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Structural Brain Correlates of Childhood Inhibited Temperament: An ENIGMA-Anxiety Mega-Analysis

  • Janna Marie Bas-Hoogendam
  • , Rachel A. Bernstein
  • , Brenda E. Benson
  • , Samuel E.C. Frank
  • , Kristin A. Buss
  • , Kelley E. Gunther
  • , Koraly Pérez-Edgar
  • , Giovanni A. Salum
  • , Andrea Jackowski
  • , Rodrigo A. Bressan
  • , André Zugman
  • , Kathryn A. Degnan
  • , Courtney A. Filippi
  • , Nathan A. Fox
  • , Heather A. Henderson
  • , Alva Tang
  • , Selin Zeytinoglu
  • , Anita Harrewijn
  • , Manon H.J. Hillegers
  • , Ryan L. Muetzel
  • Tonya White, Marinus H. van IJzendoorn, Carl E. Schwartz, Julia M. Felicione, Kathryn A. DeYoung, Alexander J. Shackman, Jason F. Smith, Rachael M. Tillman, Yvonne H.M. van den Berg, Antonius H.N. Cillessen, Karin Roelofs, Anna Tyborowska, Shirley Y. Hill, Marco Battaglia, Marco Tettamanti, Lea R. Dougherty, Jingwen Jin, Daniel N. Klein, Hoi Chung Leung, Suzanne N. Avery, Jennifer Urbano Blackford, Jacqueline A. Clauss, James M. Bjork, John M. Hettema, Ashlee A. Moore, Roxann Roberson-Nay, Chelsea Sawyers, Elizabeth P. Hayden, Pan Liu, Matthew R.J. Vandermeer, H. Hill Goldsmith, Elizabeth M. Planalp, Thomas E. Nichols, Paul M. Thompson, P. Michiel Westenberg, Nic J.A. van der Wee, Nynke A. Groenewold, Dan J. Stein, Anderson M. Winkler, Daniel S. Pine
  • Leiden University
  • National Institutes of Health
  • Pennsylvania State University
  • University of Maryland, College Park
  • Universidade Federal do Rio Grande do Sul
  • National Institute of Developmental Psychiatry
  • Child Mind Institute, Inc.
  • Universidade Federal de São Paulo
  • Catholic University of America
  • New York University
  • University of Waterloo
  • University of Texas at Dallas
  • Tulane University
  • Erasmus University Rotterdam
  • University College London
  • Universidad San Sebastián
  • Harvard University
  • Tufts University
  • Radboud University Nijmegen
  • University of Pittsburgh
  • University of Toronto
  • University of Milan - Bicocca
  • The University of Hong Kong
  • Vanderbilt University
  • University of Nebraska Medical Center
  • University of Maryland, Baltimore
  • Virginia Commonwealth University
  • Texas A&M University
  • SUNY Oswego
  • University of Virginia
  • Western University
  • University of Alberta
  • University of Wisconsin-Madison
  • University of Oxford
  • University of Southern California
  • University of Cape Town
  • University of Texas Rio Grande Valley

Research output: Contribution to journalArticlepeer-review

1 Scopus citations

Abstract

Objective: Childhood inhibited temperament (cIT) is associated with an increased risk for developing internalizing psychopathology. Neurobiological characteristics identified by structural magnetic resonance imaging (MRI) may elucidate the neural substrates for cIT, but studies are scarce and often focus on particular regions of interest. Moreover, current findings lack replication. This preregistered analysis from the ENIGMA-Anxiety Working Group examined structural brain characteristics associated with cIT using a comprehensive whole-brain approach. Method: Temperament assessments (behavioral observations, parent/teacher reports or self-reports on cIT before age 13 years) and MRI data (age at scan, 6-25 years) from international research sites (Europe, North America, South America) were pooled for mega-analysis. Following image processing and quality control, associations between cIT and brain structure were examined in 3,803 participants. Subcortical volumes, cortical thickness, and surface area (main analyses) and detailed subcortical characteristics (eg, subnuclei, subfields, partial volume effects; exploratory analyses) were considered. Results: In the full sample, cIT showed no relation with brain structure, either as a main effect or in interactions with sex or age. Subgroup analyses (based on cIT assessment type) revealed cIT by sex interactions on mean cortical thickness (pMC-FWER = .037) and thickness of the right superior parietal region (pMC-FWER = .029) in youth with parent/teacher reports on cIT levels. Exploratory analyses revealed findings in the hippocampus, putamen, and caudate, but most did not survive statistical correction for multiple testing. Conclusion: This mega-analysis found no consistent associations between cIT and regional brain structure, although the role of parietal regions warrants further investigation. Future studies should consider brain function in cIT, preferably using longitudinal designs. Plain language summary: Inhibited temperament during childhood is a risk factor for the development of anxiety and depression later in life. A preregistered study from the international ENIGMA-Anxiety Working Group investigated whether characteristics of brain structure are associated with the level of childhood inhibited temperament, using brain scans and data on temperamental traits from participants aged 6 to 25 years, which have been previously acquired at research sites worldwide (total sample > 3,800 subjects). Analyses revealed no consistent correlations between brain structure and inhibited temperament. Study Registration Information: Structural Brain Correlates of Childhood Inhibited Temperament: An ENIGMA-Anxiety Mega-analysis.https://www.jaacap.org/article/S0890-8567(22)00299-4/fulltext

Original languageEnglish
Pages (from-to)577-604
Number of pages28
JournalJournal of the American Academy of Child and Adolescent Psychiatry
Volume65
Issue number4
DOIs
StatePublished - Apr 2026

Keywords

  • adolescence
  • anxiety disorders
  • childhood
  • magnetic resonance imaging (MRI)
  • temperament

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