Classifying intracranial stenosis disease severity from functional MRI data using machine learning

Spatial coefficient of variation in pseudo-continuous arterial spin labeling cerebral blood flow images as a hemodynamic measure for cerebrovascular steno-occlusive disease: A comparative 15O positron emission tomography study

(2018) Masanobu Ibaraki et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Quantitative susceptibility mapping using deep neural network: QSMnet

(2018) Jaeyeon Yoon et al.   NEUROIMAGE

Clinical Use of Cerebrovascular Compliance Imaging to Evaluate Revascularization in Patients With Moyamoya

(2018) Jennifer M Watchmaker et al.   NEUROSURGERY

A general framework for optimizing arterial spin labeling MRI experiments

(2018) Joseph G. Woods et al.   MAGNETIC RESONANCE IN MEDICINE

The spatial coefficient of variation in arterial spin labeling cerebral blood flow images

(2017) Henri JMM Mutsaerts et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Support vector machine-based classification of neuroimages in Alzheimer’s disease: direct comparison of FDG-PET, rCBF-SPECT and MRI data acquired from the same individuals

(2017) Luiz K. Ferreira et al.   REVISTA BRASILEIRA DE PSIQUIATRIA

Long-Delay Arterial Spin Labeling Provides More Accurate Cerebral Blood Flow Measurements in Moyamoya Patients

(2017) Audrey P. Fan et al.   STROKE

Use of SVM Methods with Surface-Based Cortical and Volumetric Subcortical Measurements to Detect Alzheimer's Disease

(2017) Pedro Paulo de Magalhães Oliveira et al.   JOURNAL OF ALZHEIMERS DISEASE

Interrogating the Functional Correlates of Collateralization in Patients with Intracranial Stenosis Using Multimodal Hemodynamic Imaging

(2016) B.A. Roach et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images

(2016) Sergio Pereira et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Imaging of cerebrovascular reserve and oxygenation in Moyamoya disease

(2016) Wendy W Ni et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Comparison of cerebral blood flow measurement with [15O]-water positron emission tomography and arterial spin labeling magnetic resonance imaging: A systematic review

(2016) Audrey P Fan et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Time delay processing of hypercapnic fMRI allows quantitative parameterization of cerebrovascular reactivity and blood flow delays

(2016) Manus J Donahue et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Application of Machine Learning to Arterial Spin Labeling in Mild Cognitive Impairment and Alzheimer Disease

(2016) Lyduine E. Collij et al.   RADIOLOGY

The Cumulative Influence of Hyperoxia and Hypercapnia on Blood Oxygenation and R2*

(2015) Carlos C Faraco et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep convolutional neural networks for multi-modality isointense infant brain image segmentation

(2015) Wenlu Zhang et al.   NEUROIMAGE

Dual echo vessel-encoded ASL for simultaneous BOLD and CBF reactivity assessment in patients with ischemic cerebrovascular disease

(2014) Carlos C. Faraco et al.   MAGNETIC RESONANCE IN MEDICINE

Recommended implementation of arterial spin-labeled perfusion MRI for clinical applications: A consensus of the ISMRM perfusion study group and the European consortium for ASL in dementia

(2014) David C. Alsop et al.   MAGNETIC RESONANCE IN MEDICINE

Lesion segmentation from multimodal MRI using random forest following ischemic stroke

(2014) Jhimli Mitra et al.   NEUROIMAGE

Machine Learning for Outcome Prediction of Acute Ischemic Stroke Post Intra-Arterial Therapy

(2014) Hamed Asadi et al.   PLoS One

Routine Clinical Evaluation of Cerebrovascular Reserve Capacity Using Carbogen in Patients With Intracranial Stenosis

(2014) Manus J. Donahue et al.   STROKE

Random Forest ensembles for detection and prediction of Alzheimer's disease with a good between-cohort robustness

(2014) A.V. Lebedev et al.   NeuroImage-Clinical

Cerebrovascular Reactivity in the Brain White Matter: Magnitude, Temporal Characteristics, and Age Effects

(2013) Binu P Thomas et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Relationships between hypercarbic reactivity, cerebral blood flow, and arterial circulation times in patients with moyamoya disease

(2013) Manus J. Donahue et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Multi-delay multi-parametric arterial spin-labeled perfusion MRI in acute ischemic stroke — Comparison with dynamic susceptibility contrast enhanced perfusion imaging

(2013) Danny J.J. Wang et al.   NeuroImage-Clinical

Classification accuracy and cut point selection

(2012) Xinhua Liu   STATISTICS IN MEDICINE

Novel MRI Approaches for Assessing Cerebral Hemodynamics in Ischemic Cerebrovascular Disease

(2012) Manus J. Donahue et al.   STROKE

Comparison of Arterial Spin Labeling and Bolus Perfusion-Weighted Imaging for Detecting Mismatch in Acute Stroke

(2012) Greg Zaharchuk et al.   STROKE

Assessment of cerebral perfusion from bypass arteries using magnetic resonance regional perfusion imaging in patients with moyamoya disease

(2011) Mika Kitajima et al.   JAPANESE JOURNAL OF RADIOLOGY

Stenting versus Aggressive Medical Therapy for Intracranial Arterial Stenosis

(2011) Marc I. Chimowitz et al.   NEW ENGLAND JOURNAL OF MEDICINE

Arterial Spin-Labeling MRI Can Identify the Presence and Intensity of Collateral Perfusion in Patients With Moyamoya Disease

(2011) Greg Zaharchuk et al.   STROKE

Collaterals dramatically alter stroke risk in intracranial atherosclerosis

(2010) David S. Liebeskind et al.   ANNALS OF NEUROLOGY

Symptomatic Carotid Artery Stenosis: Impairment of Cerebral Autoregulation Measured at the Brain Tissue Level with Arterial Spin-labeling MR Imaging

(2010) Reinoud P. H. Bokkers et al.   RADIOLOGY

Automatic Segmentation and Classification of Multiple Sclerosis in Multichannel MRI

(2009) A. Akselrod-Ballin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Characterization of regional heterogeneity in cerebrovascular reactivity dynamics using novel hypocapnia task and BOLD fMRI

(2009) Molly G. Bright et al.   NEUROIMAGE

Accurate and robust brain image alignment using boundary-based registration

(2009) Douglas N. Greve et al.   NEUROIMAGE

Moyamoya Disease and Moyamoya Syndrome

(2009) R. Michael Scott et al.   NEW ENGLAND JOURNAL OF MEDICINE

Continuous flow-driven inversion for arterial spin labeling using pulsed radio frequency and gradient fields

(2008) Weiying Dai et al.   MAGNETIC RESONANCE IN MEDICINE

Bayesian analysis of neuroimaging data in FSL

(2008) Mark W. Woolrich et al.   NEUROIMAGE