Evidence map›Paper›PMID 39935269›Full record

ArticleHuman brain mapping2025

Head Motion in Diffusion Magnetic Resonance Imaging: Quantification, Mitigation, and Structural Associations in Large, Cross-Sectional Datasets Across the Lifespan.

Kurt G Schilling, Karthik Ramadass, Viljami Sairanen, Michael E Kim, Francois Rheault, Nancy Newlin, Tin Nguyen, Laura Barquero, Micah D'archangel, Chenyu Gao and 18 more

Abstract read
In one paragraph

Article in Human brain mapping, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

28 authors.

Kurt G SchillingDepartment of Radiology & Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Karthik RamadassDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Viljami SairanenBaby Brain Activity Center, Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-8833-7155
Michael E KimDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Francois RheaultMedical Imaging and Neuroinformatic (MINi) Lab, Universite de Sherbrooke, Quebec, Canada.
Nancy NewlinDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Tin NguyenVanderbilt University Institute of Imaging Science, Nashville, Tennessee, USA.
Laura BarqueroDepartment of Special Education, Peabody College of Education and Human Development, Vanderbilt University, Nashville, Tennessee, USA.
Micah D'archangelDepartment of Special Education, Peabody College of Education and Human Development, Vanderbilt University, Nashville, Tennessee, USA.
Chenyu GaoDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, Tennessee, USA.
Ema TopolnjakDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Nazirah Mohd KhairiDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Derek ArcherVanderbilt Memory & Alzheimer's Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Lori L Beason-HeldLaboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA.
Susan M ResnickLaboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland, USA.
Timothy HohmanVanderbilt Memory & Alzheimer's Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Laurie CuttingDepartment of Special Education, Peabody College of Education and Human Development, Vanderbilt University, Nashville, Tennessee, USA.ORCID https://orcid.org/0000-0002-2362-6028
Julie SchneiderRush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA.
Lisa L BarnesRush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA.
David A BennettRush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA.
Konstantinos ArfanakisRush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA.
Sophia Vinci-BooherDepartment of Psychology and Human Development, Peabody College, Vanderbilt University, Nashville, Tennessee, USA.
Marilyn AlbertDepartment of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.
BIOCARD Study Team
Alzheimer's Disease Neuroimaging Initiative (ADNI)
Aging Brain: Vasculature, Ischemia, and Behavior (ABVIB)
Daniel MoyerDepartment of Computer Science, Vanderbilt University, Nashville, Tennessee, USA.
Bennett A LandmanDepartment of Radiology & Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee, USA.

Funding

Project 1U19AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE/RES/EDU · PI MICHAEL W WEINER · 2016 to 2026
$226.7M
Vanderbilt Institute for Clinical and Translational Research (VICTR) -Identifying correlates of functional immunity in SARS-CoV-2 convalescent plasmaUL1TR002243 · NCATS · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Paul A. Harris, Wesley H Self · 2017 to 2026
$130.7M
Alzheimer's Disease Neuroimaging Initiative - SupplementU01AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE RES &EDUC · PI WEINER, MICHAEL W · 2004 to 2015
$121.0M
WU INSTITUTE OF CLINICAL AND TRANSLATIONAL SCIENCESUL1TR002345 · NCATS · WASHINGTON UNIVERSITY · PI William G. Powderly · 2017 to 2026
$97.8M
Smartphone-Based "Burst" Cognitive AssessmentsP01AG003991 · NIA · WASHINGTON UNIVERSITY · PI JOHN MORRIS · 1985 to 2026
$69.5M
Project 2 MeasurementU19AG033655 · NIA · JOHNS HOPKINS UNIVERSITY · PI Abhay Moghekar · 2014 to 2026
$51.5M
The natural history of AB accumulation in preclinical ADP01AG026276 · NIA · WASHINGTON UNIVERSITY · PI MORRIS, JOHN · 2005 to 2025
$49.5M
SUPPLEMENT TO RUSH ALZHEIMERS DISEASE CENTER COREP30AG010161 · NIA · RUSH UNIVERSITY MEDICAL CENTER · PI BENNETT, DAVID ALAN · 1991 to 2020
$49.1M
VANDERBILT UNIVERSITY CTSA FOR PEDIATRIC RESEARCHUL1RR024975 · NCRR · VANDERBILT UNIVERSITY · PI BERNARD, GORDON RAPHAEL · 2007 to 2011
$45.7M
EPIDEMIOLOGY OF NEURAL RESERVE AND NEUROBIOLOGY IN AGINGR01AG017917 · NIA · RUSH UNIVERSITY MEDICAL CENTER · PI BENNETT, DAVID ALAN · 2001 to 2023
$43.3M
Washington University Institute of Clinical and Translational SciencesUL1TR000448 · NCATS · WASHINGTON UNIVERSITY · PI EVANOFF, BRADLEY A · 2012 to 2016
$41.4M
MVP Data Integration into the ADSP Phenotype Harmonization ConsortiumU24AG074855 · NIA · VANDERBILT UNIVERSITY MEDICAL CENTER · PI CUCCARO, MICHAEL L, HOHMAN, TIMOTHY J · 2021 to 2025
$37.5M
National Center for Advancing Translational Sciences (NCATS) Clinical Translational Science 5UL1TR002243-03National Institutes of Health (NIH) K01AG073584National Institutes of Health (NIH) K01EB032989National Institutes of Health (NIH) R01EB017230National Institutes of Health (NIH) R01MH123201National Institutes of Health (NIH) U24-AG074855NCATS NIH HHS UL1 TR000448NCATS NIH HHS UL1 TR002243NCATS NIH HHS UL1 TR002345NCRR NIH HHS UL1 RR024975NCRR NIH HHS UL1 RR024975-01NIA NIH HHS K01 AG073584NIA NIH HHS P01 AG003991NIA NIH HHS P01 AG012435NIA NIH HHS P01 AG026276NIA NIH HHS P30 AG010161NIA NIH HHS P30 AG066444NIA NIH HHS P30 AG066507NIA NIH HHS P30 AG072975NIA NIH HHS R01 AG015819NIA NIH HHS R01 AG017917NIA NIH HHS R01 AG022018NIA NIH HHS R01 AG043434NIA NIH HHS R01 AG056405NIA NIH HHS R01 AG064233NIA NIH HHS R01 AG067482NIA NIH HHS U01 AG024904NIA NIH HHS U01 AG033655NIA NIH HHS U19 AG024904NIA NIH HHS U19 AG033655NIA NIH HHS U24 AG074855NIBIB NIH HHS R01 EB009352NIBIB NIH HHS R01 EB017230NIBIB NIH HHS T32 EB001628NICHD NIH HHS P50 HD103537NIDA NIH HHS RC2 DA029475NIMH NIH HHS RF1 MH123201NIMH NIH HHS U01 MH110274NIMH NIH HHS U54 MH091657NINDS NIH HHS U01 NS100599NINDS NIH HHS UH2 NS100599NINDS NIH HHS UH3 NS100599
6 · The paper itself

Abstract

Head motion during diffusion magnetic resonance imaging (MRI) scans can cause numerous artifacts and biases subsequent quantification. However, a thorough characterization of motion across multiple scans, cohorts, and consortiums has not been performed. To address this, we designed a study with three aims. First, we aimed to characterize subject motion across several large cohorts, utilizing 13 cohorts comprised of 16,995 imaging sessions (age 0.1-100 years, mean age = 63 years; 7220 females; 3175 cognitively impaired adults; 471 developmentally delayed children) to describe the magnitude and directions of subject movement. Second, we aimed to investigate whether state-of-the-art diffusion preprocessing pipelines mitigate biases in quantitative measures of microstructure and connectivity by taking advantage of datasets with scan-rescan acquisitions and ask whether there are detectable differences between the same subjects when scans and rescans have differing levels of motion. Third, we aimed to investigate whether there are structural connectivity differences between movers and non-movers. We found that (1) subjects typically move 1-2 mm/min with most motion as translation in the anterior-posterior direction and rotation around the right-left axis; (2) Modern preprocessing pipelines can effectively mitigate motion to the point where biases are not detectable with current analysis techniques; and (3) There are no apparent differences in microstructure or macrostructural connections in participants who exhibit high motion versus those that exhibit low motion. Overall, characterizing motion magnitude and directions, as well as motion correlates, informs and improves motion mitigation strategies and image processing pipelines.

Indexed as

ArtifactsBrainConnectomeDiffusion Magnetic Resonance ImagingHead MovementsAdolescentAdultAgedAged, 80 and overChildChild, PreschoolCross-Sectional StudiesFemaleHumansImage Processing, Computer-AssistedInfant

Identifiers

PMID39935269
PMCPMC11814480

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.