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Sato JR, Biazoli CE, Moura LM, Crossley N, Zugman A, Picon FA, Hoexter MQ, Amaro E, Miguel EC, Rohde LA, Bressan RA, Jackowski AP. Association Between Fractional Amplitude of Low-Frequency Spontaneous Fluctuation and Degree Centrality in Children and Adolescents. Brain Connect 2019; 9:379-387. [DOI: 10.1089/brain.2018.0628] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Affiliation(s)
- João Ricardo Sato
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo Andre, Brazil
- Department of Psychiatry, 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
| | | | - Luciana Monteiro Moura
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo Andre, Brazil
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
| | - Nicolas Crossley
- Institute for Biological and Medical Engineering, Faculties of Engineering, Medicine and Biological Sciences, P. Catholic University of Chile, Santiago, Chile
| | - André Zugman
- Department of Psychiatry, 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, Hospital de Clinicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Marcelo Queiroz Hoexter
- Department of Psychiatry, 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, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, Brazil
| | - Edson Amaro
- Department of Radiology, School of Medicine, University of Sao Paulo, Sao Paulo, Brazil
| | - Euripedes Constantino Miguel
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
- Department of Psychiatry, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, Brazil
| | - Luis Augusto Rohde
- National Institute of Developmental Psychiatry for Children and Adolescents, CNPq, Sao Paulo, Brazil
- Department of Psychiatry, Hospital de Clinicas de Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
- Department of Psychiatry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Rodrigo Affonseca Bressan
- Department of Psychiatry, 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
| | - Andrea Parolin Jackowski
- Department of Psychiatry, 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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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: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [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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