1052 'Obesity Mechanisms', University of Leipzig, Leipzig, Germany
| | - N Yang
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
- Developmental Population Neuroscience Research Center, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
- National Basic Science Data Center, Beijing, China
- Research Center for Lifespan Development of Brain and Mind, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
| | - B Yeo
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore
- Centre for Sleep and Cognition and Centre for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- N.1 Institute for Health & Institute for Digital Medicine, National University of Singapore, Singapore, Singapore
- Integrative Sciences and Engineering Programme (ISEP), National University of Singapore, Singapore, Singapore
| | - H Yun
- Division of Newborn Medicine and Neuroradiology, Fetal Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - A Zalesky
- Melbourne Neuropsychiatry Centre, University of Melbourne, Melbourne, Victoria, Australia
- Department of Biomedical Engineering, University of Melbourne, Melbourne, Victoria, Australia
| | - H J Zar
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, SA-MRC Unit on Child & Adolescent Health, University of Cape Town, Cape Town, South Africa
| | - A Zettergren
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
| | - J H Zhou
- Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore
- Center for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - H Ziauddeen
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
| | - A Zugman
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Sao Poalo, Brazil
- National Institute of Mental Health (NIMH), National Institutes of Health (NIH), Bethesda, MD, USA
- Department of Psychiatry, Escola Paulista de Medicina, São Paulo, Brazil
| | - X N Zuo
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
- Developmental Population Neuroscience Research Center, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
- National Basic Science Data Center, Beijing, China
- Research Center for Lifespan Development of Brain and Mind, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Key Laboratory of Brain and Education, School of Education Science, Nanning Normal University, Nanning, China
| | - E T Bullmore
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - A F Alexander-Bloch
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
- Department of Child and Adolescent Psychiatry and Behavioral Science, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Lifespan Brain Institute, The Children's Hospital of Philadelphia and Penn Medicine, Philadelphia, PA, USA
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18
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Damiano RF, Caruso MJG, Cincoto AV, de Almeida Rocca CC, de Pádua Serafim A, Bacchi P, Guedes BF, Brunoni AR, Pan PM, Nitrini R, Beach S, Fricchione G, Busatto G, Miguel EC, Forlenza OV. Post-COVID-19 psychiatric and cognitive morbidity: Preliminary findings from a Brazilian cohort study. Gen Hosp Psychiatry 2022; 75:38-45. [PMID: 35134702 PMCID: PMC8734055 DOI: 10.1016/j.genhosppsych.2022.01.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 12/31/2021] [Accepted: 01/04/2022] [Indexed: 12/14/2022]
Abstract
OBJECTIVE The present study aims to investigate the occurrence of psychiatric and cognitive impairments in a cohort of survivors of moderate or severe forms of COVID-19. METHOD 425 adults were assessed 6 to 9 months after hospital discharge with a structured psychiatric interview, psychometric tests and a cognitive battery. A large, multidisciplinary, set of clinical data depicting the acute phase of the disease, along with relevant psychosocial variables, were used to predict psychiatric and cognitive outcomes using the 'Least Absolute Shrinkage and Selection Operator' (LASSO) method. RESULTS Diagnoses of 'depression', 'generalized anxiety disorder' and 'post-traumatic stress disorder' were established respectively in 8%, 15.5% and 13.6% of the sample. After pandemic onset (i.e., within the previous year), the prevalence of 'depression' and 'generalized anxiety disorder' were 2.56% and 8.14%, respectively. Memory decline was subjectively reported by 51.1% of the patients. Psychiatric or cognitive outcomes were not associated with any clinical variables related to the severity of acute-phase disease, nor by disease-related psychosocial stressors. CONCLUSIONS This is the first study to access rates of psychiatric and cognitive morbidity in the long-term outcome after moderate or severe forms of COVID-19 using standardized measures. As a key finding, there was no significant association between clinical severity in the acute-phase of SARS-CoV-2 infection and the neuropsychiatric impairment 6 to 9 months thereafter.
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Affiliation(s)
- Rodolfo Furlan Damiano
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil.
| | - Maria Julia Guimarães Caruso
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Alissom Vitti Cincoto
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Cristiana Castanho de Almeida Rocca
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Antonio de Pádua Serafim
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Pedro Bacchi
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Bruno F. Guedes
- Departamento de Neurologia, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - André R. Brunoni
- Centro de Pesquisas Clínicas e Epidemiológicas, Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil,Departamento de Clínica Médica, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil,Departamento e Instituto de Psiquiatria, Laboratory of Neurosciences (LIM-27), Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil,Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Pedro Mario Pan
- Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil
| | - Ricardo Nitrini
- Departamento de Neurologia, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Scott Beach
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States,Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Gregory Fricchione
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, United States,Department of Psychiatry, Harvard Medical School, Boston, MA, United States
| | - Geraldo Busatto
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Euripedes Constantino Miguel
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
| | - Orestes V. Forlenza
- Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brazil
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19
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Axelrud LK, Simioni AR, Pine DS, Winkler AM, Pan PM, Sato JR, Zugman A, Parker N, Picon F, Jackowski A, Hoexter MQ, Barker G, Martinot JL, Martinot MLP, Satterthwaite T, Rohde LA, Milham M, Barker ED, Salum GA. Neuroimaging Association Scores: reliability and validity of aggregate measures of brain structural features linked to mental disorders in youth. Eur Child Adolesc Psychiatry 2021; 30:1895-1906. [PMID: 33030612 PMCID: PMC9077631 DOI: 10.1007/s00787-020-01653-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 09/21/2020] [Indexed: 10/23/2022]
Abstract
In genetics, aggregation of many loci with small effect sizes into a single score improved prediction. Nevertheless, studies applying easily replicable weighted scores to neuroimaging data are lacking. Our aim was to assess the reliability and validity of the Neuroimaging Association Score (NAS), which combines information from structural brain features previously linked to mental disorders. Participants were 726 youth (aged 6-14) from two cities in Brazil who underwent MRI and psychopathology assessment at baseline and 387 at 3-year follow-up. Results were replicated in two samples: IMAGEN (n = 1627) and the Healthy Brain Network (n = 843). NAS were derived by summing the product of each standardized brain feature by the effect size of the association of that brain feature with seven psychiatric disorders documented by previous meta-analyses. NAS were calculated for surface area, cortical thickness and subcortical volumes using T1-weighted scans. NAS reliability, temporal stability and psychopathology and cognition prediction were analyzed. NAS for surface area showed high internal consistency and 3-year stability and predicted general psychopathology and cognition with higher replicability than specific symptomatic domains for all samples. They also predicted general psychopathology with higher replicability than single structures alone, accounting for 1-3% of the variance, but without directionality. The NAS for cortical thickness and subcortical volumes showed lower internal consistency and less replicable associations with behavioural phenotypes. These findings indicate the NAS based on surface area might be replicable markers of general psychopathology, but these links are unlikely to be causal or clinically useful yet.
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Affiliation(s)
- Luiza Kvitko Axelrud
- Section On Negative Affect and Social Processes, Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Universidade Federal Do Rio Grande Do Sul, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, 90035-003, Brazil.
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.
| | - André Rafael Simioni
- Section On Negative Affect and Social Processes, Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Universidade Federal Do Rio Grande Do Sul, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, 90035-003, Brazil
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Daniel Samuel Pine
- National Institute of Mental Health Intramural Research Program, Emotion and Development Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - Anderson Marcelo Winkler
- National Institute of Mental Health Intramural Research Program, Emotion and Development Branch, National Institute of Mental Health, Bethesda, MD, USA
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - João Ricardo Sato
- Centro de Matemática, Computação E Cognição, Universidade Federal Do ABC, Santo André, Brazil
| | - André Zugman
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Nadine Parker
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Felipe Picon
- Section On Negative Affect and Social Processes, Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Universidade Federal Do Rio Grande Do Sul, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, 90035-003, Brazil
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Andrea Jackowski
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Marcelo Queiroz Hoexter
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Gareth Barker
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jean-Luc Martinot
- Institut National de La Santé Et de La Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", University Paris Saclay, University Paris Descartes, Paris, France
| | - Marie Laure Paillère Martinot
- Institut National de La Santé Et de La Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", University Paris Saclay, University Paris Descartes, Paris, France
| | - Theodore Satterthwaite
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Luis Augusto Rohde
- Section On Negative Affect and Social Processes, Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Universidade Federal Do Rio Grande Do Sul, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, 90035-003, Brazil
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | | | - Edward Dylan Barker
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Giovanni Abrahão Salum
- Section On Negative Affect and Social Processes, Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Universidade Federal Do Rio Grande Do Sul, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, 90035-003, Brazil
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
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20
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Sato JR, Biazoli CE, Zugman A, Pan PM, Bueno APA, Moura LM, Gadelha A, Picon FA, Amaro E, Salum GA, Miguel EC, Rohde LA, Bressan RA, Jackowski AP. Long-term stability of the cortical volumetric profile and the functional human connectome throughout childhood and adolescence. Eur J Neurosci 2021; 54:6187-6201. [PMID: 34460993 DOI: 10.1111/ejn.15435] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 08/18/2021] [Accepted: 08/28/2021] [Indexed: 11/26/2022]
Abstract
There is compelling evidence showing that between-subject variability in several functional and structural brain features is sufficient for unique identification in adults. However, individuation of brain functional connectomes depends on the stabilization of neurodevelopmental processes during childhood and adolescence. Here, we aimed to (1) evaluate the intra-subject functional connectome stability over time for the whole brain and for large scale functional networks and (2) determine the long-term identification accuracy or 'fingerprinting' for the cortical volumetric profile and the functional connectome. For these purposes, we analysed a longitudinal cohort of 239 children and adolescents scanned in two sessions with an interval of approximately 3 years (age range 6-15 years at baseline and 9-18 years at follow-up). Corroborating previous results using short between-scan intervals in children and adolescents, we observed a moderate identification accuracy (38%) for the whole functional profile. In contrast, identification accuracy using cortical volumetric profile was 95%. Among the large-scale networks, the default-mode (26.8%), the frontoparietal (23.4%) and the dorsal-attention (27.6%) networks were the most discriminative. Our results provide further evidence for a protracted development of specific individual structural and functional connectivity profiles.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil.,Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Claudinei Eduardo Biazoli
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil.,Department of Biological and Experimental Psychology, Queen Mary University of London, London, UK
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Ana Paula Arantes Bueno
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil
| | - Luciana Monteiro Moura
- Center of Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil.,Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Felipe Almeida Picon
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil.,ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Edson Amaro
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil.,Department of Radiology, School of Medicine, University of São Paulo, São Paulo, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil.,ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of São Paulo, São Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil.,ADHD Outpatient Program & Developmental Psychiatry Program, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
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Aguiar AP, Vistorte AOR, Akiba HT, Oliveira P, Ruiz DPP, Gadelha A, Bressan RA, Pan PM. Translation and cross-cultural adaptation to Brazilian Portuguese of two brief screening tools for at-risk psychosis youth: the Prodromal Questionnaire (PQ-16) and the PRIME-Screen. Trends Psychiatry Psychother 2021; 45:e20210276. [PMID: 34551241 PMCID: PMC10164406 DOI: 10.47626/2237-6089-2021-0276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2021] [Accepted: 07/28/2021] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Prodromal characteristics of psychosis have been described for more than a century. Over the last three decades, a variety of studies have proposed methods to prospectively identify individuals (and youth in particular) who are at high risk of developing a psychotic disorder. These studies have validated various screening instruments and made them available in several languages. Here, we describe the translation into Brazilian Portuguese and cross-cultural adaptation of two such screening tools - the Prodromal Questionnaire-16 (PQ-16) and the Prevention through Risk Identification, Management, and Education (PRIME)-Screen. METHOD Two bilingual native speakers of Brazilian Portuguese translated the questionnaires from English. A native English speaker then performed back-translations into English. These back-translated versions were submitted to the original authors. They provided feedback and later approved the final versions. RESULTS After translation and cross-cultural adaptation, no items needed to be changed in the adapted PQ-16 and four items were revised in the PRIME-Screen. After the peer-review process, we included two suggestions in the PQ-16 to facilitate use of the tool in our cultural and social contexts. The PRIME-Screen did not need further changes. CONCLUSION These new instruments can help screen Brazilian Portuguese-speaking patients who are at risk of psychosis in primary care.
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Affiliation(s)
- Ana Paula Aguiar
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Angel Olider Rojas Vistorte
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Henrique Teruo Akiba
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Paula Oliveira
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Deise Palermo Puertas Ruiz
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Ary Gadelha
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
- Programa de EsquizofreniaUNIFESPSão PauloSPBrazil Programa de Esquizofrenia (PROESQ), UNIFESP, São Paulo, SP, Brazil.
| | - Rodrigo Affonseca Bressan
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
| | - Pedro Mario Pan
- Programa de Reconhecimento e Intervenção em Estados Mentais de RiscoDepartamento de PsiquiatriaUniversidade Federal de São PauloSão PauloSPBrazil Programa de Reconhecimento e Intervenção em Estados Mentais de Risco (PRISMA), Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, SP, Brazil.
- Instituto Ame Sua MenteSão PauloSPBrazil Instituto Ame Sua Mente, São Paulo, SP, Brazil.
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Ribeiro WS, Gronholm PC, Silvestre de Paula C, Hoffmann MS, Rojas Vistorte AO, Zugman C, Pan PM, de Jesus Mari J, Rohde LA, Miguel EC, Bressan RA, Salum GA, Evans-Lacko S. Development and validation of the Brazilian Portuguese Version of the Reported and Intended Behaviour Scale (RIBS-BP). Stigma and Health 2021. [DOI: 10.1037/sah0000224] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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23
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Bernardes ET, Manitto AM, Miguel EC, Pan PM, Batistuzzo MC, Rohde LA, Polanczyk GV. Relationships between childhood maltreatment, impairment in executive functions and disruptive behavior disorders in a community sample of children. Eur Child Adolesc Psychiatry 2020; 29:969-978. [PMID: 31559500 DOI: 10.1007/s00787-019-01408-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Accepted: 09/13/2019] [Indexed: 11/27/2022]
Abstract
Evidence points to an independent relationship among childhood maltreatment, impairments in executive functions (EF) and disruptive behavior disorders (DBD). However, it is still not fully understood how these three factors are interrelated. This study evaluated the association between childhood maltreatment and DBD testing the role of EF performance as a mediator or moderator. We studied a probabilistic school-based sample of 2016 children from 6 to 12 years. Mental disorders were assessed using the Development and Well-Being Assessment with parents and children. Children answered questions about exposure to child maltreatment and were evaluated with a set of cognitive tasks addressing inhibitory control, working memory, cognitive flexibility and planning. Childhood maltreatment was strongly associated with DBD (OR = 7.7, CI 95% 4.5-12.9). No association was found between childhood maltreatment and EF performance. Children with DBD showed worse performance in cognitive flexibility, which was not identified as a mediator or moderator of the association between childhood maltreatment and DBD. Results indicate that the association between maltreatment and disruptive behavior occurs regardless of performance in executive function in a community sample. Future studies are essential to confirm these findings and elucidate the cognitive mechanisms involved in this association.
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Affiliation(s)
- Elisa Teixeira Bernardes
- Departamento de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, R. Dr Ovidio Pires de Campos, 875, Sao Paulo, SP, Brazil.
| | - Alicia Matijasevich Manitto
- Departamento de Medicina Preventiva, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, R. Dr Arnaldo, 455, Sao Paulo, SP, Brazil
- Programa de pos-graduacao em Epidemiologia, Universidade Federal de Pelotas, R. Mal. Deodoro, 1160, Pelotas, RS, Brazil
| | - Eurípedes Constantino Miguel
- Departamento de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, R. Dr Ovidio Pires de Campos, 875, Sao Paulo, SP, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes (INCT-INPD), R. Dr Ovidio Pires de Campos, 785, Sao Paulo, SP, Brazil
| | - Pedro Mario Pan
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes (INCT-INPD), R. Dr Ovidio Pires de Campos, 785, Sao Paulo, SP, Brazil
- Labortatorio Interdisciplinar de Neuroimagem e Cognicao (LiNC), Universidade Federal de Sao Paulo (UNIFESP), R. Pedro de Toledo, 669, Sao Paulo, SP, Brazil
| | - Marcelo Camargo Batistuzzo
- Departamento de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, R. Dr Ovidio Pires de Campos, 875, Sao Paulo, SP, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes (INCT-INPD), R. Dr Ovidio Pires de Campos, 785, Sao Paulo, SP, Brazil
| | - Luis Augusto Rohde
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes (INCT-INPD), R. Dr Ovidio Pires de Campos, 785, Sao Paulo, SP, Brazil
- Departmento de Psiquiatria, Universidade Federal do Rio Grande do Sul, Rua Ramiro Barcelos, 2350, Porto Alegre, RS, Brazil
| | - Guilherme V Polanczyk
- Departamento de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, R. Dr Ovidio Pires de Campos, 875, Sao Paulo, SP, Brazil
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes (INCT-INPD), R. Dr Ovidio Pires de Campos, 785, Sao Paulo, SP, Brazil
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Biazoli CE, Salum GA, Gadelha A, Rebello K, Moura LM, Pan PM, Brietzke E, Miguel EC, Rohde LA, Bressan RA, Jackowski AP, Sato JR. Correction to: Socioeconomic status in children is associated with spontaneous activity in right superior temporal gyrus. Brain Imaging Behav 2020; 14:639. [DOI: 10.1007/s11682-019-00125-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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25
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Hoffmann MS, Pan PM, Manfro GG, de Jesus Mari J, Miguel EC, Bressan RA, Rohde LA, Salum GA. Independent and interactive associations of temperament dimensions with educational outcomes in young adolescents. Learning and Individual Differences 2020. [DOI: 10.1016/j.lindif.2019.101817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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26
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Axelrud LK, Sato JR, Santoro ML, Talarico F, Pine DS, Rohde LA, Zugman A, Junior EA, Bressan RA, Grassi-Oliveira R, Pan PM, Hoffmann MS, Simioni AR, Guinjoan SM, Hakonarson H, Brietzke E, Gadelha A, Pellegrino da Silva R, Hoexter MQ, Miguel EC, Belangero SI, Salum GA. Genetic risk for Alzheimer's disease and functional brain connectivity in children and adolescents. Neurobiol Aging 2019; 82:10-17. [PMID: 31376729 DOI: 10.1016/j.neurobiolaging.2019.06.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 06/22/2019] [Accepted: 06/30/2019] [Indexed: 12/13/2022]
Abstract
Research suggested accumulation of tau proteins might lead to the degeneration of functional networks. Studies investigating the impact of genetic risk for Alzheimer's disease (AD) on early brain connections might shed light on mechanisms leading to AD development later in life. Here, we aim to investigate whether the polygenic risk score for Alzheimer's disease (AD-PRS) influences the connectivity among regions susceptible to tau pathology during childhood and adolescence. Participants were youth, aged 6-14 years, and recruited in Porto Alegre (discovery sample, n = 332) and São Paulo (replication sample, n = 304), Brazil. Subjects underwent genotyping and 6-min resting state funcional magnetic resonance imaging. Connections between the local maxima of tau pathology networks were used as dependent variables. The AD-PRS was associated with the connectivity between the right precuneus and the right superior temporal gyrus (discovery sample: β = 0.180, padjusted = 0.036; replication sample: β = 0.202, p = 0.031). This connectivity was also associated with inhibitory control (β = 0.157, padjusted = 0.035) and moderated the association between the AD-PRS and both immediate and delayed recall. These findings suggest the AD-PRS may affect brain connectivity in youth, which might impact memory performance and inhibitory control in early life.
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Affiliation(s)
- Luiza Kvitko Axelrud
- Departamento de Psiquiatria e Medicina Legal, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Section on Negative Affect and Social Processes, Porto Alegre, Brazil; National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - João Ricardo Sato
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Centro de Matemática, Computação e Cognição, Universidade Federal do ABC, Santo André, Brazil
| | - Marcos Leite Santoro
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Morfologia e Genética, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil
| | - Fernanda Talarico
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Morfologia e Genética, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil
| | - Daniel Samuel Pine
- Emotion and Development Branch, National Institute of Mental Health Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA
| | - Luis Augusto Rohde
- Departamento de Psiquiatria e Medicina Legal, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Section on Negative Affect and Social Processes, Porto Alegre, Brazil; National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Andre Zugman
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Edson Amaro Junior
- Department of Radiology, University of São Paulo, São Paulo, Brazil; Hospital Israelita Albert Einstein, São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Rodrigo Grassi-Oliveira
- Developmental Cognitive Neuroscience Research Group (GNCD), Pontifical Catholic University of Rio Grande do Sul (PUCRS), Porto Alegre, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Maurício Scopel Hoffmann
- Departamento de Psiquiatria e Medicina Legal, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Section on Negative Affect and Social Processes, Porto Alegre, Brazil; National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Andre Rafael Simioni
- Departamento de Psiquiatria e Medicina Legal, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Section on Negative Affect and Social Processes, Porto Alegre, Brazil; National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | | | - Hakon Hakonarson
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, USA
| | - Elisa Brietzke
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | | | | | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Psiquiatria, Universidade de São Paulo (USP), São Paulo, Brazil
| | - Sintia Iole Belangero
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil; Departamento de Morfologia e Genética, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Departamento de Psiquiatria e Medicina Legal, Universidade Federal do Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Section on Negative Affect and Social Processes, Porto Alegre, Brazil; National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.
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27
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Sato JR, Biazoli CE, Salum GA, Gadelha A, Crossley N, Vieira G, Zugman A, Picon FA, Pan PM, Hoexter MQ, Amaro E, Anés M, Moura LM, Del'Aquilla MAG, Mcguire P, Rohde LA, Miguel EC, Bressan RA, Jackowski AP. Associations between children's family environment, spontaneous brain oscillations, and emotional and behavioral problems. Eur Child Adolesc Psychiatry 2019; 28:835-845. [PMID: 30392120 DOI: 10.1007/s00787-018-1240-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2017] [Accepted: 10/20/2018] [Indexed: 12/31/2022]
Abstract
The family environment in childhood has a strong effect on mental health outcomes throughout life. This effect is thought to depend at least in part on modifications of neurodevelopment trajectories. In this exploratory study, we sought to investigate whether a feasible resting-state fMRI metric of local spontaneous oscillatory neural activity, the fractional amplitude of low-frequency fluctuations (fALFF), is associated with the levels of children's family coherence and conflict. Moreover, we sought to further explore whether spontaneous activity in the brain areas influenced by family environment would also be associated with a mental health outcome, namely the incidence of behavioral and emotional problems. Resting-state fMRI data from 655 children and adolescents (6-15 years old) were examined. The quality of the family environment was found to be positively correlated with fALFF in the left temporal pole and negatively correlated with fALFF in the right orbitofrontal cortex. Remarkably, increased fALFF in the temporal pole was associated with a lower incidence of behavioral and emotional problems, whereas increased fALFF in the orbitofrontal cortex was correlated with a higher incidence.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computation, and Cognition, Universidade Federal do ABC, Av. dos Estados, 5001, Bairro Bangu, Santo André, SP, CEP 09210-580, Brazil. .,Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil. .,Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil. .,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil. .,Institute of Radiology (InRad), School of Medicine, University of Sao Paulo, São Paulo, Brazil.
| | - Claudinei Eduardo Biazoli
- Center of Mathematics, Computation, and Cognition, Universidade Federal do ABC, Av. dos Estados, 5001, Bairro Bangu, Santo André, SP, CEP 09210-580, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Hospital de Clinicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | | | - Gilson Vieira
- Bioinformatics Program, Institute of Mathematics and Statistics, University of Sao Paulo, São Paulo, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Felipe Almeida Picon
- Hospital de Clinicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Marcelo Queiroz Hoexter
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Edson Amaro
- Institute of Radiology (InRad), School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Mauricio Anés
- Hospital de Clinicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Luciana Monteiro Moura
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Marco Antonio Gomes Del'Aquilla
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Philip Mcguire
- Institute of Psychiatry, King's College London, London, UK
| | - Luis Augusto Rohde
- Hospital de Clinicas de Porto Alegre and Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Euripedes Constantino Miguel
- Department of Psychiatry, School of Medicine, University of Sao Paulo, São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (CNPq), São Paulo, Brazil
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28
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Manfro AG, Santoro M, Polanczyk GV, Gadelha A, Pan PM, Bressan RA, Brietzke E, Talarico F, Belangero S, Rohde LA, Salum GA. Heterotypic trajectories of dimensional psychopathology across the lifespan: the case of youth-onset attention deficit/hyperactivity disorder. J Child Psychol Psychiatry 2019; 60:533-544. [PMID: 30329156 DOI: 10.1111/jcpp.12987] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/29/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND Recent studies have demonstrated the existence of a distinct late-onset attention deficit/hyperactivity disorder (ADHD) trajectory. Our objective is to test if there are distinct ADHD trajectories regarding age of onset from childhood to adolescence and to compare clinical manifestations, cognitive functions and genetic risk for ADHD among distinct longitudinal groups. METHOD Nine hundred and twenty four children and adolescents from the community participated in the study. We compared clinical, cognitive features and genetic risk among four groups of participants: (a) childhood-limited, (b) youth-onset, (c) childhood-onset with youth persistence, and (d) community comparisons without ADHD. Symptomatic and diagnostic assessments were performed using the Development and Well-Being Behavior Assessment, the Strengths and Difficulties Questionnaire, and the Child Behavior Checklist. Cognitive functions were measured using a battery of standardized tests. Genetic risk for ADHD was calculating using summary statistics from the Psychiatric Genomics Consortium. RESULTS Half of the adolescents (52%) with ADHD had their symptom onset in adolescence. The impairment level of this group in adolescence is similar to the persistent group. Despite not having ADHD, the youth-onset group already presented in childhood more symptoms from other domains of psychopathology, higher shared variance in psychiatric symptomatology (p-factor), school impairment, and executive dysfunctions than community comparisons. Furthermore, the youth-onset group presented lower levels of genetic risk for ADHD compared to other cases. CONCLUSIONS A significant proportion of adolescents with ADHD were youth-onset cases and presented similar impairment levels as those cases with early-onset ADHD. The presence of cognitive impairments and higher levels of clinical symptoms in the youth-onset group already at childhood speaks in favor of a heterotypic trajectory of psychopathology suggesting that youth-onset ADHD might be an artificial consequence of categorizing dimensional psychopathology into discrete diagnostic groups.
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Affiliation(s)
- Arthur Gus Manfro
- Graduate program in Psychiatry and Behavioral Science, UFRGS, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Marcos Santoro
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Guilherme Vanoni Polanczyk
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department & Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Elisa Brietzke
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Fernanda Talarico
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Sintia Belangero
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department & Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil.,Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
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Fatori D, Salum GA, Rohde LA, Pan PM, Bressan R, Evans-Lacko S, Polanczyk G, Miguel EC, Graeff-Martins AS. Use of Mental Health Services by Children With Mental Disorders in Two Major Cities in Brazil. Psychiatr Serv 2019; 70:337-341. [PMID: 30651056 DOI: 10.1176/appi.ps.201800389] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE The study examined lifetime use of mental health services among children diagnosed as having mental disorders in two major cities in Brazil and identified characteristics associated with unmet need. METHODS The data were collected as part of the High Risk Cohort Study, a community study conducted in Sao Paulo and Porto Alegre, Brazil. During the period from 2010 to 2011, a total of 2,511 children ages 6 to 12 were assessed, and 652 were given a diagnosis of at least one mental disorder. The current study analyzed data for a subsample of 651 children with complete information on use of mental health services. RESULTS Eighty-one percent of the children with mental disorders had not received mental health treatment in the past. The majority who received treatment were treated with psychotherapy or a combination of psychotherapy and medication. Mixed-race children were significantly more likely to have unmet need for treatment, compared with white children. CONCLUSIONS The high rate of unmet need among children with mental disorders should be addressed with strategies to improve access to health care.
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Affiliation(s)
- Daniel Fatori
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Giovanni Abrahão Salum
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Luis Augusto Rohde
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Pedro Mario Pan
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Rodrigo Bressan
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Sara Evans-Lacko
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Guilherme Polanczyk
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Euripedes Constantino Miguel
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
| | - Ana Soledade Graeff-Martins
- Department of Psychiatry, University of Sao Paulo Medical School, Sao Paulo, Brazil (Fatori, Polanczyk, Miguel); Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil (Salum, Rohde, Graeff-Martins); Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil (Pan, Bressan); Personal Social Services Research Unit, London School of Economics and Political Science, London (Evans-Lacko)
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Biazoli CE, Salum GA, Gadelha A, Rebello K, Moura LM, Pan PM, Brietzke E, Miguel EC, Rohde LA, Bressan RA, Jackowski AP, Sato JR. Socioeconomic status in children is associated with spontaneous activity in right superior temporal gyrus. Brain Imaging Behav 2019; 14:961-970. [DOI: 10.1007/s11682-019-00073-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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Pan PM, Salum G, Bressan RA. Debate: Dimensions of mania in youth: possibly bipolar, probably risk indicators, certainly impairing. Child Adolesc Ment Health 2019; 24:103-105. [PMID: 32677238 DOI: 10.1111/camh.12310] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/13/2018] [Indexed: 11/29/2022]
Abstract
We comment on the utility of latent manic dimensions to elucidate the prevalence of youth Bipolar Disorder in epidemiological samples, irrespective of sample's cultural background or clinician's predetermined prototypical definitions of a bipolar case.
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Affiliation(s)
- Pedro Mario Pan
- Laboratório Interdisciplinar de Neurociências Clínicas (LiNC), Deparment of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INPD), São Paulo, Brazil
| | - Giovanni Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), São Paulo, Brazil.,Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Rodrigo A Bressan
- Laboratório Interdisciplinar de Neurociências Clínicas (LiNC), Deparment of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INPD), São Paulo, Brazil
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Moriyama TS, van Os J, Gadelha A, Pan PM, Salum GA, Manfro GG, Mari JDJ, Miguel EC, Rohde LA, Polanczyk GV, McGuire P, Bressan RA, Drukker M. Differences Between Self-Reported Psychotic Experiences, Clinically Relevant Psychotic Experiences, and Attenuated Psychotic Symptoms in the General Population. Front Psychiatry 2019; 10:782. [PMID: 31736802 PMCID: PMC6829673 DOI: 10.3389/fpsyt.2019.00782] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 10/01/2019] [Indexed: 12/26/2022] Open
Abstract
Purpose: Psychotic experiences in childhood (such as hearing voices or being suspicious) represent an important phenotype for early intervention. However, these experiences can be defined in several ways: self-reported psychotic experiences (SRPE) rely exclusively on the child's report, clinically validated psychotic experiences (CRPE) are based on clinical assessment, and attenuated psychotic symptoms (APS) represents a categorization to do with clinical relevance in relation to severity. Very few studies have investigated how these distinctions impact clinical and other domains. The present study aims to compare SRPE, CRPE, and APS among children and adolescents. Methods: This study is part of the Brazilian High-Risk Cohort Study for Psychiatric Disorders, in which 2,241 individuals aged 6-14 years provided self-ratings of 20 psychotic experiences using the Community Assessment of Psychic Experiences (CAPE). A trained psychologist conducted an interview to validate or reject reported experiences and to rate the presence of APS and affective flattening. In parallel, parents provided information about child mental health to an independent interviewer. We tested the association of mutually exclusive categories of non-validated SRPE (nSRPE), clinically validated PE below the threshold for APS (nCRPE), and APS (nSRPE = 33%, nCRPE = 11%, APS = 6%), with parents' information about the child's positive attributes and levels of psychopathology and psychologist assessment of blunted affect. Results: Most associations were qualitatively similar, and there was a dose-response in the strength of associations across categories, such that APS > nCRPE > nSRPE. Experiences in all three categories were associated with female sex. nSRPE were associated with overall levels of psychopathology, but to a lesser degree than nCRPE and APS. APS and nCRPE were associated with less positive attributes, with APS more so than nCRPE. Only APS was associated with affective flattening. Conclusions: In children and adolescents, SRPE, CRPE, and APS all index liability for psychopathology, but as clinician rated relevance increases, associations get stronger and become evident across more domains.
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Affiliation(s)
- Tais Silveira Moriyama
- Centro de Atendimento Especializado, Instituto Bairral de Psiquiatria, Itapira, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.,Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry and Psychology, School of Mental Health and Neuroscience (MHeNS), Maastricht University Medical Centre (MUMC), Maastricht, Netherlands
| | - Jim van Os
- Department of Psychiatry and Psychology, School of Mental Health and Neuroscience (MHeNS), Maastricht University Medical Centre (MUMC), Maastricht, Netherlands.,Department of Psychosis Studies, King's College London, King's Health Partners, London, United Kingdom.,Department of Psychiatry, UMC Utrecht Brain Centre, Utrecht University Medical Centre, Utrecht, Netherlands
| | - Ary Gadelha
- Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.,Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Pedro Mario Pan
- Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.,Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Gisele Gus Manfro
- Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Jair de Jesus Mari
- Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.,Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil
| | - Eurípedes Constantino Miguel
- Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, Brazil
| | - Luis Augusto Rohde
- Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Guilherme Vanoni Polanczyk
- Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo, Brazil
| | - Philip McGuire
- Department of Psychosis Studies, King's College London, King's Health Partners, London, United Kingdom
| | - Rodrigo Affonseca Bressan
- Department of Psychiatry, Federal University of São Paulo, São Paulo, Brazil.,Brazilian High-Risk Cohort Study for Psychiatric Disorders, National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil.,Department of Psychiatry and Psychology, School of Mental Health and Neuroscience (MHeNS), Maastricht University Medical Centre (MUMC), Maastricht, Netherlands
| | - Marjan Drukker
- Department of Psychiatry and Psychology, School of Mental Health and Neuroscience (MHeNS), Maastricht University Medical Centre (MUMC), Maastricht, Netherlands
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Moriyama TS, Drukker M, Gadelha A, Pan PM, Salum GA, Manfro GG, Mari JDJ, Miguel EC, Rohde LA, Polanczyk GV, van Os J, Bressan RA. The association between psychotic experiences and traumatic life events: the role of the intention to harm. Psychol Med 2018; 48:2235-2246. [PMID: 29331167 DOI: 10.1017/s0033291717003762] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
BACKGROUND Previous work showed traumatic life events (TLE) with intention to harm, like bullying and abuse, to be more strongly associated with psychotic experiences (PE) than other types of trauma, like accidents. However, this association is subject to reporting bias and can be confounded by demographic characteristics and by differences in dose of exposure across different trauma categories. We studied the association between TLE with and without intention to harm and PE, taking into account potential confounders and biases. METHODS A total of 2245 children and adolescents aged 6-14 years were interviewed by psychologists. The interview included the presence of 20 PE (both self-report and psychologist evaluation). In addition, parents provided information on child exposure to trauma, mental health and PE. RESULTS Results showed no significant association between TLE without intention to harm only and PE for the three methods of assessment of PE (self-report, parent report and psychologist rating). On the other hand, there was a positive association between PE and TLE in groups exposed to traumatic experiences with intention to harm (with intention to harm only and with and without intention to harm). Results remained significant after controlling for demographic and clinical confounders, but this positive association was no longer significant after adjusting for the number of TLE. CONCLUSIONS TLE with intention to harm display a stronger association with PE than TLE without intention to harm, and this difference is likely reducible to a greater level of traumatic exposure associated with TLE with intention to harm.
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Affiliation(s)
| | - Marjan Drukker
- Department of Psychiatry and Psychology,School of Mental Health and Neuroscience (MHeNS),Maastricht University Medical Centre (MUMC),Maastricht,The Netherlands
| | - Ary Gadelha
- Department of Psychiatry,Federal University of São Paulo,São Paulo,Brazil
| | - Pedro Mario Pan
- Department of Psychiatry,Federal University of São Paulo,São Paulo,Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),São Paulo,Brazil
| | - Gisele Gus Manfro
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),São Paulo,Brazil
| | - Jair de Jesus Mari
- Department of Psychiatry,Federal University of São Paulo,São Paulo,Brazil
| | | | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),São Paulo,Brazil
| | - Guilherme Vanoni Polanczyk
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),São Paulo,Brazil
| | - Jim van Os
- Department of Psychiatry and Psychology,School of Mental Health and Neuroscience (MHeNS),Maastricht University Medical Centre (MUMC),Maastricht,The Netherlands
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de Araujo CM, Zugman A, Swardfager W, Belangero SIN, Ota VK, Spindola LM, Hakonarson H, Pellegrino R, Gadelha A, Salum GA, Pan PM, de Moura LM, Del Aquilla M, Picon FA, Amaro E, Sato JR, Brietzke E, Grassi-Oliveira R, Rohde LAP, Miguel EC, Bressan RA, Jackowski AP. Effects of the brain-derived neurotropic factor variant Val66Met on cortical structure in late childhood and early adolescence. J Psychiatr Res 2018; 98:51-58. [PMID: 29288952 DOI: 10.1016/j.jpsychires.2017.12.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2017] [Revised: 11/18/2017] [Accepted: 12/14/2017] [Indexed: 11/19/2022]
Abstract
BACKGROUND The brain-derived neurotrophic factor (BDNF) Val66Met polymorphism (rs6265) has been associated with several neuropsychiatric disorders and regional structural brain changes in adults, but little is known about Val66Met's effect on brain morphology during typical or atypical neurodevelopment. Windows of vulnerability to psychopathology may be associated with the different alleles of the Val66Met polymorphism during childhood and adolescence. METHODOLOGY We investigated the effect of Val66Met on cortical thickness in MRI scans of 718 children and adolescents (6-12 years old) with typical development, and in those meeting DSM criteria for a psychiatric disorder. RESULTS Val66Met had a significant effect on cortical thickness. Considering the typically developing group, Met-carriers presented thicker parietal and occipital lobes and prefrontal cortices compared to Val homozygotes. Met-carriers with psychiatric disorders presented thicker medial and lateral temporal cortices than Val homozygotes. Furthermore, a significant genotype × psychiatric diagnosis interaction was found: Met-carriers with a psychiatric diagnosis presented thinner bilateral prefrontal cortices than Val homozygotes. CONCLUSION This study provides evidence that Val66Met is associated with cortical maturation in children and adolescents with and without psychiatric disorders.
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Affiliation(s)
- Celia Maria de Araujo
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil.
| | - Andre Zugman
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | - Walter Swardfager
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, Canada; Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, Canada
| | - Sintia Iole Nogueira Belangero
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil; Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Vanessa Kiyomi Ota
- Department of Psychiatry, Universidade Federal de São Paulo, Brazil; Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Leticia Maria Spindola
- Department of Psychiatry, Universidade Federal de São Paulo, Brazil; Department of Morphology and Genetics, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Hakon Hakonarson
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, United States
| | - Renata Pellegrino
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, United States
| | - Ary Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | | | - Marco Del Aquilla
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | - Felipe Almeida Picon
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Edson Amaro
- Institute of Radiology (INRAD), Universidade de São Paulo, São Paulo, Brazil
| | - João Ricardo Sato
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Mathematics & Statistics Institute, Universidade Federal do ABC, Santo André, Brazil
| | - Elisa Brietzke
- Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | - Rodrigo Grassi-Oliveira
- Developmental Cognitive Neuroscience Laboratory (DCNL), Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Luis Augusto P Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department & Institute of Psychiatry (IPq), Universidade de São Paulo, São Paulo, Brazil
| | - Rodrigo A Bressan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
| | - Andrea Parolin Jackowski
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Universidade Federal de São Paulo, Brazil
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35
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Sato JR, Biazoli CE, Salum GA, Gadelha A, Crossley N, Vieira G, Zugman A, Picon FA, Pan PM, Hoexter MQ, Amaro E, Anés M, Moura LM, Del'Aquilla MAG, Mcguire P, Rohde LA, Miguel EC, Jackowski AP, Bressan RA. Association between abnormal brain functional connectivity in children and psychopathology: A study based on graph theory and machine learning. World J Biol Psychiatry 2018. [PMID: 28635541 DOI: 10.1080/15622975.2016.1274050] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
OBJECTIVES One of the major challenges facing psychiatry is how to incorporate biological measures in the classification of mental health disorders. Many of these disorders affect brain development and its connectivity. In this study, we propose a novel method for assessing brain networks based on the combination of a graph theory measure (eigenvector centrality) and a one-class support vector machine (OC-SVM). METHODS We applied this approach to resting-state fMRI data from 622 children and adolescents. Eigenvector centrality (EVC) of nodes from positive- and negative-task networks were extracted from each subject and used as input to an OC-SVM to label individual brain networks as typical or atypical. We hypothesised that classification of these subjects regarding the pattern of brain connectivity would predict the level of psychopathology. RESULTS Subjects with atypical brain network organisation had higher levels of psychopathology (p < 0.001). There was a greater EVC in the typical group at the bilateral posterior cingulate and bilateral posterior temporal cortices; and significant decreases in EVC at left temporal pole. CONCLUSIONS The combination of graph theory methods and an OC-SVM is a promising method to characterise neurodevelopment, and may be useful to understand the deviations leading to mental disorders.
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Affiliation(s)
- João Ricardo Sato
- a Center of Mathematics, Computation and Cognition, Universidade Federal do ABC , Santo André , Brazil.,b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,c Department of Radiology , School of Medicine, University of Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Claudinei Eduardo Biazoli
- a Center of Mathematics, Computation and Cognition, Universidade Federal do ABC , Santo André , Brazil.,c Department of Radiology , School of Medicine, University of Sao Paulo , Brazil
| | - Giovanni Abrahão Salum
- d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,e Hospital de Clinicas de Porto Alegre and Department of Psychiatry , Federal University of Rio Grande do Sul , Porto Alegre , Brazil
| | - Ary Gadelha
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Nicolas Crossley
- f Department of Psychosis Studies, Institute of Psychiatry, King's College London , United Kingdom
| | - Gilson Vieira
- c Department of Radiology , School of Medicine, University of Sao Paulo , Brazil.,g Bioinformatics Program , Institute of Mathematics and Statistics, University of Sao Paulo , Brazil
| | - André Zugman
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Felipe Almeida Picon
- d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,e Hospital de Clinicas de Porto Alegre and Department of Psychiatry , Federal University of Rio Grande do Sul , Porto Alegre , Brazil
| | - Pedro Mario Pan
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Marcelo Queiroz Hoexter
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,h Department of Psychiatry , School of Medicine, University of Sao Paulo , Brazil
| | - Edson Amaro
- i Institute of Radiology (InRad), Faculdade de Medicina , Universidade de Sao Paulo , Brazil
| | - Mauricio Anés
- d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,e Hospital de Clinicas de Porto Alegre and Department of Psychiatry , Federal University of Rio Grande do Sul , Porto Alegre , Brazil
| | - Luciana Monteiro Moura
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Marco Antonio Gomes Del'Aquilla
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Philip Mcguire
- f Department of Psychosis Studies, Institute of Psychiatry, King's College London , United Kingdom
| | - Luis Augusto Rohde
- d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,e Hospital de Clinicas de Porto Alegre and Department of Psychiatry , Federal University of Rio Grande do Sul , Porto Alegre , Brazil
| | - Euripedes Constantino Miguel
- d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil.,h Department of Psychiatry , School of Medicine, University of Sao Paulo , Brazil
| | - Andrea Parolin Jackowski
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
| | - Rodrigo Affonseca Bressan
- b Department of Psychiatry, Interdisciplinary Lab for Clinical Neurosciences (LiNC) , Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo , Brazil.,d National Institute of Developmental Psychiatry for Children and Adolescents , CNPq , Brazil
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Pan PM, Sato JR, Salum GA, Rohde LA, Gadelha A, Zugman A, Mari J, Jackowski A, Picon F, Miguel EC, Pine DS, Leibenluft E, Bressan RA, Stringaris A. Ventral Striatum Functional Connectivity as a Predictor of Adolescent Depressive Disorder in a Longitudinal Community-Based Sample. Am J Psychiatry 2017; 174:1112-1119. [PMID: 28946760 PMCID: PMC10752293 DOI: 10.1176/appi.ajp.2017.17040430] [Citation(s) in RCA: 108] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE Previous studies have implicated aberrant reward processing in the pathogenesis of adolescent depression. However, no study has used functional connectivity within a distributed reward network, assessed using resting-state functional MRI (fMRI), to predict the onset of depression in adolescents. This study used reward network-based functional connectivity at baseline to predict depressive disorder at follow-up in a community sample of adolescents. METHOD A total of 637 children 6-12 years old underwent resting-state fMRI. Discovery and replication analyses tested intrinsic functional connectivity (iFC) among nodes of a putative reward network. Logistic regression tested whether striatal node strength, a measure of reward-related iFC, predicted onset of a depressive disorder at 3-year follow-up. Further analyses investigated the specificity of this prediction. RESULTS Increased left ventral striatum node strength predicted increased risk for future depressive disorder (odds ratio=1.54, 95% CI=1.09-2.18), even after excluding participants who had depressive disorders at baseline (odds ratio=1.52, 95% CI=1.05-2.20). Among 11 reward-network nodes, only the left ventral striatum significantly predicted depression. Striatal node strength did not predict other common adolescent psychopathology, such as anxiety, attention deficit hyperactivity disorder, and substance use. CONCLUSIONS Aberrant ventral striatum functional connectivity specifically predicts future risk for depressive disorder. This finding further emphasizes the need to understand how brain reward networks contribute to youth depression.
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Affiliation(s)
- Pedro Mario Pan
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - João R Sato
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Giovanni A Salum
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Luis A Rohde
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ary Gadelha
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Andre Zugman
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Jair Mari
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Andrea Jackowski
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Felipe Picon
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Eurípedes C Miguel
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Daniel S Pine
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Ellen Leibenluft
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Rodrigo A Bressan
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Argyris Stringaris
- From the Department of Psychiatry, Laboratório Interdisciplinar de Neurociências Clínicas, Universidade Federal de São Paulo, São Paulo, Brazil; the Mood, Brain, and Development Unit, Emotion and Development Branch, NIMH, Bethesda, Md.; Center for Mathematics, Computing, and Cognition, Universidade Federal do ABC, Santo André, Brazil; the Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; the Department and Institute of Psychiatry, Universidade de São Paulo, São Paulo, Brazil; the Section on Development and Affective Neuroscience and the Section on Mood Dysregulation and Neuroscience, Emotion and Development Branch, NIMH, Bethesda, Md.; the Department of Psychosis Studies, Institute of Psychiatry, Psychology, and Neuroscience, King's College London; and the Department of Psychiatry, Universidade Federal de São Paulo, São Paulo, Brazil
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Spindola LM, Pan PM, Moretti PN, Ota VK, Santoro ML, Cogo-Moreira H, Gadelha A, Salum G, Manfro GG, Mari JJ, Brentani H, Grassi-Oliveira R, Brietzke E, Miguel EC, Rohde LA, Sato JR, Bressan RA, Belangero SI. Gene expression in blood of children and adolescents: Mediation between childhood maltreatment and major depressive disorder. J Psychiatr Res 2017; 92:24-30. [PMID: 28384542 DOI: 10.1016/j.jpsychires.2017.03.015] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Revised: 02/27/2017] [Accepted: 03/20/2017] [Indexed: 12/14/2022]
Abstract
Investigating major depressive disorder (MDD) in childhood and adolescence can help reveal the relative contributions of genetic and environmental factors to MDD, since early stages of disease have less influence of illness exposure. Thus, we investigated the mRNA expression of 12 genes related to the hypothalamic-pituitary-adrenal (HPA) axis, inflammation, neurodevelopment and neurotransmission in the blood of children and adolescents with MDD and tested whether a history of childhood maltreatment (CM) affects MDD through gene expression. Whole-blood mRNA levels of 12 genes were compared among 20 children and adolescents with MDD diagnosis (MDD group), 49 participants without MDD diagnosis but with high levels of depressive symptoms (DS group), and 61 healthy controls (HC group). The differentially expressed genes were inserted in a mediation model in which CM, MDD, and gene expression were, respectively, the independent variable, outcome, and intermediary variable. NR3C1, TNF, TNFR1 and IL1B were expressed at significantly lower levels in the MDD group than in the other groups. CM history did not exert a significant direct effect on MDD. However, an indirect effect of the aggregate expression of the 4 genes mediated the relationship between CM and MDD. In the largest study investigating gene expression in children with MDD, we demonstrated that NR3C1, TNF, TNFR1 and IL1B expression levels are related to MDD and conjunctly mediate the effect of CM history on the risk of developing MDD. This supports a role of glucocorticoids and inflammation as potential effectors of environmental stress in MDD.
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MESH Headings
- Adolescent
- Child
- Child Abuse/psychology
- Cohort Studies
- Depressive Disorder, Major/blood
- Depressive Disorder, Major/physiopathology
- Female
- Gene Expression/physiology
- Genetic Testing
- Humans
- Hypothalamo-Hypophyseal System/metabolism
- Interleukin-1beta/genetics
- Interleukin-1beta/metabolism
- Male
- Models, Biological
- Peptide Fragments/genetics
- Peptide Fragments/metabolism
- Pituitary-Adrenal System/metabolism
- RNA, Messenger/metabolism
- Receptors, Glucocorticoid/genetics
- Receptors, Glucocorticoid/metabolism
- Receptors, Tumor Necrosis Factor, Type I/genetics
- Receptors, Tumor Necrosis Factor, Type I/metabolism
- Residence Characteristics
- Tumor Necrosis Factor-alpha/genetics
- Tumor Necrosis Factor-alpha/metabolism
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Affiliation(s)
- Leticia Maria Spindola
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de Sao Paulo (UNIFESP), Brazil; LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Pedro Mario Pan
- LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Patricia Natalia Moretti
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de Sao Paulo (UNIFESP), Brazil; LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Vanessa Kiyomi Ota
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de Sao Paulo (UNIFESP), Brazil; LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Marcos Leite Santoro
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de Sao Paulo (UNIFESP), Brazil; LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil
| | - Hugo Cogo-Moreira
- LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Ary Gadelha
- LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Giovanni Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Brazil
| | - Gisele Gus Manfro
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Brazil
| | - Jair Jesus Mari
- LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Helena Brentani
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department & Institute of Psychiatry, Faculdade de Medicina da Universidade de São Paulo, Brazil
| | - Rodrigo Grassi-Oliveira
- Post-Graduation Program in Psychology, Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS), Brazil; Developmental Cognitive Neuroscience Lab, PUCRS, Brazil
| | | | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department & Institute of Psychiatry, Faculdade de Medicina da Universidade de São Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Brazil
| | - João Ricardo Sato
- National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Center of Mathematics, Computation and Cognition, Universidade Federal do ABC, Brazil
| | - Rodrigo Affonseca Bressan
- LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil
| | - Sintia Iole Belangero
- Genetics Division, Department of Morphology and Genetics, Universidade Federal de Sao Paulo (UNIFESP), Brazil; LiNC - Interdisciplinary Laboratory of Clinical Neurosciences, UNIFESP, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents (INPD), Brazil; Department of Psychiatry, UNIFESP, Brazil.
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Axelrud LK, DeSousa DA, Manfro GG, Pan PM, Knackfuss AC, Mari JDJ, Miguel EC, Rohde LA, Salum GA. The Social Aptitudes Scale: looking at both "ends" of the social functioning dimension. Soc Psychiatry Psychiatr Epidemiol 2017; 52:1031-1040. [PMID: 28567593 DOI: 10.1007/s00127-017-1395-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2016] [Accepted: 05/17/2017] [Indexed: 11/29/2022]
Abstract
PURPOSE Dimensional approaches are likely to advance understanding of human behaviors and emotions. Nevertheless, it is unclear whether instruments in psychiatry capture variability at the full spectrum of these dimensions. We aimed to investigate this issue for two scales assessing distinct aspects of social functioning: the Social Aptitudes Scale (SAS), a "bidirectional" scale constructed to investigate both "ends" of social functioning; and the social Child Behavior Checklist (CBCL-social), a "unidirectional" scale constructed to assess social problems. METHODS We investigated 2512 children and adolescents aged 6-14. Item response theory was used to investigate on which range of the trait each scale captures information. We performed quantile regressions to investigate if correlations between SAS and CBCL-social vary within different levels of social aptitudes dimension and multiple logistic regressions to investigate associations with negative and positive clinical outcomes. RESULTS SAS was able to provide information on the full range of social aptitudes, whereas CBCL-social provided information on subjects with high levels of social problems. Quantile regressions showed SAS and CBCL-social have higher correlations for subjects with low social aptitudes and non-significant correlations for subjects with high social aptitudes. Multiple logistic regressions showed that SAS was able to provide independent clinical predictions even after adjusting for CBCL-social scores. CONCLUSIONS Our results provide further validity to SAS and exemplify the potential of "bidirectional" scales to dimensional assessment, allowing a better understanding of variations that occur in the population and providing information for children with typical and atypical development.
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Affiliation(s)
- Luiza Kvitko Axelrud
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil. .,National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.
| | - Diogo Araújo DeSousa
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Gisele Gus Manfro
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil
| | - Ana Cláudia Knackfuss
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil
| | - Jair de Jesus Mari
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil
| | - Eurípedes Constantino Miguel
- National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Universidade de São Paulo (USP), São Paulo, Brazil
| | - Luis Augusto Rohde
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil.,Departamento de Psiquiatria, Universidade de São Paulo (USP), São Paulo, Brazil
| | - Giovanni Abrahão Salum
- Departamento de Psiquiatria e Medicina Legal, Hospital de Clínicas de Porto Alegre, Ramiro Barcelos, 2350, Room 2202, Porto Alegre, Brazil.,National Institute of Developmental Psychiatry (INPD, CNPq), São Paulo, Brazil
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39
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Ribeiro WS, Bauer A, Andrade MCR, York-Smith M, Pan PM, Pingani L, Knapp M, Coutinho ESF, Evans-Lacko S. Income inequality and mental illness-related morbidity and resilience: a systematic review and meta-analysis. Lancet Psychiatry 2017; 4:554-562. [PMID: 28552501 DOI: 10.1016/s2215-0366(17)30159-1] [Citation(s) in RCA: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Revised: 03/24/2017] [Accepted: 04/03/2017] [Indexed: 11/16/2022]
Abstract
BACKGROUND Studies of the association between income inequality and mental health have shown mixed results, probably due to methodological heterogeneity. By dealing with such heterogeneity through a systematic review and meta-analysis, we examine the association between income inequality, mental health problems, use of mental health services, and resilience (defined as the ability to cope with adversity). METHODS We searched the Global Health, PsychARTICLES, PsycINFO, Social Policy and Practice, Embase and MEDLINE databases up to July 6, 2016, for quantitative studies of the association of income inequality with prevalence or incidence of mental disorders or mental health problems, use of mental health services, and resilience. Eligible studies used standardised instruments at the individual level, and income inequality at the aggregated, contextual, and ecological level. We extracted study characteristics, sampling, exposure, outcomes, statistical modelling, and parameters from articles. Because several studies did not provide enough statistical information to be included in a meta-analysis, we did a narrative synthesis to summarise results with studies categorised as showing either a positive association, mixed results, or no association. The primary outcome in the random-effects meta-analysis was mental health-related morbidity, defined as the prevalence or incidence of any mental health problem. This study is registered with PROSPERO, number CRD42016036377. FINDINGS Our search identified 15 615 non-duplicate references, of which 113 were deemed potentially relevant and were assessed for eligibility, leading to the inclusion of 27 studies in the qualitative synthesis. Nine articles found a positive association between income inequality and the prevalence or incidence of mental health problems; ten articles found mixed results, with positive association in some subgroups and non-significant or negative association in other subgroups; and eight articles found no association between income inequality and mental health problems. Of the nine articles included in our meta-analysis, one reported a positive association between income inequality and mental health problems, six reported mixed results, and two reported no association. Pooled Cohen's d effect sizes for the association between income inequality and any mental disorder or mental health problems were 0·06 (95% CI 0·01-0·11) for any mental disorder, and 0·12 (0·05-0·20) for depressive disorders. Our meta-regression analysis showed that none of the factors considered (sample size, contextual level at which income inequality was assessed, quality assessment, type of instruments, and individual income as control variable) explained heterogeneity between studies (I2 89·3%; p<0·0001). Only one study investigated the association between income inequality and resilience; it found greater income inequality was associated with higher prevalence of depression only among individuals with low income. The only study of the role of income inequality as a determinant of the use of mental health services reported no association. INTERPRETATION Income inequality negatively affects mental health but the effect sizes are small and there is marked heterogeneity among studies. If this association is causal and growing income inequality does lead to an increase in the prevalence of mental health problems, then its reduction could result in a significant improvement in population wellbeing. FUNDING None.
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Affiliation(s)
- Wagner Silva Ribeiro
- Personal Social Service Research Unity, London School of Economics and Political Science, London, UK.
| | - Annette Bauer
- Personal Social Service Research Unity, London School of Economics and Political Science, London, UK
| | | | | | - Pedro Mario Pan
- Departamento de Psiquiatria, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Luca Pingani
- Università degli studi di Modena e Reggio Emilia, Italy
| | - Martin Knapp
- Personal Social Service Research Unity, London School of Economics and Political Science, London, UK
| | | | - Sara Evans-Lacko
- Personal Social Service Research Unity, London School of Economics and Political Science, London, UK
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Lúcio PS, Salum GA, Rohde LA, Swardfager W, Gadelha A, Vandekerckhove J, Pan PM, Polanczyk GV, do Rosário MC, Jackowski AP, Mari JJ, Cogo-Moreira H. Poor stimulus discriminability as a common neuropsychological deficit between ADHD and reading ability in young children: a moderated mediation model. Psychol Med 2017; 47:255-266. [PMID: 27697085 DOI: 10.1017/s0033291716002531] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Attention deficit hyperactivity disorder (ADHD) is frequently associated with poorer reading ability; however, the specific neuropsychological domains linking this co-occurrence remain unclear. This study evaluates information-processing characteristics as possible neuropsychological links between ADHD symptoms and RA in a community-based sample of children and early adolescents with normal IQ (⩾70). METHOD The participants (n = 1857, aged 6-15 years, 47% female) were evaluated for reading ability (reading single words aloud) and information processing [stimulus discriminability in the two-choice reaction-time task estimated using diffusion models]. ADHD symptoms were ascertained through informant (parent) report using the Development and Well-Being Assessment (DAWBA). Verbal working memory (VWM; digit span backwards), visuospatial working memory (VSWM, Corsi Blocks backwards), sex, socioeconomic status, and IQ were included as covariates. RESULTS In a moderated mediation model, stimulus discriminability mediated the effect of ADHD on reading ability. This indirect effect was moderated by age such that a larger effect was seen among younger children. CONCLUSION The findings support the hypothesis that ADHD and reading ability are linked among young children via a neuropsychological deficit related to stimulus discriminability. Early interventions targeting stimulus discriminability might improve symptoms of inattention/hyperactivity and reading ability.
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Affiliation(s)
- P S Lúcio
- Department of Psychiatry,Federal University of Sao Paulo (UNIFESP),Sao Paulo,Brazil
| | - G A Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),Sao Paulo,Brazil
| | - L A Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),Sao Paulo,Brazil
| | - W Swardfager
- Department of Pharmacology & Toxicology,University of Toronto,Toronto,Canada
| | - A Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),Sao Paulo,Brazil
| | - J Vandekerckhove
- Department of Cognitive Sciences and Department of Statistics,University of California,Irvine, CA,USA
| | - P M Pan
- Department of Psychiatry,Federal University of Sao Paulo (UNIFESP),Sao Paulo,Brazil
| | - G V Polanczyk
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),Sao Paulo,Brazil
| | - M C do Rosário
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq),Sao Paulo,Brazil
| | - A P Jackowski
- Department of Psychiatry,Federal University of Sao Paulo (UNIFESP),Sao Paulo,Brazil
| | - J J Mari
- Department of Psychiatry,Federal University of Sao Paulo (UNIFESP),Sao Paulo,Brazil
| | - H Cogo-Moreira
- Department of Psychiatry,Federal University of Sao Paulo (UNIFESP),Sao Paulo,Brazil
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41
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de Moura LM, Cogo-Moreira H, de Ávila CRB, Pan PM, Gadelha A, Moriyama T, Del Aquilla MA, Hoexter M, Salum GA, Picon FA, Anés M, Mercadante MT, Lacerda A, Amaro E, Miguel EC, Rohde LA, Bressan RA, McGuire P, Sato JR, de Jesus Mari J, Jackowski AP. Children with Poor Reading Skills at the Word Level Show Reduced Fractional Anisotropy in White Matter Tracts of Both Hemispheres. Brain Connect 2016; 6:519-23. [PMID: 27353747 DOI: 10.1089/brain.2016.0430] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Diffusion tensor imaging (DTI) studies showed that microstructural alterations are correlated to reading skills. In this study, we aim to investigate white matter microstructure of a group of Portuguese speakers with poor reading level, using different parameters of DTI. To perform this analysis, we selected children ranging from 8 to 12 years of age, poor readers (n = 17) and good readers (n = 23), evaluated in the word-level ability based on a Latent Class Analysis (LCA) of Academic Performance Test (TDE). Poor readers exhibited significant fractional anisotropy (FA) reductions in many tracts of both hemispheres, but small and restricted clusters of increased radial diffusivity (RD) in the left hemisphere. Spatial coherence of fibers might be the main source of differences, as changes in FA were not similarly accompanied in terms of extension by changes in RD. Widespread structural alterations in the white matter could prevent good reading ability at word level, which is consistent with recent studies demonstrating the involvement of multiple cortical regions and white matter tracts in reading disabilities.
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Affiliation(s)
- Luciana Monteiro de Moura
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil .,3 Institute of Psychiatry , King's College, London, United Kingdom
| | - Hugo Cogo-Moreira
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil
| | | | - Pedro Mario Pan
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Ary Gadelha
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Tais Moriyama
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Marco Antonio Del Aquilla
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Marcelo Hoexter
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Giovanni Abrahão Salum
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Felipe Almeida Picon
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Mauricio Anés
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Marcos Tomanik Mercadante
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Acioly Lacerda
- 2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Edson Amaro
- 6 Department of Radiology, University of Sao Paulo , Sao Paulo Medical School, Sao Paulo, Brazil
| | | | - Luis Augusto Rohde
- 5 Department of Psychiatry, Federal University of Rio Grande do Sul , Rio Grande do Sul, Brazil
| | - Rodrigo Affonseca Bressan
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
| | - Philip McGuire
- 3 Institute of Psychiatry , King's College, London, United Kingdom
| | - João Ricardo Sato
- 8 Center of Mathematics, Computation and Cognition, Universidade Federal do ABC , Santo Andre, Brazil
| | - Jair de Jesus Mari
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil
| | - Andrea Parolin Jackowski
- 1 Department of Psychiatry, Federal University of Sao Paulo , Sao Paulo, Brazil .,2 Interdisciplinary Lab of Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP) , Sao Paulo, Brazil
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Lima LDA, Feio-Dos-Santos AC, Belangero SI, Gadelha A, Bressan RA, Salum GA, Pan PM, Moriyama TS, Graeff-Martins AS, Tamanaha AC, Alvarenga P, Krieger FV, Fleitlich-Bilyk B, Jackowski AP, Brietzke E, Sato JR, Polanczyk GV, Mari JDJ, Manfro GG, do Rosário MC, Miguel EC, Puga RD, Tahira AC, Souza VN, Chile T, Gouveia GR, Simões SN, Chang X, Pellegrino R, Tian L, Glessner JT, Hashimoto RF, Rohde LA, Sleiman PMA, Hakonarson H, Brentani H. Corrigendum: An integrative approach to investigate the respective roles of single-nucleotide variants and copy-number variants in Attention-Deficit/Hyperactivity Disorder. Sci Rep 2016; 6:25861. [PMID: 27216920 PMCID: PMC4877574 DOI: 10.1038/srep25861] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
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43
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Sato JR, Biazoli CE, Salum GA, Gadelha A, Crossley N, Vieira G, Zugman A, Picon FA, Pan PM, Hoexter MQ, Anés M, Moura LM, Del'Aquilla MAG, Junior EA, Mcguire P, Rohde LA, Miguel EC, Bressan RA, Jackowski AP. Connectome hubs at resting state in children and adolescents: Reproducibility and psychopathological correlation. Dev Cogn Neurosci 2016; 20:2-11. [PMID: 27288820 PMCID: PMC6987719 DOI: 10.1016/j.dcn.2016.05.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Revised: 05/09/2016] [Accepted: 05/09/2016] [Indexed: 11/28/2022] Open
Abstract
Functional brain hubs are key integrative regions in brain networks. Recently, brain hubs identified through resting-state fMRI have emerged as interesting targets to increase understanding of the relationships between large-scale functional networks and psychopathology. However, few studies have directly addressed the replicability and consistency of the hub regions identified and their association with symptoms. Here, we used the eigenvector centrality (EVC) measure obtained from graph analysis of two large, independent population-based samples of children and adolescents (7–15 years old; total N = 652; 341 subjects for site 1 and 311 for site 2) to evaluate the replicability of hub identification. Subsequently, we tested the association between replicable hub regions and psychiatric symptoms. We identified a set of hubs consisting of the anterior medial prefrontal cortex and inferior parietal lobule/intraparietal sulcus (IPL/IPS). Moreover, lower EVC values in the right IPS were associated with psychiatric symptoms in both samples. Thus, low centrality of the IPS was a replicable sign of potential vulnerability to mental disorders in children. The identification of critical and replicable hubs in functional cortical networks in children and adolescents can foster understanding of the mechanisms underlying mental disorders.
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Affiliation(s)
- João Ricardo Sato
- Centro de Matemática, Computação e Cognição, Universidade Federal do ABC, Santo Andre, Brazil; Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; Department of Radiology, School of Medicine, University of Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil.
| | - Claudinei Eduardo Biazoli
- Centro de Matemática, Computação e Cognição, Universidade Federal do ABC, Santo Andre, Brazil; Department of Radiology, School of Medicine, University of Sao Paulo, Brazil
| | - Giovanni Abrahão Salum
- Department of Psychiatry, Federal University of Rio Grande do Sul and Psychiatric Service, Hospital de Clinicas de Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Nicolas Crossley
- Institute of Psychiatry, King's College London, United Kingdom; Institute for Biological and Medical Engineering, Faculties of Engineering, Medicine and Biological Sciences, P. Catholic University of Chile, Chile, Chile
| | - Gilson Vieira
- Bioinformatics Program, Institute of Mathematics and Statistics, University of Sao Paulo, Brazil; Department of Radiology, School of Medicine, University of Sao Paulo, Brazil
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Felipe Almeida Picon
- Department of Psychiatry, Federal University of Rio Grande do Sul and Psychiatric Service, Hospital de Clinicas de Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Marcelo Queiroz Hoexter
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; Department of Psychiatry, University of São Paulo School of Medicine, São Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Mauricio Anés
- Department of Psychiatry, Federal University of Rio Grande do Sul and Psychiatric Service, Hospital de Clinicas de Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Luciana Monteiro Moura
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Marco Antonio Gomes Del'Aquilla
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Edson Amaro Junior
- Department of Radiology, School of Medicine, University of Sao Paulo, Brazil
| | - Philip Mcguire
- Institute of Psychiatry, King's College London, United Kingdom
| | - Luis Augusto Rohde
- Department of Psychiatry, Federal University of Rio Grande do Sul and Psychiatric Service, Hospital de Clinicas de Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Euripedes Constantino Miguel
- Department of Psychiatry, University of São Paulo School of Medicine, São Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
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Salum GA, DeSousa DA, Manfro GG, Pan PM, Gadelha A, Brietzke E, Miguel EC, Mari JJ, do Rosário MC, Grassi-Oliveira R. Measuring child maltreatment using multi-informant survey data: a higher-order confirmatory factor analysis. Trends Psychiatry Psychother 2016; 38:23-32. [PMID: 27007940 DOI: 10.1590/2237-6089-2015-0036] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2015] [Accepted: 09/17/2015] [Indexed: 11/21/2022]
Abstract
OBJECTIVE To investigate the validity and reliability of a multi-informant approach to measuring child maltreatment (CM) comprising seven questions assessing CM administered to children and their parents in a large community sample. METHODS Our sample comprised 2,512 children aged 6 to 12 years and their parents. Child maltreatment (CM) was assessed with three questions answered by the children and four answered by their parents, covering physical abuse, physical neglect, emotional abuse and sexual abuse. Confirmatory factor analysis was used to compare the fit indices of different models. Convergent and divergent validity were tested using parent-report and teacher-report scores on the Strengths and Difficulties Questionnaire. Discriminant validity was investigated using the Development and Well-Being Assessment to divide subjects into five diagnostic groups: typically developing controls (n = 1,880), fear disorders (n = 108), distress disorders (n = 76), attention deficit hyperactivity disorder (n = 143) and oppositional defiant disorder/conduct disorder (n = 56). RESULTS A higher-order model with one higher-order factor (child maltreatment) encompassing two lower-order factors (child report and parent report) exhibited the best fit to the data and this model's reliability results were acceptable. As expected, child maltreatment was positively associated with measures of psychopathology and negatively associated with prosocial measures. All diagnostic category groups had higher levels of overall child maltreatment than typically developing children. CONCLUSIONS We found evidence for the validity and reliability of this brief measure of child maltreatment using data from a large survey combining information from parents and their children.
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Affiliation(s)
| | | | - Gisele Gus Manfro
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | - Pedro Mario Pan
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | - Ary Gadelha
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | - Elisa Brietzke
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | | | - Jair J Mari
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | - Maria Conceição do Rosário
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
| | - Rodrigo Grassi-Oliveira
- Instituto Nacional de Psiquiatria do Desenvolvimento para Crianças e Adolescentes, São Paulo, SP, Brazil
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Lima LDA, Feio-dos-Santos AC, Belangero SI, Gadelha A, Bressan RA, Salum GA, Pan PM, Moriyama TS, Graeff-Martins AS, Tamanaha AC, Alvarenga P, Krieger FV, Fleitlich-Bilyk B, Jackowski AP, Brietzke E, Sato JR, Polanczyk GV, Mari JDJ, Manfro GG, do Rosário MC, Miguel EC, Puga RD, Tahira AC, Souza VN, Chile T, Gouveia GR, Simões SN, Chang X, Pellegrino R, Tian L, Glessner JT, Hashimoto RF, Rohde LA, Sleiman PMA, Hakonarson H, Brentani H. An integrative approach to investigate the respective roles of single-nucleotide variants and copy-number variants in Attention-Deficit/Hyperactivity Disorder. Sci Rep 2016; 6:22851. [PMID: 26947246 PMCID: PMC4780010 DOI: 10.1038/srep22851] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2015] [Accepted: 02/23/2016] [Indexed: 02/07/2023] Open
Abstract
Many studies have attempted to investigate the genetic susceptibility of Attention-Deficit/Hyperactivity Disorder (ADHD), but without much success. The present study aimed to analyze both single-nucleotide and copy-number variants contributing to the genetic architecture of ADHD. We generated exome data from 30 Brazilian trios with sporadic ADHD. We also analyzed a Brazilian sample of 503 children/adolescent controls from a High Risk Cohort Study for the Development of Childhood Psychiatric Disorders, and also previously published results of five CNV studies and one GWAS meta-analysis of ADHD involving children/adolescents. The results from the Brazilian trios showed that cases with de novo SNVs tend not to have de novo CNVs and vice-versa. Although the sample size is small, we could also see that various comorbidities are more frequent in cases with only inherited variants. Moreover, using only genes expressed in brain, we constructed two "in silico" protein-protein interaction networks, one with genes from any analysis, and other with genes with hits in two analyses. Topological and functional analyses of genes in this network uncovered genes related to synapse, cell adhesion, glutamatergic and serotoninergic pathways, both confirming findings of previous studies and capturing new genes and genetic variants in these pathways.
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Affiliation(s)
- Leandro de Araújo Lima
- Inter-institutional Grad Program on Bioinformatics, University of São Paulo, São Paulo, SP, Brazil.,Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | | | - Sintia Iole Belangero
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Ary Gadelha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Rodrigo Affonseca Bressan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Pedro Mario Pan
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Tais Silveira Moriyama
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Ana Soledade Graeff-Martins
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Ana Carina Tamanaha
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Pedro Alvarenga
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Fernanda Valle Krieger
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Bacy Fleitlich-Bilyk
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Andrea Parolin Jackowski
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Elisa Brietzke
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - João Ricardo Sato
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Center of Mathematics, Computation and Cognition. Universidade Federal do ABC, Santo André, Brazil
| | - Guilherme Vanoni Polanczyk
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Jair de Jesus Mari
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Gisele Gus Manfro
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Maria Conceição do Rosário
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Federal University of São Paulo, São Paulo, SP, Brazil
| | - Eurípedes Constantino Miguel
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
| | - Renato David Puga
- Hospital Israelita Albert Einstein, Clinical Research, São Paulo, SP, Brazil
| | - Ana Carolina Tahira
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil
| | - Viviane Neri Souza
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil
| | - Thais Chile
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil
| | - Gisele Rodrigues Gouveia
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil
| | - Sérgio Nery Simões
- Inter-institutional Grad Program on Bioinformatics, University of São Paulo, São Paulo, SP, Brazil.,Federal Institute of Espírito Santo, Serra, ES, Brazil
| | - Xiao Chang
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Renata Pellegrino
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Lifeng Tian
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Joseph T Glessner
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Ronaldo Fumio Hashimoto
- Inter-institutional Grad Program on Bioinformatics, University of São Paulo, São Paulo, SP, Brazil.,Mathematics &Statistics Institute, University of São Paulo, São Paulo, SP, Brazil
| | - Luis Augusto Rohde
- Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil.,Department of Psychiatry, Hospital de Clínicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Patrick M A Sleiman
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.,Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania Philadelphia, PA, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, USA.,Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania Philadelphia, PA, USA
| | - Helena Brentani
- Inter-institutional Grad Program on Bioinformatics, University of São Paulo, São Paulo, SP, Brazil.,Department &Institute of Psychiatry, University of São Paulo Medical School, São Paulo, SP, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, SP, Brazil
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Cunha GR, Asevedo E, Mansur RB, Zugman A, Pan PM, Gadelha A, Belangero SI, Rizzo LB, Coelho R, Stertz L, Cogo-Moreira H, Grassi-Oliveira R, Teixeira AL, Kauer-Sant'Anna M, Mari JJ, Miguel EC, Bressan RA, Brietzke E. Inflammation, neurotrophism and oxidative stress and childhood psychopathology in a large community sample. Acta Psychiatr Scand 2016; 133:122-132. [PMID: 26139469 DOI: 10.1111/acps.12453] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/11/2015] [Indexed: 12/23/2022]
Abstract
OBJECTIVE To investigate the association between peripheral biomarkers and child psychopathology in a large community sample. METHOD A total of 625 aged 6- to 13-year old subjects were recruited from a community school-based study. Psychopathology was assessed using the Child Behaviour Checklist (CBCL). Psychiatric diagnosis was evaluated using the Development and Well-Being Assessment. The following biomarkers were examined in peripheral blood: brain-derived neurotrophic factor, cytokines (IL-2, IL-4, IL-6, IL-10, IL-17, IFN-g, and TNF-α), chemokines (eotaxin/CCL11, IP-10, MCP-1), cytokine receptors (sTNFR1 and sTNFR2), and the oxidative stress marker TBARS. RESULTS We found significant associations between sTNFR2, eotaxin/CCL11 and CBCL total score, as well as with specific dimensions of psychopathology. There were different patterns of association between these biomarkers and psychological and behavioural symptoms in children with and without a mental disorder. TBARS, IL-6 and MCP-1 were more specific to some clusters of symptoms in children with a psychiatric diagnosis. CONCLUSION Our data support the potential use of biomarkers, especially those involved in immune-inflammatory pathways, in investigating neurodevelopmental psychopathology. Their association with different dimensions of symptoms might be of useful when analyzing illness severity and clusters of symptoms within specific disorders.
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Affiliation(s)
- G R Cunha
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - E Asevedo
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - R B Mansur
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - A Zugman
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - P M Pan
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - A Gadelha
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - S I Belangero
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - L B Rizzo
- Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - R Coelho
- Post-Graduation Program in Psychology, Pontifical Catholic University of Rio Grande do Sul (PUCRS), Porto Alegre, Brazil.,Developmental Cognitive Neuroscience Research Group (GNCD), Pontifical Catholic University of Rio Grande do Sul (PUCRS), Porto Alegre, Brazil
| | - L Stertz
- Molecular Psychiatry Unit and National Science and Technology Institute for Translational Medicine (INCT-TM), Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil.,Department of Psychiatry and Behavioral Sciences, UT Center for Molecular Psychiatry, University of Texas Health Science Center, Houston, TX, USA
| | - H Cogo-Moreira
- Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
| | - R Grassi-Oliveira
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Post-Graduation Program in Psychology, Pontifical Catholic University of Rio Grande do Sul (PUCRS), Porto Alegre, Brazil.,Developmental Cognitive Neuroscience Research Group (GNCD), Pontifical Catholic University of Rio Grande do Sul (PUCRS), Porto Alegre, Brazil
| | - A L Teixeira
- Translational Psychoneuroimmunology Group, Federal University of Minas Gerais (UFMG), Belo Horizonte
| | - M Kauer-Sant'Anna
- Molecular Psychiatry Unit and National Science and Technology Institute for Translational Medicine (INCT-TM), Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - J J Mari
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Laboratory of Molecular Psychiatry, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - E C Miguel
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Laboratory of Molecular Psychiatry, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil.,Department of Psychiatry, Faculty of Medicine, University of São Paulo (USP), São Paulo, Brazil
| | - R A Bressan
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Laboratory of Molecular Psychiatry, Federal University of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - E Brietzke
- National Institute of Developmental Psychiatry (INPD), São Paulo, Brazil.,Program for Recognition and Intervention in Individuals in At-Risk Mental State (PRISMA), Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil.,Department of Psychiatry, Interdisciplinary Laboratory of Clinical Neurosciences (LINC), Federal University of São Paulo (UNIFESP), São Paulo, Brazil
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47
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Sato JR, Salum GA, Gadelha A, Crossley N, Vieira G, Manfro GG, Zugman A, Picon FA, Pan PM, Hoexter MQ, Anés M, Moura LM, Del'Aquilla MAG, Amaro E, McGuire P, Lacerda ALT, Rohde LA, Miguel EC, Jackowski AP, Bressan RA. Default mode network maturation and psychopathology in children and adolescents. J Child Psychol Psychiatry 2016; 57:55-64. [PMID: 26111611 DOI: 10.1111/jcpp.12444] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/13/2015] [Indexed: 11/29/2022]
Abstract
BACKGROUND The human default mode (DMN) is involved in a wide array of mental disorders. Current knowledge suggests that mental health disorders may reflect deviant trajectories of brain maturation. METHOD We studied 654 children using functional magnetic resonance imaging (fMRI) scans under a resting-state protocol. A machine-learning method was used to obtain age predictions of children based on the average coefficient of fractional amplitude of low frequency fluctuations (fALFFs) of the DMN, a measure of spontaneous local activity. The chronological ages of the children and fALFF measures from regions of this network, the response and predictor variables were considered respectively in a Gaussian Process Regression. Subsequently, we computed a network maturation status index for each subject (actual age minus predicted). We then evaluated the association between this maturation index and psychopathology scores on the Child Behavior Checklist (CBCL). RESULTS Our hypothesis was that the maturation status of the DMN would be negatively associated with psychopathology. Consistent with previous studies, fALFF significantly predicted the age of participants (p < .001). Furthermore, as expected, we found an association between the DMN maturation status (precocious vs. delayed) and general psychopathology scores (p = .011). CONCLUSIONS Our findings suggest that child psychopathology seems to be associated with delayed maturation of the DMN. This delay in the neurodevelopmental trajectory may offer interesting insights into the pathophysiology of mental health disorders.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics Computation and Cognition, Universidade Federal do ABC, Santo Andre, Brazil.,Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Nicolas Crossley
- Institute of Psychiatry, King's College London, London, United Kingdom.,Institute for Biological and Medical Engineering, Faculties of Engineering, Medicine and Biological Sciences, P. Catholic University of Chile, Santiago, Chile
| | - Gilson Vieira
- Department of Radiology, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil.,Bioinformatics Program, Institute of Mathematics and Statistics, University of Sao Paulo, Sao Paulo, Brazil
| | - Gisele Gus Manfro
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Felipe Almeida Picon
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Marcelo Queiroz Hoexter
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil
| | - Mauricio Anés
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Luciana Monteiro Moura
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Marco Antonio Gomes Del'Aquilla
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Edson Amaro
- Department of Radiology, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil
| | - Philip McGuire
- Institute of Psychiatry, King's College London, London, United Kingdom
| | - Acioly Luiz Tavares Lacerda
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
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48
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Sato JR, Biazoli CE, Salum GA, Gadelha A, Crossley N, Satterthwaite TD, Vieira G, Zugman A, Picon FA, Pan PM, Hoexter MQ, Anés M, Moura LM, Del'aquilla MAG, Amaro E, McGuire P, Lacerda ALT, Rohde LA, Miguel EC, Jackowski AP, Bressan RA. Temporal stability of network centrality in control and default mode networks: Specific associations with externalizing psychopathology in children and adolescents. Hum Brain Mapp 2015; 36:4926-37. [PMID: 26350757 DOI: 10.1002/hbm.22985] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Revised: 07/08/2015] [Accepted: 08/21/2015] [Indexed: 01/26/2023] Open
Abstract
Abnormal connectivity patterns have frequently been reported as involved in pathological mental states. However, most studies focus on "static," stationary patterns of connectivity, which may miss crucial biological information. Recent methodological advances have allowed the investigation of dynamic functional connectivity patterns that describe non-stationary properties of brain networks. Here, we introduce a novel graphical measure of dynamic connectivity, called time-varying eigenvector centrality (tv-EVC). In a sample 655 children and adolescents (7-15 years old) from the Brazilian "High Risk Cohort Study for Psychiatric Disorders" who were imaged using resting-state fMRI, we used this measure to investigate age effects in the temporal in control and default-mode networks (CN/DMN). Using support vector regression, we propose a network maturation index based on the temporal stability of tv-EVC. Moreover, we investigated whether the network maturation is associated with the overall presence of behavioral and emotional problems with the Child Behavior Checklist. As hypothesized, we found that the tv-EVC at each node of CN/DMN become more stable with increasing age (P < 0.001 for all nodes). In addition, the maturity index for this particular network is indeed associated with general psychopathology in children assessed by the total score of Child Behavior Checklist (P = 0.027). Moreover, immaturity of the network was mainly correlated with externalizing behavior dimensions. Taken together, these results suggest that changes in functional network dynamics during neurodevelopment may provide unique insights regarding pathophysiology.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computation and Cognition, Universidade Federal Do ABC, Santo Andre, Brazil.,Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Claudinei Eduardo Biazoli
- Center of Mathematics, Computation and Cognition, Universidade Federal Do ABC, Santo Andre, Brazil.,Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande Do Sul, Porto Alegre, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Nicolas Crossley
- Institute of Psychiatry, King's College London, London, United Kingdom
| | - Theodore D Satterthwaite
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Gilson Vieira
- Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil.,Bioinformatics Program, Institute of Mathematics and Statistics, University of Sao Paulo, São Paulo, Brazil
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Felipe Almeida Picon
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande Do Sul, Porto Alegre, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Marcelo Queiroz Hoexter
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Mauricio Anés
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande Do Sul, Porto Alegre, Brazil
| | - Luciana Monteiro Moura
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Marco Antonio Gomes Del'aquilla
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Edson Amaro
- Department of Radiology, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Philip McGuire
- Institute of Psychiatry, King's College London, London, United Kingdom
| | - Acioly L T Lacerda
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, Federal University of Rio Grande Do Sul, Porto Alegre, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil.,Department of Psychiatry, School of Medicine, University of Sao Paulo, São Paulo, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal De Sao Paulo (UNIFESP), Sao Paulo, Brazil.,National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, São Paulo, Brazil
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49
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Salum GA, Gadelha A, Pan PM, Moriyama TS, Graeff-Martins AS, Tamanaha AC, Alvarenga P, Valle Krieger F, Fleitlich-Bilyk B, Jackowski A, Sato JR, Brietzke E, Polanczyk GV, Brentani H, de Jesus Mari J, Do Rosário MC, Manfro GG, Bressan RA, Mercadante MT, Miguel EC, Rohde LA. High risk cohort study for psychiatric disorders in childhood: rationale, design, methods and preliminary results. Int J Methods Psychiatr Res 2015; 24:58-73. [PMID: 25469819 PMCID: PMC6878239 DOI: 10.1002/mpr.1459] [Citation(s) in RCA: 126] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2013] [Revised: 03/05/2014] [Accepted: 04/08/2014] [Indexed: 01/19/2023] Open
Abstract
The objective of this study is to present the rationale, methods, design and preliminary results from the High Risk Cohort Study for the Development of Childhood Psychiatric Disorders. We describe the sample selection and the components of each phases of the study, its instruments, tasks and procedures. Preliminary results are limited to the baseline phase and encompass: (i) the efficacy of the oversampling procedure used to increase the frequency of both child and family psychopathology; (ii) interrater reliability and (iii) the role of differential participation rate. A total of 9937 children from 57 schools participated in the screening procedures. From those 2512 (random = 958; high risk = 1554) were further evaluated with diagnostic instruments. The prevalence of any child mental disorder in the random strata and high-risk strata was 19.9% and 29.7%. The oversampling procedure was successful in selecting a sample with higher family rates of any mental disorders according to diagnostic instruments. Interrater reliability (kappa) for the main diagnostic instrument range from 0.72 (hyperkinetic disorders) to 0.84 (emotional disorders). The screening instrument was successful in selecting a sub-sample with "high risk" for developing mental disorders. This study may help advance the field of child psychiatry and ultimately provide useful clinical information.
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Affiliation(s)
- Giovanni Abrahão Salum
- National Institute of Developmental Psychiatry for Children and Adolescents (INCT-CNPq), São Paulo, Brazil; Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
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50
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Sato JR, Salum GA, Gadelha A, Picon FA, Pan PM, Vieira G, Zugman A, Hoexter MQ, Anés M, Moura LM, Gomes Del'Aquilla MA, Amaro E, McGuire P, Crossley N, Lacerda A, Rohde LA, Miguel EC, Bressan RA, Jackowski AP. Age effects on the default mode and control networks in typically developing children. J Psychiatr Res 2014; 58:89-95. [PMID: 25085608 DOI: 10.1016/j.jpsychires.2014.07.004] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2014] [Revised: 06/30/2014] [Accepted: 07/03/2014] [Indexed: 11/24/2022]
Abstract
BACKGROUND The investigation of neurodevelopment during late childhood and pre-adolescence has recently attracted a great deal of interest in the field of neuroimaging. One promising topic in this field is the formation of brain networks in healthy subjects. The integration between neural modules characterizes the ability of the network to process information globally. Although many fMRI-based neurodevelopment studies can be found in the literature, the analyses of very large samples (on the order of hundreds of subjects) that focus on the late childhood/pre-adolescence period and resting state fMRI are scarce, and most studies have focused solely on North American and European populations. AIMS In this study, we present a descriptive investigation of the developmental formation of the Default Mode Network and the Control Network based on a Brazilian, cross-sectional community sample of 447 typically developing subjects aged 7-15 years old. METHODS Resting state fMRI data were acquired using two MRI systems from the same manufacturer using the same acquisition parameters. We estimated the age effects on the strength of the links (between brain regions) and the network features (graph descriptors: degree and eigenvector centrality). RESULTS Our findings showed an increase in the antero-posterior connectivity in both studied networks during brain development. The graph analyses showed an increase in centrality with age for most regions in the Default Mode Network and the dorsal anterior and posterior cingulate, the right anterior insula and the left posterior temporal cortex in the Control Network. CONCLUSION We conclude that the period of 7-15 years of age is crucial for the development of both the Default Mode and Control networks, with integration between the posterior and anterior neuronal modules and an increase in the centrality measures of the hub regions.
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Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computation and Cognition, Universidade Federal do ABC, Santo Andre, Brazil; Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil.
| | - Giovanni Abrahão Salum
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Ary Gadelha
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Felipe Almeida Picon
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Pedro Mario Pan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Gilson Vieira
- Bioinformatics Program, Institute of Mathematics and Statistics, University of Sao Paulo, Brazil; Department of Radiology, School of Medicine, University of Sao Paulo, Brazil
| | - André Zugman
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Marcelo Queiroz Hoexter
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; Department of Psychiatry, School of Medicine, University of Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Mauricio Anés
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Luciana Monteiro Moura
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Marco Antonio Gomes Del'Aquilla
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Edson Amaro
- Department of Radiology, School of Medicine, University of Sao Paulo, Brazil
| | - Philip McGuire
- Institute of Psychiatry, King's College London, United Kingdom
| | | | - Acioly Lacerda
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Luis Augusto Rohde
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Euripedes Constantino Miguel
- Department of Psychiatry, School of Medicine, University of Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Rodrigo Affonseca Bressan
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
| | - Andrea Parolin Jackowski
- Interdisciplinary Lab for Clinical Neurosciences (LiNC), Universidade Federal de Sao Paulo (UNIFESP), Sao Paulo, Brazil; National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Brazil
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