Linking functional and structural brain images with multivariate network analyses: A novel application of the partial least square method

No abstract is available for this paper.

• Publication year

  2009

• Venue

  NeuroImage

• Publication date

  2009-08-15

• Fields of study

  Medicine, Computer Science, Mathematics

• Identifiers
  DOI 10.1016/j.neuroimage.2009.04.053PMID 19393744PMCID PMC2700206
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Age-Related Regional Network of Magnetic Resonance Imaging Gray Matter in the Rhesus Macaque

  2008cited by this paper
• 11C PiB and structural MRI provide complementary information in imaging of Alzheimer's disease and amnestic mild cognitive impairment.

  2008cited by this paper
• 11 C PiB and structural MRI provide complementary information in imaging of Alzheimer ’ s disease and amnestic mild cognitive impairment

  2008cited by this paper
• Biological parametric mapping: A statistical toolbox for multimodality brain image analysis

  2007cited by this paper
• Network analysis of single-subject fMRI during a finger opposition task

  2006cited by this paper
• Regional network of magnetic resonance imaging gray matter volume in healthy aging

  2006cited by this paper
• Classification using partial least squares with penalized logistic regression

  2005cited by this paper
• Overlap in the Functional Neural Systems Involved in Semantic and Episodic Memory Retrieval

  2005cited by this paper
• A New Approach to Spatial Covariance Modeling of Functional Brain Imaging Data: Ordinal Trend Analysis

  2005cited by this paper
• Spatiotemporal analysis of event-related fMRI data using partial least squares

  2004cited by this paper
• Comparison of three methods for generating group statistical inferences from independent component analysis of functional magnetic resonance imaging data

  2004cited by this paper
• Concurrent EEG/fMRI analysis by multiway Partial Least Squares

  2004influential reference
• Partial least squares analysis of neuroimaging data: applications and advances.

  2004cited by this paper
• The aging brain: morphomolecular senescence of cortical circuits.

  2004cited by this paper
• Latency (in)sensitive ICA: Group independent component analysis of fMRI data in the temporal frequency domain

  2003cited by this paper
• Dynamic causal modelling

  2003cited by this paper
• An fMRI study investigating cognitive modulation of brain regions associated with emotional processing of visual stimuli.

  2003cited by this paper
• Memory encoding and hippocampally-based novelty/familiarity discrimination networks.

  2003cited by this paper
• Kernel PLS variants for regression

  2003cited by this paper
• Real-time independent component analysis of fMRI time-series

  2003cited by this paper
• Functional brain abnormalities in young adults at genetic risk for late-onset Alzheimer's dementia

  2003cited by this paper
• A new statistical method for testing hypotheses of neuropsychological/MRI relationships in schizophrenia: partial least squares analysis.

  2002cited by this paper
• Multiblock PLS analysis of an industrial pharmaceutical process

  2002cited by this paper
• [A method based on independent component analysis for processing fMRI data].

  2002cited by this paper
• Penalized Discriminant Analysis of [15O]-water PET Brain Images with Prediction Error Selection of Smoothness and Regularization

  2001cited by this paper
• Deflation in multiblock PLS

  2001cited by this paper
• Metabolic network abnormalities in early Huntington's disease: an [(18)F]FDG PET study.

  2001cited by this paper
• Spatial and temporal independent component analysis of functional MRI data containing a pair of task‐related waveforms

  2001cited by this paper
• A voxel-based morphometric study of ageing in 465 normal adult human brains

  2001cited by this paper
• Penalized discriminant analysis of [/sup 15/O]-water PET brain images with prediction error selection of smoothness and regularization hyperparameters

  2001cited by this paper
• The Effects of Divided Attention on Encoding- and Retrieval-Related Brain Activity: A PET Study of Younger and Older Adults

  2000cited by this paper
• Whole-brain functional MR imaging activation from a finger-tapping task examined with independent component analysis.

  2000cited by this paper
• The Effect of Divided Attention on Encoding and Retrieval in Episodic Memory Revealed by Positron Emission Tomography

  2000cited by this paper
• Identification of neural circuits underlying P300 abnormalities in schizophrenia.

  1999cited by this paper
• Mapping cognition to the brain through neural interactions.

  1999cited by this paper
• Individual differences in PET activation of object perception and attention systems predict face matching accuracy.

  1999cited by this paper
• Frontotemporal interactions in face encoding and recognition.

  1999cited by this paper
• Regional glucose metabolic abnormalities are not the result of atrophy in Alzheimer's disease

  1998cited by this paper
• Neural correlates of the episodic encoding of pictures and words.

  1998cited by this paper
• Understanding Neural Interactions in Learning and Memory Using Functional Neuroimaging

  1998cited by this paper
• Multimodal image coregistration and partitioning--a unified framework.

  1997cited by this paper
• Multivariate modelling of the tablet manufacturing process with wet granulation for tablet optimization and in-process control

  1997cited by this paper
• Characterizing the response of PET and fMRI data using multivariate linear models.

  1997cited by this paper
• Preclinical evidence of Alzheimer's disease in persons homozygous for the epsilon 4 allele for apolipoprotein E.

  1996cited by this paper
• Spatial pattern analysis of functional brain images using partial least squares.

  1996influential reference
• Optimisation of the composition and production of mannitol/microcrystalline cellulose tablets

  1996cited by this paper
• The Metabolic Topography of Normal Aging

  1996cited by this paper
• Regional cerebral function determined by FDG-PET in healthy volunteers: normal patterns and changes with age.

  1995cited by this paper
• Structural equation modeling and its application to network analysis in functional brain imaging

  1994cited by this paper
• Application of the scaled subprofile model to functional imaging in neuropsychiatric disorders: A principal component approach to modeling brain function in disease

  1994cited by this paper
• Functional and effective connectivity in neuroimaging: A synthesis

  1994cited by this paper
• Decrease of frontal metabolism demonstrated by positron emission tomography in a population of healthy elderly volunteers.

  1991cited by this paper
• Scaled Subprofile Model: A Statistical Approach to the Analysis of Functional Patterns in Positron Emission Tomographic Data

  1987cited by this paper
• Neocortical cell counts in normal human adult aging

  1987cited by this paper
• Effects of Human Aging on Patterns of Local Cerebral Glucose Utilization Determined by the [18F] Fluorodeoxyglucose Method

  1982cited by this paper
• Human Brain Mapping 6:368–372(1998) � Independent Component Analysis of fMRI Data: Examining the Assumptions

  year unknowncited by this paper

• Supervised Multimodal Fission Learning

  2026cites this paper
• Morphometric features enhance phenotype discrimination in frontotemporal lobar degeneration

  2026cites this paper
• Analysis of Longitudinal Change Patterns in Developing Brain Using Functional and Structural Magnetic Resonance Imaging via Multimodal Fusion

  2025cites this paper
• A novel biomarker selection method using multimodal neuroimaging data

  2024cites this paper
• Full Information Linked ICA: addressing missing data problem in multimodal fusion

  2024cites this paper
• Harmonizing florbetapir and PiB PET measurements of cortical Aβ plaque burden using multiple regions‐of‐interest and machine learning techniques: An alternative to the Centiloid approach

  2024cites this paper
• Analysis of Longitudinal Change Patterns in Developing Brain Using Functional and Structural Magnetic Resonance Imaging via Multimodal Fusion

  2024cites this paper
• Multivariate Developmental Pattern of Cortical Thickness, Brain Functional Connectivity and Behaviour: a Multi-Block Partial Least Square Discriminant Analysis

  2024cites this paper
• Links between brain structure and function in children with autism spectrum disorder by parallel independent component analysis

  2024cites this paper
• A within-subject voxel-wise constant-block partial least squares correlation method to explore MRI-based brain structure–function relationship

  2023cites this paper
• Molecular imaging of the association between serotonin degeneration and beta-amyloid deposition in mild cognitive impairment

  2023cites this paper
• Structural Thalamocortical Network Atrophy in Sporadic Behavioural Variant Frontotemporal Dementia

  2023cites this paper
• Data-driven multimodal fusion: approaches and applications in psychiatric research

  2023cites this paper
• Structural and microstructural thalamocortical network disruption in sporadic behavioural variant frontotemporal dementia

  2023cites this paper
• The characteristics of glucose metabolism and functional connectivity in posterior default network during nondemented aging: relationship with executive function performance.

  2022cites this paper
• Neuroimaging correlates of gait abnormalities in progressive supranuclear palsy

  2021cites this paper
• Extract image markers of autism using hierarchical feature selection technique

  2021cites this paper
• A cross-disciplinary comparison of multimodal data fusion approaches and applications: Accelerating learning through trans-disciplinary information sharing

  2021cites this paper
• Resting-state brain activity can predict target-independent aptitude in fMRI-neurofeedback training

  2021cites this paper
• When functional blurring becomes deleterious: Reduced system segregation is associated with less white matter integrity and cognitive decline in aging

  2021cites this paper
• Positron emission tomography imaging of serotonin degeneration and beta-amyloid deposition in late-life depression evaluated with multi-modal partial least squares

  2021cites this paper
• Radiomics and supervised machine learning in the diagnosis of parkinsonism with FDG PET: promises and challenges

  2020cites this paper
• A framework for linking resting‐state chronnectome/genome features in schizophrenia: A pilot study

  2019cites this paper
• How to Integrate Data from Multiple Biological Layers in Mental Health?

  2019cites this paper
• Personalized Psychiatry

  2019cites this paper
• Dimensionality reduction of diffusion MRI measures for improved tractometry of the human brain

  2019cites this paper
• Integrating Space, Time, and Orientation in Spiking Neural Networks: A Case Study on Multimodal Brain Data Modeling

  2018cites this paper
• Neuromorphic computational models for machine learning and pattern recognition from multi-modal time-series data

  2018cites this paper
• Integrating Time-Space and Orientation. A Case Study on fMRI + DTI Brain Data

  2018cites this paper
• Frameworks to Investigate Robustness and Disease Characterization/Prediction Utility of Time-Varying Functional Connectivity State Profiles of the Human Brain at Rest

  2018cites this paper
• Distinguishing early and late brain aging from the Alzheimer's disease spectrum: consistent morphological patterns across independent samples

  2017cites this paper
• Distinct multivariate brain morphological patterns and their added predictive value with cognitive and polygenic risk scores in mental disorders

  2017influential citation
• Prediction of clinical depression scores and detection of changes in whole-brain using resting-state functional MRI data with partial least squares regression

  2017cites this paper
• Schizophrenia Shows Disrupted Links between Brain Volume and Dynamic Functional Connectivity

  2017cites this paper
• Multimodal Fusion of Structural and Functional Brain Imaging Data

  2016cites this paper
• Multimodal fusion of brain imaging data: A key to finding the missing link(s) in complex mental illness.

  2016influential citation
• Multimodal Image Analysis in Alzheimer’s Disease via Statistical Modelling of Non-local Intensity Correlations

  2016cites this paper
• Multivariate statistical analysis of diffusion imaging parameters using partial least squares: Application to white matter variations in Alzheimer's disease

  2016cites this paper
• Multimodal Classification of Mild Cognitive Impairment Based on Partial Least Squares

  2016cites this paper
• Bimodal and multivariate analysis linking FDG uptake to BOLD signal at rest: a simultaneous hybrid PET/MR study

  2015influential citation
• Automated Detection of Depression from Brain Structural Magnetic Resonance Imaging Scans

  2015cites this paper
• Function-structure associations of the brain: Evidence from multimodal connectivity and covariance studies

  2014cites this paper
• PET imaging reveals brain functional changes in internet gaming disorder

  2014cites this paper
• Sparse canonical correlation analysis relates network-level atrophy to multivariate cognitive measures in a neurodegenerative population

  2014cites this paper
• Brain network markers of abnormal cerebral glucose metabolism and blood flow in Parkinson’s disease

  2014cites this paper
• Identification of active compounds from Caesalpinia sappan L. extracts suppressing IL-6 production in RAW 264.7 cells by PLS.

  2013cites this paper
• Applying tensor-based morphometry to parametric surfaces can improve MRI-based disease diagnosis

  2013cites this paper
• A Review of Feature Reduction Techniques in Neuroimaging

  2013cites this paper
• Combination of Resting State fMRI, DTI, and sMRI Data to Discriminate Schizophrenia by N-way MCCA + jICA

  2013cites this paper
• Three-way (N-way) fusion of brain imaging data based on mCCA + jICA and its application to discriminating schizophrenia

  2013cites this paper
• Posterior cingulate glucose metabolism, hippocampal glucose metabolism, and hippocampal volume in cognitively normal, late-middle-aged persons at 3 levels of genetic risk for Alzheimer disease.

  2013cites this paper
• Spatially aggregated multiclass pattern classification in functional MRI using optimally selected functional brain areas.

  2013cites this paper
• The Receiver Operational Characteristic for Binary Classification with Multiple Indices and Its Application to the Neuroimaging Study of Alzheimer's Disease

  2013cites this paper
• Representational demands modulate involvement of perirhinal cortex in face processing

  2013influential citation
• Representation of faces in perirhinal cortex

  2013cites this paper
• A review of multivariate methods for multimodal fusion of brain imaging data.

  2012influential citation
• A Selective Review of Multimodal Fusion Methods in Schizophrenia

  2012cites this paper
• Multi-source feature learning for joint analysis of incomplete multiple heterogeneous neuroimaging data

  2012cites this paper
• A multiblock PLS model of cortico-cortical and corticomuscular interactions in Parkinson's disease

  2012cites this paper
• Resting state functional MRI in Alzheimer's Disease

  2012cites this paper
• Blood pressure is associated with higher brain amyloid burden and lower glucose metabolism in healthy late middle-age persons.

  2012cites this paper
• Three-way FMRI-DTI-methylation data fusion based on mCCA+jICA and its application to schizophrenia

  2012cites this paper
• Correlations between FDG PET glucose uptake-MRI gray matter volume scores and apolipoprotein E ε4 gene dose in cognitively normal adults: A cross-validation study using voxel-based multi-modal partial least squares

  2012influential citation
• Similarities in the patterns of prefrontal cortex activity during spatial and temporal context memory retrieval after equating for task structure and performance

  2011influential citation
• Chronic Small Vessel Disease Affects Clinical Outcome in Patients with Acute Striatocapsular Stroke

  2011cites this paper
• Alzheimer's Prevention Initiative: A Plan to Accelerate the Evaluation of Presymptomatic Treatments

  2011cites this paper
• Dementia induces correlated reductions in white matter integrity and cortical thickness: A multivariate neuroimaging study with sparse canonical correlation analysis

  2010cites this paper
• Memory Changes and the Aging Brain: A Multimodal Imaging Approach

  2010cites this paper
• A review of multivariate methods in brain imaging data fusion

  2010influential citation
• Voxel-based assessment of gray and white matter volumes in Alzheimer's disease.

  2010cites this paper
• Shifting from region of interest (ROI) to voxel-based analysis in human brain mapping

  2010cites this paper
• Hypometabolism in Alzheimer-affected brain regions in cognitively healthy Latino individuals carrying the apolipoprotein E epsilon4 allele.

  2010cites this paper