ArticleScientific data2022
An analysis-ready and quality controlled resource for pediatric brain white-matter research.
Article in Scientific data, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 29 papers.
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.
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.
Who cites it
29 citing papers in PubMed.
- Article
- Quality assessment and control of unprocessed anatomical, functional and diffusion MRI of the human brain using MRIQC.Nature protocols · 2026Review
- A longitudinal resource for mapping interindividual variation in the aging connectome.Scientific data · 2026Article
- The Brain-Age Gap in Pediatric Dystonia: Neuroanatomical Deviations Inform Deep Brain Stimulation Outcomes.Movement disorders : official journal of the Movement Disorder Society · 2026Article
- Highly replicable multisite patterns of adolescent white matter maturation.bioRxiv : the preprint server for biology · 2026Article
- A deep representation learning model to predict response to vagus nerve stimulation.Nature communications · 2026Article
- Deviation in development of dorsal association tracts during preadolescence links to concurrent and future cognitive performance and transdiagnostic psychopathology.Nature communications · 2026Article
- Two axes of white matter development.Nature communications · 2026Article
- What needs to be standardized for reliable, reproducible, and robust tractography?GigaScience · 2026Review
- Corticolimbic structure-function coupling is sensitive to childhood adversity and buffers adversity-related symptoms during development.bioRxiv : the preprint server for biology · 2025Article
- Psychotic-Like Experiences and White Matter Microstructure: A Fixel-Based Analysis Approach With Robust Replication Across Two Cohorts.Human brain mapping · 2025Article
- An Open, Fully-processed, Longitudinal Data Resource to Study Brain Development and Transdiagnostic Executive Function.bioRxiv : the preprint server for biology · 2025Article
- A software ecosystem for brain tractometry processing, analysis, and insight.PLoS computational biology · 2025Article
- Free water elimination tractometry for aging brains.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Development of the arcuate fasciculus is linked to learning gains in reading.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Tractometry of Human Visual White Matter Pathways in Health and Disease.Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine · 2024Review
- Multi-scale V-net architecture with deep feature CRF layers for brain extraction.Communications medicine · 2024Article
- Development of the Alpha Rhythm Is Linked to Visual White Matter Pathways and Visual Detection Performance.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024Article
- White matter and literacy: A dynamic system in flux.Developmental cognitive neuroscience · 2024Article
- Diffusion MRI head motion correction methods are highly accurate but impacted by denoising and sampling scheme.Human brain mapping · 2024Article
Corrections and comments
- Erratum issued
- Erratum issued
- Erratum issued
Authors and funding
16 authors.
Funding
Abstract
We created a set of resources to enable research based on openly-available diffusion MRI (dMRI) data from the Healthy Brain Network (HBN) study. First, we curated the HBN dMRI data (N = 2747) into the Brain Imaging Data Structure and preprocessed it according to best-practices, including denoising and correcting for motion effects, susceptibility-related distortions, and eddy currents. Preprocessed, analysis-ready data was made openly available. Data quality plays a key role in the analysis of dMRI. To optimize QC and scale it to this large dataset, we trained a neural network through the combination of a small data subset scored by experts and a larger set scored by community scientists. The network performs QC highly concordant with that of experts on a held out set (ROC-AUC = 0.947). A further analysis of the neural network demonstrates that it relies on image features with relevance to QC. Altogether, this work both delivers resources to advance transdiagnostic research in brain connectivity and pediatric mental health, and establishes a novel paradigm for automated QC of large datasets.
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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.