ArticleNature communications2025
Motion impact score for detecting spurious brain-behavior associations.
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Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9citing papers in PubMed
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Who cites it
9 citing papers in PubMed.
- The State of Motion: Demographic and Representational Consequences of Motion-Based Exclusion in FMRI.bioRxiv : the preprint server for biology · 2026Article
- HARMONY: A large-scale harmonized neuroimaging dataset for research on anxious misery disorders.bioRxiv : the preprint server for biology · 2026Article
- Individual identifiability following Procrustes alignment of functional gradients: effect of subspace dimensionality.Communications biology · 2026Article
- Article
- Limited generalizability of dynamic fMRI correlates of adolescent rumination.Nature. Mental health · 2025Article
- Limited generalizability of dynamic fMRI correlates of adolescent rumination.bioRxiv : the preprint server for biology · 2025Article
- Balancing Data Quality and Bias: Investigating Functional Connectivity Exclusions in the Adolescent Brain Cognitive Development℠ (ABCD Study) Across Quality Control Pathways.Human brain mapping · 2025Article
- Functional magnetic resonance imaging in schizophrenia: current evidence, methodological advances, limitations and future directions.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2024Article
- A pattern of cognitive resource disruptions in childhood psychopathology.Network neuroscience (Cambridge, Mass.) · 2023Article
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Authors and funding
38 authors.
Benjamin P KayDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA. benjamin.kay@wustl.edu.ORCID http://orcid.org/0000-0003-3628-8029
David F MontezDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0003-1672-8218
Scott MarekDepartment of Psychiatry, Washington University School of Medicine, St Louis, MO, USA.ORCID http://orcid.org/0000-0003-0032-9052
Brenden Tervo-ClemmensMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.ORCID http://orcid.org/0000-0002-9557-1126
Joshua S SiegelDepartment of Psychiatry, Washington University School of Medicine, St Louis, MO, USA.ORCID http://orcid.org/0000-0002-5752-3641
Babatunde AdeyemoDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Timothy O LaumannDepartment of Psychiatry, Washington University School of Medicine, St Louis, MO, USA.ORCID http://orcid.org/0000-0002-0428-427X
Athanasia MetokiDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Roselyne J ChauvinDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0001-5786-4705
Andrew N VanDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-8787-0943
Vahdeta SuljicDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Samuel R KrimmelDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-5198-1545
Ryland L MillerDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Dillan J NewboldDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Annie ZhengDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Nicole A SeiderDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0003-1511-1515
Kristen M ScheidterDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Julia S MonkDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.
Eric FeczkoMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.ORCID http://orcid.org/0000-0003-1337-5517
Anita RandolphMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.
Óscar Miranda-DomínguezMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.ORCID http://orcid.org/0000-0002-3622-0166
Lucille A MooreMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.ORCID http://orcid.org/0000-0002-7665-2713
Anders J PerroneMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.
Gregory M ConanMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.
Eric A EarlData Science and Sharing Team, National Institute of Mental Health, NIH, DHHS, Bethesda, MD, USA.
Stephen M MaloneDepartment of Psychology, University of Minnesota, Minneapolis, MN, USA.
Michaela CordovaJoint Doctoral Program in Clinical Psychology, University of California San Diego, San Diego, CA, USA.
Olivia DoyleDepartment of Psychiatry, Oregon Health & Science University, Portland, OR, USA.ORCID http://orcid.org/0000-0003-3957-2949
Benjamin J LynchMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, USA.ORCID http://orcid.org/0000-0001-7310-2022
James C WilgenbuschMinnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, USA.
Thomas PengoUniversity of Minnesota Informatics Institute, University of Minnesota, Minneapolis, MN, USA.ORCID http://orcid.org/0000-0002-9632-918X
Alice M GrahamDepartment of Psychiatry, Oregon Health & Science University, Portland, OR, USA.
Jarod L RolandTaylor Family Department of Neurosurgery, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-1312-8826
Evan M GordonMallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-2276-5237
Abraham Z SnyderDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-3379-9627
Deanna M BarchDepartment of Psychiatry, Washington University School of Medicine, St Louis, MO, USA.ORCID http://orcid.org/0000-0003-1693-8506
Damien A FairMasonic Institute for the Developing Brain, University of Minnesota, Minneapolis, MN, US.ORCID http://orcid.org/0000-0001-8602-393X
Nico U F DosenbachDepartment of Neurology, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-6876-7078
Funding
ABCD-USA Consortium: Coordinating CenterU24DA041147 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SANDRA A BROWN, TERRY L. JERNIGAN · 2015 to 2026
$54.7MABCD-USA Consortium: Data Analysis, Informatics and Resource CenterU24DA041123 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ANDERS M DALE · 2015 to 2026
$51.5MAdolescent Substance Use Initiation: Disentangling neurocognitive risks from consequences using longitudinal and genetically-informed methodsU01DA041120 · NIDA · UNIVERSITY OF MINNESOTA · PI Monica Luciana, Sylia Wilson · 2015 to 2026
$34.5MABCD-USA Consortium: Research ProjectU01DA041089 · NIDA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Joanna Jacobus, Susan F. Tapert · 2015 to 2026
$31.7MProspective Research Studies of Maturation (PRISM)- Research ProjectU01DA041134 · NIDA · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI ERIN MCGLADE, PERRY FRANKLIN RENSHAW · 2015 to 2026
$29.2MABCD-USA CONSORTIUM: RESEARCH PROJECTU01DA041048 · NIDA · CHILDREN'S HOSPITAL OF LOS ANGELES · PI Megan Marie Herting, ELIZABETH R SOWELL · 2015 to 2026
$28.7MChild Neurologist Career Development Program (CNCDP)K12NS098482 · NINDS · HUGO W. MOSER RES INST KENNEDY KRIEGER · PI SCHLAGGAR, BRADLEY L · 2016 to 2025
$26.2MABCD-USA Consortium: Research ProjectU01DA041106 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Mary M Heitzeg, Chandra Sekhar Sripada · 2015 to 2026
$24.9MFIU-ABCD: Pathways and Mechanisms to Addiction in the Latino Youth of South FloridaU01DA041156 · NIDA · FLORIDA INTERNATIONAL UNIVERSITY · PI Raul Gonzalez, Angela R Laird · 2015 to 2026
$22.8MABCD-USA Consortium: Research ProjectU01DA041148 · NIDA · OREGON HEALTH & SCIENCE UNIVERSITY · PI Damien A Fair, Rebekah S Huber · 2015 to 2026
$22.3MABCD-USA: NYC Research ProjectU01DA041174 · NIDA · YALE UNIVERSITY · PI Arielle Ryan Baskin-Sommers, Betty J Casey · 2015 to 2026
$19.7MAdolescent Brain Cognitive Development (ABCD) Prospective Research in Studies of Maturation (PRISM) ConsortiumU01DA041117 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI LINDA CHANG, THOMAS M ERNST · 2015 to 2026
$19.5MNIDA NIH HHS K23 DA057486NIDA NIH HHS U01 DA041022NIDA NIH HHS U01 DA041025NIDA NIH HHS U01 DA041028NIDA NIH HHS U01 DA041048NIDA NIH HHS U01 DA041089NIDA NIH HHS U01 DA041093NIDA NIH HHS U01 DA041106NIDA NIH HHS U01 DA041117NIDA NIH HHS U01 DA041120NIDA NIH HHS U01 DA041134NIDA NIH HHS U01 DA041148NIDA NIH HHS U01 DA041156NIDA NIH HHS U01 DA041174NIDA NIH HHS U24 DA041123NIDA NIH HHS U24 DA041147NIMH NIH HHS F31 MH123091NIMH NIH HHS K99 MH121518NIMH NIH HHS K99 MH129616NIMH NIH HHS R00 MH121518NIMH NIH HHS R00 MH129616NIMH NIH HHS R01 MH096773NIMH NIH HHS R01 MH115357NIMH NIH HHS R01 MH129493NIMH NIH HHS R44 MH121276NIMH NIH HHS R44 MH122066NIMH NIH HHS R44 MH124567NIMH NIH HHS T32 MH100019NINDS NIH HHS F31 NS110332NINDS NIH HHS K12 NS098482NINDS NIH HHS K23 NS088590NINDS NIH HHS K23 NS123345NINDS NIH HHS K23 NS133486NINDS NIH HHS P30 NS098577NINDS NIH HHS R01 NS140256NINDS NIH HHS R44 NS129521NINDS NIH HHS T32 NS115672U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) NS098482U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) NS123345
Abstract
In-scanner head motion introduces systematic bias to resting-state fMRI functional connectivity (FC) not completely removed by denoising algorithms. Researchers studying traits associated with motion (e.g. psychiatric disorders) need to know if their trait-FC relationships are impacted by residual motion to avoid reporting false positive results. We devised Split Half Analysis of Motion Associated Networks (SHAMAN) to assign a motion impact score to specific trait-FC relationships. SHAMAN distinguishes between motion causing overestimation or underestimation of trait-FC effects. We assessed 45 traits from n = 7270 participants in the Adolescent Brain Cognitive Development (ABCD) Study. After standard denoising with ABCD-BIDS and without motion censoring, 42% (19/45) of traits had significant (p < 0.05) motion overestimation scores and 38% (17/45) had significant underestimation scores. Censoring at framewise displacement (FD) < 0.2 mm reduced significant overestimation to 2% (1/45) of traits but did not decrease the number of traits with significant motion underestimation scores.
Indexed as
BrainMagnetic Resonance ImagingAdolescentAlgorithmsArtifactsBrain MappingCognitionFemaleHead MovementsHumansMaleMotion
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