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Neural correlates of human fear conditioning and sources of variability in 2199 individuals

Author

Listed:
  • Joaquim Radua

    (Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS)
    University of Barcelona
    Instituto de Salud Carlos III (ISCIII))

  • Hannah S. Savage

    (Radboud University
    Radboud University Medical Centre
    UCL)

  • Enric Vilajosana

    (Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS)
    University of Barcelona)

  • Alec Jamieson

    (The University of Melbourne)

  • Birgit Abler

    (Ulm University Clinic)

  • Fredrik Åhs

    (Mid Sweden University)

  • Tom Beckers

    (Faculty of Psychology and Educational Sciences
    Leuven Brain Institute)

  • Narcís Cardoner

    (Institut d’Investigació Biomèdica Sant Pau (IBB-Sant Pau)
    Hospital de la Sant Creu i Sant Pau
    Universitat Autònoma de Barcelona (UAB))

  • Josh M. Cisler

    (University of Texas at Austin)

  • Juliana B. Diniz

    (Universidade de São Paulo)

  • Dominik R. Bach

    (Institute of Experimental Epileptology and Cognition Research
    Department of Psychiatry and Psychotherapy
    University College)

  • Sigrid Elsenbruch

    (Ruhr University)

  • Steven G. Greening

    (University of Manitoba)

  • Daphne J. Holt

    (Massachusetts General Hospital
    Harvard Medical School
    Massachusetts General Hospital)

  • Antonia N. Kaczkurkin

    (Vanderbilt University)

  • Andreas Keil

    (University of Florida)

  • Merel Kindt

    (University of Amsterdam)

  • Kathrin Koch

    (Technical University of Munich)

  • Kevin S. LaBar

    (Duke University)

  • Charlene L. Lam

    (University of Hong Kong
    State Key Laboratory of Brain and Cognitive Sciences)

  • Christine L. Larson

    (Department of Psychology)

  • Tina B. Lonsdorf

    (Bielefeld University
    University Medical Center Hamburg Eppendorf)

  • Christian J. Merz

    (Ruhr University Bochum)

  • Katie A. McLaughlin

    (Harvard University
    University of Oregon)

  • Yuval Neria

    (Columbia University Irving Medical Center)

  • Daniel S. Pine

    (National Institute of Mental Health)

  • Carien M. van Reekum

    (University of Reading)

  • Alexander J. Shackman

    (University of Maryland
    University of Maryland)

  • Carles Soriano-Mas

    (Instituto de Salud Carlos III (ISCIII)
    University of Barcelona
    Institut d’Investigació Biomèdica de Bellvitge - IDIBELL)

  • Victor I. Spoormaker

    (Max Planck Institute of Psychiatry)

  • Daniel M. Stout

    (University of California
    VA San Diego Healthcare System
    Center of Excellence for Stress and Mental Health)

  • Benjamin Straube

    (University of Marburg
    University of Marburg)

  • Thomas Straube

    (University of Muenster)

  • Lauri Tuominen

    (University of Ottawa Institute of Mental Health Research at the Royal)

  • Renée M. Visser

    (University of Amsterdam)

  • Laura Ahumada

    (University of Florida)

  • Volker Arolt

    (University of Münster
    University of Münster)

  • Marcelo C. Batistuzzo

    (Universidade de São Paulo
    Pontifical Catholic University)

  • Paulo R. Bazán

    (Universidade de São Paulo)

  • Emma E. Biggs

    (Faculty of Psychology and Educational Sciences)

  • Marta Cano

    (Institut d’Investigació Biomèdica Sant Pau (IBB-Sant Pau)
    Hospital de la Sant Creu i Sant Pau)

  • Pamela Chavarría-Elizondo

    (Institut d’Investigació Biomèdica de Bellvitge - IDIBELL
    L’Hospitalet de Llobregat)

  • Samuel E. Cooper

    (University of Texas at Austin)

  • Udo Dannlowski

    (University of Münster)

  • Víctor Peña-Arteaga

    (Institut d’Investigació Biomèdica Sant Pau (IBB-Sant Pau)
    Hospital de la Sant Creu i Sant Pau
    University of Barcelona)

  • Stephanie N. DeCross

    (Harvard University)

  • Katharina Domschke

    (University of Freiburg
    partner site Berlin/Potsdam)

  • Mana R. Ehlers

    (Bielefeld University
    University Medical Center Hamburg Eppendorf)

  • John L. Graner

    (Duke University)

  • Alfons O. Hamm

    (University of Greifswald)

  • Martin J. Herrmann

    (University of Würzburg)

  • Ashley A. Huggins

    (University of Arizona)

  • Adriane Icenhour

    (Ruhr University)

  • Asier Juaneda-Seguí

    (Institut d’Investigació Biomèdica de Bellvitge - IDIBELL)

  • Markus Junghoefer

    (University of Münster
    University of Münster)

  • Tilo Kircher

    (University of Marburg
    University of Marburg)

  • Katja Koelkebeck

    (Department of Psychiatry and Psychotherapy)

  • Manuel Kuhn

    (University Medical Center Hamburg Eppendorf
    McLean Hospital
    Harvard Medical School)

  • Franziska Labrenz

    (Ruhr University)

  • Shmuel M. Lissek

    (University of Minnesota)

  • Martin Lotze

    (University Medicine Greifswald)

  • Ulrike Lueken

    (partner site Berlin/Potsdam
    Humboldt-Universität zu Berlin)

  • Jürgen Margraf

    (partner site Bochum/Marburg)

  • Ignacio Martínez-Zalacaín

    (Institut d’Investigació Biomèdica de Bellvitge - IDIBELL
    L’Hospitalet de Llobregat)

  • Robert Moeck

    (University of Muenster)

  • Jayne Morriss

    (University of Southampton)

  • María Ortuño

    (Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS))

  • Andre Pittig

    (University of Göttingen)

  • Daniel Porta-Casteras

    (Institut d’Investigació Biomèdica Sant Pau (IBB-Sant Pau))

  • Jan Richter

    (University of Hildesheim)

  • Isabelle C. Ridderbusch

    (University of Marburg
    University of Marburg)

  • Winfried Rief

    (University of Marburg)

  • Kati Roesmann

    (University of Münster
    University of Osnabrück)

  • Jörgen Rosén

    (Karolinska Institutet)

  • Alena N. Rußmann

    (University Medical Center Hamburg Eppendorf
    University of Hamburg)

  • Rachel Sjouwerman

    (University Medical Center Hamburg Eppendorf
    Maastricht University)

  • Jennifer Spohrs

    (Ulm University Medical Centre
    Psychotherapy and Psychotraumatology Military Medical Centre)

  • Andreas Ströhle

    (Charité - Universitätsmedizin Berlin)

  • Benjamin Suarez-Jimenez

    (University of Rochester Medical Center
    University of Rochester)

  • Martin Ulrich

    (Ulm University Clinic)

  • Hans-Ulrich Wittchen

    (Ludwig-Maximilians-University München)

  • Xi Zhu

    (Columbia University Irving Medical Center
    New York State Psychiatric Institute)

  • Lea Waller

    (Charité - Universitätsmedizin Berlin)

  • Henrik Walter

    (partner site Berlin/Potsdam
    Charité - Universitätsmedizin Berlin)

  • Paul M. Thompson

    (University of Southern California)

  • Janna Marie Bas-Hoogendam

    (Leiden University
    Leiden University Medical Center
    Leiden University Medical Center)

  • Nynke A. Groenewold

    (University of Cape Town)

  • Dan J. Stein

    (University of Cape Town)

  • Nic J. Wee

    (Leiden University Medical Center
    Leiden University Medical Center)

  • Joseph E. Dunsmoor

    (University of Texas at Austin)

  • Andre F. Marquand

    (Radboud University
    Radboud University Medical Centre)

  • Ben J. Harrison

    (The University of Melbourne)

  • Miquel A. Fullana

    (Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS)
    Hospital Clinic)

Abstract

Pavlovian fear conditioning is a fundamental process in both health and disease. We investigate its neural correlates and sources of variability using harmonized functional magnetic resonance imaging data from 2199 individuals across nine countries, including 1888 healthy individuals and 311 with anxiety-related or depressive disorders. Using mega-analysis and normative modeling, we show that fear conditioning consistently engages brain regions within the “central autonomic–interoceptive” or “salience” network. Several task variables strongly modulate activity in these regions, contributing to variability in neural responses. Additionally, brain activation patterns differ between healthy individuals and those with anxiety-related or depressive disorders, with distinct profiles characterizing specific disorders such as post-traumatic stress disorder and obsessive-compulsive disorder. While the neural correlates of fear conditioning are highly generalizable at the population level, variability arises from differences in task design and clinical status, highlighting the importance of methodological diversity in capturing fear learning mechanisms.

Suggested Citation

  • Joaquim Radua & Hannah S. Savage & Enric Vilajosana & Alec Jamieson & Birgit Abler & Fredrik Åhs & Tom Beckers & Narcís Cardoner & Josh M. Cisler & Juliana B. Diniz & Dominik R. Bach & Sigrid Elsenbru, 2025. "Neural correlates of human fear conditioning and sources of variability in 2199 individuals," Nature Communications, Nature, vol. 16(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-63078-x
    DOI: 10.1038/s41467-025-63078-x
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    1. Scott Marek & Brenden Tervo-Clemmens & Finnegan J. Calabro & David F. Montez & Benjamin P. Kay & Alexander S. Hatoum & Meghan Rose Donohue & William Foran & Ryland L. Miller & Timothy J. Hendrickson &, 2022. "Reproducible brain-wide association studies require thousands of individuals," Nature, Nature, vol. 603(7902), pages 654-660, March.
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