Deep Multimodal Learning From MRI and Clinical Data for Early Prediction of Neurodevelopmental Deficits in Very Preterm Infants

Objectively Diagnosed Diffuse White Matter Abnormality at Term Is an Independent Predictor of Cognitive and Language Outcomes in Infants Born Very Preterm

(2020) Nehal A. Parikh et al.   JOURNAL OF PEDIATRICS

Predicting motor outcome in preterm infants from very early brain diffusion MRI using a deep learning convolutional neural network (CNN) model

(2020) Susmita Saha et al.   NEUROIMAGE

A multi-task, multi-stage deep transfer learning model for early prediction of neurodevelopment in very preterm infants

(2020) Lili He et al.   Scientific Reports

Early Prediction of Cognitive Deficit in Very Preterm Infants Using Brain Structural Connectome With Transfer Learning Enhanced Deep Convolutional Neural Networks

(2020) Ming Chen et al.   Frontiers in Neuroscience

White matter connectomes at birth accurately predict cognitive abilities at age 2

(2019) Jessica B. Girault et al.   NEUROIMAGE

Role of deep learning in infant brain MRI analysis

(2019) Mahmoud Mostapha et al.   MAGNETIC RESONANCE IMAGING

Objective and Automated Detection of Diffuse White Matter Abnormality in Preterm Infants Using Deep Convolutional Neural Networks

(2019) Hailong Li et al.   Frontiers in Neuroscience

Altered functional network connectivity in preterm infants: antecedents of cognitive and motor impairments?

(2018) Elveda Gozdas et al.   Brain Structure & Function

Imaging structural and functional brain development in early childhood

(2018) John H. Gilmore et al.   NATURE REVIEWS NEUROSCIENCE

Identification of individual subjects on the basis of their brain anatomical features

(2018) Seyed Abolfazl Valizadeh et al.   Scientific Reports

Identification of autism spectrum disorder using deep learning and the ABIDE dataset

(2018) Anibal Sólon Heinsfeld et al.   NeuroImage-Clinical

Early prediction of cognitive deficits in very preterm infants using functional connectome data in an artificial neural network framework

(2018) Lili He et al.   NeuroImage-Clinical

Deep learning in medical imaging and radiation therapy

(2018) Berkman Sahiner et al.   MEDICAL PHYSICS

Cycle-Consistent Deep Generative Hashing for Cross-Modal Retrieval

(2018) Lin Wu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Learning from class-imbalanced data: Review of methods and applications

(2017) Guo Haixiang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Space, time, and episodic memory: The hippocampus is all over the cognitive map

(2017) Arne D. Ekstrom et al.   HIPPOCAMPUS

Harmonization of multi-site diffusion tensor imaging data

(2017) Jean-Philippe Fortin et al.   NEUROIMAGE

BrainNetCNN: Convolutional neural networks for brain networks; towards predicting neurodevelopment

(2017) Jeremy Kawahara et al.   NEUROIMAGE

Developmental Connectomics from Infancy through Early Childhood

(2017) Miao Cao et al.   TRENDS IN NEUROSCIENCES

Multi-scale radiomic analysis of sub-cortical regions in MRI related to autism, gender and age

(2017) Ahmad Chaddad et al.   Scientific Reports

Prediction of cognitive and motor outcome of preterm infants based on automatic quantitative descriptors from neonatal MR brain images

(2017) Pim Moeskops et al.   Scientific Reports

Prognostic factors for cerebral palsy and motor impairment in children born very preterm or very low birthweight: a systematic review

(2016) Louise Linsell et al.   DEVELOPMENTAL MEDICINE AND CHILD NEUROLOGY

Brain functional network connectivity development in very preterm infants: The first six months

(2016) Lili He et al.   EARLY HUMAN DEVELOPMENT

The relation between structural and functional connectivity patterns in complex brain networks

(2016) C.J. Stam et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Structural connectivity relates to perinatal factors and functional impairment at 7 years in children born very preterm

(2016) Deanne K. Thompson et al.   NEUROIMAGE

Multimodal video classification with stacked contractive autoencoders

(2016) Yanan Liu et al.   SIGNAL PROCESSING

Aberrant Executive and Frontoparietal Functional Connectivity in Very Preterm Infants With Diffuse White Matter Abnormalities

(2015) Lili He et al.   PEDIATRIC NEUROLOGY

Neurodevelopmental Outcome After Extreme Prematurity: A Review of the Literature

(2015) Imad T. Jarjour   PEDIATRIC NEUROLOGY

Regional white matter development in very preterm infants: perinatal predictors and early developmental outcomes

(2015) Cynthia E. Rogers et al.   PEDIATRIC RESEARCH

Prognostic Factors for Poor Cognitive Development in Children Born Very Preterm or With Very Low Birth Weight

(2015) Louise Linsell et al.   JAMA Pediatrics

Structural Brain Connectivity in School-Age Preterm Infants Provides Evidence for Impaired Networks Relevant for Higher Order Cognitive Skills and Social Cognition

(2014) Elda Fischi-Gómez et al.   CEREBRAL CORTEX

Restricted Boltzmann machines for neuroimaging: An application in identifying intrinsic networks

(2014) R. Devon Hjelm et al.   NEUROIMAGE

Atlas-Guided Quantification of White Matter Signal Abnormalities on Term-Equivalent Age MRI in Very Preterm Infants: Findings Predict Language and Cognitive Development at Two Years of Age

(2014) Lili He et al.   PLoS One

Deep learning for neuroimaging: a validation study

(2014) Sergey M. Plis et al.   Frontiers in Neuroscience

Role of Diffusion Tensor Imaging as an Independent Predictor of Cognitive and Language Development in Extremely Low-Birth-Weight Infants

(2013) U. Pogribna et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

The Role of Neuroimaging in Predicting Neurodevelopmental Outcomes of Preterm Neonates

(2013) Soo Hyun Kwon et al.   CLINICS IN PERINATOLOGY

Regional white matter microstructure in very preterm infants: Predictors and 7 year outcomes

(2013) Deanne K. Thompson et al.   CORTEX

The nuisance of nuisance regression: Spectral misspecification in a common approach to resting-state fMRI preprocessing reintroduces noise and obscures functional connectivity

(2013) Michael N. Hallquist et al.   NEUROIMAGE

Methods to detect, characterize, and remove motion artifact in resting state fMRI

(2013) Jonathan D. Power et al.   NEUROIMAGE

Abnormal subcortical components of the corticostriatal system in young adults with DLI: A combined structural MRI and DTI study

(2013) Joanna C. Lee et al.   NEUROPSYCHOLOGIA

Perinatal Factors and Regional Brain Volume Abnormalities at Term in a Cohort of Extremely Low Birth Weight Infants

(2013) Nehal A. Parikh et al.   PLoS One

National, regional, and worldwide estimates of preterm birth rates in the year 2010 with time trends since 1990 for selected countries: a systematic analysis and implications

(2012) Hannah Blencowe et al.   LANCET

Structural and diffusion MRI measures of the hippocampus and memory performance

(2012) T. den Heijer et al.   NEUROIMAGE

Outcome Trajectories in Extremely Preterm Infants

(2012) N. Ambalavanan et al.   PEDIATRICS

Progression of microstructural putamen alterations in a case of symptomatic recurrent seizures using diffusion tensor imaging

(2012) Jan S. Gerdes et al.   SEIZURE-EUROPEAN JOURNAL OF EPILEPSY

Microstructural and volumetric abnormalities of the putamen in juvenile myoclonic epilepsy

(2011) Simon S. Keller et al.   EPILEPSIA

Identification of MCI individuals using structural and functional connectivity networks

(2011) Chong-Yaw Wee et al.   NEUROIMAGE

Infant Brain Atlases from Neonates to 1- and 2-Year-Olds

(2011) Feng Shi et al.   PLoS One

Experience-dependent structural plasticity in the adult human brain

(2011) Arne May   TRENDS IN COGNITIVE SCIENCES

Texture Analysis: A Review of Neurologic MR Imaging Applications

(2010) A. Kassner et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

A common neonatal image phenotype predicts adverse neurodevelopmental outcome in children born preterm

(2010) J.P. Boardman et al.   NEUROIMAGE

Conserved and variable architecture of human white matter connectivity

(2010) Danielle S. Bassett et al.   NEUROIMAGE

Early Intervention Improves Cognitive Outcomes for Preterm Infants: Randomized Controlled Trial

(2010) S. M. Nordhov et al.   PEDIATRICS

Plasticity in the developing brain: Implications for rehabilitation

(2009) Michael V. Johnston   Developmental Disabilities Research Reviews

MRI characteristics of the substantia nigra in Parkinson's disease: A combined quantitative T1 and DTI study

(2009) Ricarda A. Menke et al.   NEUROIMAGE

Structural development of the basal ganglia in attention deficit hyperactivity disorder: A diffusion tensor imaging study

(2009) Timothy J. Silk et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Socioeconomic status and the developing brain

(2009) Daniel A. Hackman et al.   TRENDS IN COGNITIVE SCIENCES

Preterm infant hippocampal volumes correlate with later working memory deficits

(2008) M. H. Beauchamp et al.   BRAIN

Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study

(2008) L. W. de Jong et al.   BRAIN

Bayesian analysis of neuroimaging data in FSL

(2008) Mark W. Woolrich et al.   NEUROIMAGE