ArticleNetwork neuroscience (Cambridge, Mass.)2024
Comparing the stability and reproducibility of brain-behavior relationships found using canonical correlation analysis and partial least squares within the ABCD sample.
Article in Network neuroscience (Cambridge, Mass.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Multivariate brain-behaviour associations in psychiatric disorders.Translational psychiatry · 2024Pooled it
- Multivariate associations between sleep patterns and self-regulation in adolescence: Canonical correlation analysis across ABCD and NCANDA cohorts.Chronobiology international · 2026Article
- Cortical Structures Underlying Schizophrenia and Sex Differences in Preadolescents: An Adolescent Brain Cognitive Development Study.Child psychiatry and human development · 2026Article
- Replicability of multivariate brain-behaviour associations depends on clinical profile.Communications biology · 2026Article
- Distinct associations between multimodal brain measures and psychopathology domains predict adolescent functioning.bioRxiv : the preprint server for biology · 2026Article
- Regularized CCA identifies sex-specific brain-behavior associations in adolescent psychopathology.Translational psychiatry · 2025Article
- Clinical profile impacts the replicability of multivariate brain-behavioural associations.bioRxiv : the preprint server for biology · 2025Article
- A transdiagnostic study of theory of mind in children and youth with neurodevelopmental conditions.Molecular autism · 2025Article
- Article
- Contrastive functional connectivity defines neurophysiology-informed symptom dimensions in major depression.Cell reports. Medicine · 2025Article
- Investigating cross-sectional and longitudinal relationships between brain structure and distinct dimensions of externalizing psychopathology in the ABCD sample.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2025Article
- Interpretable and integrative deep learning for discovering brain-behaviour associations.Scientific reports · 2025Article
- Decoding Early Psychoses: Unraveling Stable Microstructural Features Associated With Psychopathology Across Independent Cohorts.Biological psychiatry · 2025Article
- Investigating the impact of sex and reproductive aging on latent signatures of modifiable dementia risk factors.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Evaluating permutation-based inference for partial least squares analysis of neuroimaging data.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- A Shared Multivariate Brain-Behavior Relationship in a Transdiagnostic Sample of Adolescents.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2024Article
- Functional connectome signature of general psychopathology in middle-aged and older adults: Evidence from multi-cohort, multi-ethnic analyses.Imaging neuroscience (Cambridge, Mass.)Article
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10 authors.
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Abstract
Canonical correlation analysis (CCA) and partial least squares correlation (PLS) detect linear associations between two data matrices by computing latent variables (LVs) having maximal correlation (CCA) or covariance (PLS). This study compared the similarity and generalizability of CCA- and PLS-derived brain-behavior relationships. Data were accessed from the baseline Adolescent Brain Cognitive Development (ABCD) dataset (
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