ArticleNeuroImage2023
BrainStat: A toolbox for brain-wide statistics and multimodal feature associations.
Article in NeuroImage, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 67 papers.
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Who cites it
67 citing papers in PubMed.
- Association Between Anterior Hippocampal Gyrification and Episodic Memory Performance in Neurotypical Young Adults.Hippocampus · 2026Article
- Cognitive and Biomarker Signatures of Late-Onset Temporal Lobe Epilepsy: Toward Non-Alzheimer Neurodegenerative Mechanisms.Neurology · 2026Article
- Functional Brain Asymmetry Reveals Heterogeneous Subtypes in Autism Spectrum Disorder.Autism research : official journal of the International Society for Autism Research · 2026Article
- Disrupted hierarchical functional brain organization in affective and psychotic disorders: insights from functional brain gradients.Translational psychiatry · 2026Article
- Mapping the topographic organization of the human zona incerta using diffusion MRI.bioRxiv : the preprint server for biology · 2026Article
- Regional sex differences in human cortical anatomy vary in their morphometric bases and overlap with sex chromosomal and gonadal influences.Nature communications · 2026Article
- Sex-related structural alterations across common epilepsies: a worldwide ENIGMA study.bioRxiv : the preprint server for biology · 2026Article
- Disrupted integration-segregation balance in the intact hemisphere in chronic spatial neglect.Brain structure & function · 2026Article
- Opportunities and pitfalls of data contextualization in neuroimaging.Nature reviews. Neuroscience · 2026Review
- Macroscale Gradient-Informed Neural Oscillation Topography in Parkinson's Disease.Movement disorders : official journal of the Movement Disorder Society · 2026Article
- Integrating optogenetic fMRI and spatial transcriptomics to reveal circuit-specific gene signatures in fronto- and hippo-thalamic networks.Nature communications · 2026Article
- Brain Structural Changes and Cognitive-Clinical Profiles in Late-Onset Unexplained Epilepsy.Neurology · 2026Article
- Associations between epilepsy-related polygenic risk and brain morphology in childhood.Brain : a journal of neurology · 2026Article
- A pattern-learning algorithm associates copy number variations with brain structure and behavioural variables in an adolescent population cohort.Nature biomedical engineering · 2026Article
- Anxiety facilitates disengagement when switching from negative-valenced stimuli: Mediating role of attentional control.Cognitive, affective & behavioral neuroscience · 2026Article
- Social mind at rest: resting-state connectivity associated with social thought relates to friendship quality.Social cognitive and affective neuroscience · 2026Article
- Human cortical dynamics reflect graded contributions of local geometry and network topography.Nature communications · 2025Article
- Graded encoding of spatial novelty scales in the human brain.Nature communications · 2025Article
- Association of APOC1 with cortical atrophy during conversion to Alzheimer's disease.GeroScience · 2025Article
- Cortical morphological alterations in vestibular migraine: insights from surface-based morphometry and machine learning.The journal of headache and pain · 2025Article
7 more citing papers are in PubMed but not listed here.
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Authors and funding
12 authors.
Funding
Abstract
Analysis and interpretation of neuroimaging datasets has become a multidisciplinary endeavor, relying not only on statistical methods, but increasingly on associations with respect to other brain-derived features such as gene expression, histological data, and functional as well as cognitive architectures. Here, we introduce BrainStat - a toolbox for (i) univariate and multivariate linear models in volumetric and surface-based brain imaging datasets, and (ii) multidomain feature association of results with respect to spatial maps of post-mortem gene expression and histology, task-based fMRI meta-analysis, as well as resting-state fMRI motifs across several common surface templates. The combination of statistics and feature associations into a turnkey toolbox streamlines analytical processes and accelerates cross-modal research. The toolbox is implemented in both Python and MATLAB, two widely used programming languages in the neuroimaging and neuroinformatics communities. BrainStat is openly available and complemented by an expandable documentation.
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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.