ArticlePloS one2022
Getting the nod: Pediatric head motion in a transdiagnostic sample during movie- and resting-state fMRI.
Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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Who cites it
25 citing papers in PubMed, 36 citations in OpenAlex.
- The impact of an app-delivered mindfulness-based intervention on resting-state functional connectivity in pediatric concussion: a pilot study.Frontiers in neuroscience · 2026Trial
- Individualized Network Topography in Pre-adolescent Children and Adults Using Naturalistic Precision fMRI.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- The State of Motion: Demographic and Representational Consequences of Motion-Based Exclusion in FMRI.bioRxiv : the preprint server for biology · 2026Article
- Changes in resting-state functional connectivity linked to affective symptoms: insights from a population-based study of adolescents and young adults.Translational psychiatry · 2026Article
- Efficacy and Safety of Propofol as a Sole Sedative for fMRI Sedation in Autism Spectrum Disorder Individuals with Low IQ.Journal of autism and developmental disorders · 2026Article
- Associations of Maternal Pre-Pregnancy BMI With Frontostriatal Connectivity in Young Children.Pediatric obesity · 2026Article
- Representing Brain-Behavior Associations by Retaining High-Motion Minoritized Youth.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2026Article
- Linking subjective experience of anxiety to brain function using natural language processing.Social cognitive and affective neuroscience · 2026Article
- Voxel Volume Overlap: Voxel-Size Sensitive Indicators of Subject Motion in Functional MRI.Human brain mapping · 2025Article
- Transdiagnostic Symptom Domains Have Distinct Patterns of Association With Head Motion During Multimodal Imaging in Children.Biological psychiatry global open science · 2025Article
- Reduced recruitment of inhibitory control regions in very young children with ADHD during a modified Kiddie Continuous Performance Task: A fMRI study.Cortex; a journal devoted to the study of the nervous system and behavior · 2025Article
- The Relations Among Anxiety, Movie-Watching, and in-Scanner Motion.Human brain mapping · 2025Article
- How much is "enough"? Considerations for functional connectivity reliability in pediatric naturalistic fMRI.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Age- and sex-related differences in social competence and emotion labeling in pre-adolescence.Developmental cognitive neuroscience · 2025Article
- Comparing reliability-based measures of functional connectivity between movie and rest: An ROI-based approach.Imaging neuroscience (Cambridge, Mass.) · 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
- Cerebellum and social abilities: A structural and functional connectivity study in a transdiagnostic sample.Human brain mapping · 2024Article
- Increasing the representation of minoritized youth for inclusive and reproducible brain-behavior associations.bioRxiv : the preprint server for biology · 2024Article
- Examining the reliability of brain age algorithms under varying degrees of participant motion.Brain informatics · 2024Article
- Similarity in functional connectome architecture predicts teenage grit.Social cognitive and affective neuroscience · 2023Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Head motion continues to be a major problem in fMRI research, particularly in developmental studies where an inverse relationship exists between head motion and age. Despite multifaceted and costly efforts to mitigate motion and motion-related signal artifact, few studies have characterized in-scanner head motion itself. This study leverages a large transdiagnostic public dataset (N = 1388, age 5-21y, The Healthy Brain Network Biobank) to characterize pediatric head motion in space, frequency, and time. We focus on practical aspects of head motion that could impact future study design, including comparing motion across groups (low, medium, and high movers), across conditions (movie-watching and rest), and between males and females. Analyses showed that in all conditions, high movers exhibited a different pattern of motion than low and medium movers that was dominated by x-rotation, and z- and y-translation. High motion spikes (>0.3mm) from all participants also showed this pitch-z-y pattern. Problematic head motion is thus composed of a single type of biomechanical motion, which we infer to be a nodding movement, providing a focused target for motion reduction strategies. A second type of motion was evident via spectral analysis of raw displacement data. This was observed in low and medium movers and was consistent with respiration rates. We consider this to be a baseline of motion best targeted in data preprocessing. Further, we found that males moved more than, but not differently from, females. Significant cross-condition differences in head motion were found. Movies had lower mean motion, and especially in high movers, movie-watching reduced within-run linear increases in head motion (i.e., temporal drift). Finally, we used intersubject correlations of framewise displacement (FD-ISCs) to assess for stimulus-correlated motion trends. Subject motion was more correlated in movie than rest, and 8 out of top 10 FD-ISC windows had FD below the mean. Possible reasons and future implications of these findings are discussed.
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Registered trials
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.