Multi-channel Attention-Fusion Neural Network for Brain Age Estimation: Accuracy, Generality, and Interpretation with 16,705 Healthy MRIs across Lifespan

A Multidimensional Neural Maturation Index Reveals Reproducible Developmental Patterns in Children and Adolescents

(2020) Monica Truelove-Hill et al.   JOURNAL OF NEUROSCIENCE

Estimating brain age based on a uniform healthy population with deep learning and structural MRI

(2020) Xinyang Feng et al.   NEUROBIOLOGY OF AGING

Predicting Brain Age of Healthy Adults Based on Structural MRI Parcellation Using Convolutional Neural Networks

(2020) Huiting Jiang et al.   Frontiers in Neurology

MRI signatures of brain age and disease over the lifespan based on a deep brain network and 14 468 individuals worldwide

(2020) Vishnu M Bashyam et al.   BRAIN

Hi-Net: Hybrid-Fusion Network for Multi-Modal MR Image Synthesis

(2020) Tao Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Infant FreeSurfer: An automated segmentation and surface extraction pipeline for T1-weighted neuroimaging data of infants 0–2 years

(2020) Lilla Zöllei et al.   NEUROIMAGE

Understanding the role of individual units in a deep neural network

(2020) David Bau et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Fetal brain age estimation and anomaly detection using attention-based deep ensembles with uncertainty

(2020) Wen Shi et al.   NEUROIMAGE

Voxelwise and Regional Brain Apparent Diffusion Coefficient Changes on MRI from Birth to 6 Years of Age

(2020) Susan Sotardi et al.   RADIOLOGY

Persistent metabolic youth in the aging female brain

(2019) Manu S. Goyal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Attention gated networks: Learning to leverage salient regions in medical images

(2019) Jo Schlemper et al.   MEDICAL IMAGE ANALYSIS

Sex differences in brain metabolic activity: Beyond the concept of brain age

(2019) Ewelina Biskup et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

When does the youthfulness of the female brain emerge?

(2019) Yiheng Tu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Age Prediction Based on Brain MRI Image: A Survey

(2019) Hedieh Sajedi et al.   JOURNAL OF MEDICAL SYSTEMS

Common brain disorders are associated with heritable patterns of apparent aging of the brain

(2019) Tobias Kaufmann et al.   NATURE NEUROSCIENCE

Ten Years of BrainAGE as a Neuroimaging Biomarker of Brain Aging: What Insights Have We Gained?

(2019) Katja Franke et al.   Frontiers in Neurology

Maternal Dietary Intake of Omega-3 Fatty Acids Correlates Positively with Regional Brain Volumes in 1-Month-Old Term Infants

(2019) Sarah U Morton et al.   CEREBRAL CORTEX

Mining multi-site clinical data to develop machine learning MRI biomarkers: application to neonatal hypoxic ischemic encephalopathy

(2019) Rebecca J. Weiss et al.   Journal of Translational Medicine

Brain age prediction using deep learning uncovers associated sequence variants

(2019) B. A. Jonsson et al.   Nature Communications

Improved prediction of brain age using multimodal neuroimaging data

(2019) Xin Niu et al.   HUMAN BRAIN MAPPING

Harmonization of large MRI datasets for the analysis of brain imaging patterns throughout the lifespan

(2019) Raymond Pomponio et al.   NEUROIMAGE

Active deep neural network features selection for segmentation and recognition of brain tumors using MRI images

(2019) Muhammad Irfan Sharif et al.   PATTERN RECOGNITION LETTERS

Hierarchical Rough-to-Fine Model for Infant Age Prediction Based on Cortical Features

(2019) Dan Hu et al.   IEEE Journal of Biomedical and Health Informatics

Squeeze-and-Excitation Networks

(2019) Jie Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Imaging structural and functional brain development in early childhood

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

T1 white/gray contrast as a predictor of chronological age, and an index of cognitive performance

(2018) John D. Lewis et al.   NEUROIMAGE

Gaussian process uncertainty in age estimation as a measure of brain abnormality

(2018) Benjamin Gutierrez Becker et al.   NEUROIMAGE

Field of View Normalization in Multi-Site Brain MRI

(2018) Yangming Ou et al.   NEUROINFORMATICS

The conception of the ABCD study: From substance use to a broad NIH collaboration

(2018) Nora D. Volkow et al.   Developmental Cognitive Neuroscience

Feeling How Old I Am: Subjective Age Is Associated With Estimated Brain Age

(2018) Seyul Kwak et al.   Frontiers in Aging Neuroscience

Use of Machine Learning to Determine Deviance in Neuroanatomical Maturity Associated With Future Psychosis in Youths at Clinically High Risk

(2018) Yoonho Chung et al.   JAMA Psychiatry

Biological Brain Age Prediction Using Cortical Thickness Data: A Large Scale Cohort Study

(2018) Habtamu M. Aycheh et al.   Frontiers in Aging Neuroscience

Assessing distinct patterns of cognitive aging using tissue-specific brain age prediction based on diffusion tensor imaging and brain morphometry

(2018) Geneviève Richard et al.   PeerJ

Using clinically acquired MRI to construct age-specific ADC atlases: Quantifying spatiotemporal ADC changes from birth to 6-year old

(2017) Yangming Ou et al.   HUMAN BRAIN MAPPING

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker

(2017) James H. Cole et al.   NEUROIMAGE

Increased brain-predicted aging in treated HIV disease

(2017) James H. Cole et al.   NEUROLOGY

Predicting Age Using Neuroimaging: Innovative Brain Ageing Biomarkers

(2017) James H. Cole et al.   TRENDS IN NEUROSCIENCES

An open resource for transdiagnostic research in pediatric mental health and learning disorders

(2017) Lindsay M. Alexander et al.   Scientific Data

Accelerated Brain Aging in Schizophrenia: A Longitudinal Pattern Recognition Study

(2016) Hugo G. Schnack et al.   AMERICAN JOURNAL OF PSYCHIATRY

Age estimation with dynamic age range

(2016) Dehe Lai et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Differences between chronological and brain age are related to education and self-reported physical activity

(2016) Jason Steffener et al.   NEUROBIOLOGY OF AGING

MUSE: MUlti-atlas region Segmentation utilizing Ensembles of registration algorithms and parameters, and locally optimal atlas selection

(2016) Jimit Doshi et al.   NEUROIMAGE

Motion and morphometry in clinical and nonclinical populations

(2016) Heath R. Pardoe et al.   NEUROIMAGE

Prediction of brain age suggests accelerated atrophy after traumatic brain injury

(2015) James H. Cole et al.   ANNALS OF NEUROLOGY

Brain extraction in pediatric ADC maps, toward characterizing neuro-development in multi-platform and multi-institution clinical images

(2015) Yangming Ou et al.   NEUROIMAGE

Brain Genomics Superstruct Project initial data release with structural, functional, and behavioral measures

(2015) Avram J. Holmes et al.   Scientific Data

Imaging Patterns of Brain Development and their Relationship to Cognition

(2014) G. Erus et al.   CEREBRAL CORTEX

Comparative Evaluation of Registration Algorithms in Different Brain Databases With Varying Difficulty: Results and Insights

(2014) Yangming Ou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

An open science resource for establishing reliability and reproducibility in functional connectomics

(2014) Xi-Nian Zuo et al.   Scientific Data

Multi-Atlas Skull-Stripping

(2013) Jimit Doshi et al.   ACADEMIC RADIOLOGY

The autism brain imaging data exchange: towards a large-scale evaluation of the intrinsic brain architecture in autism

(2013) A Di Martino et al.   MOLECULAR PSYCHIATRY

BrainAGE in Mild Cognitive Impaired Patients: Predicting the Conversion to Alzheimer’s Disease

(2013) Christian Gaser et al.   PLoS One

Accelerated Brain Aging in Schizophrenia and Beyond: A Neuroanatomical Marker of Psychiatric Disorders

(2013) N. Koutsouleris et al.   SCHIZOPHRENIA BULLETIN

Integration and relative value of biomarkers for prediction of MCI to AD progression: Spatial patterns of brain atrophy, cognitive scores, APOE genotype and CSF biomarkers

(2013) Xiao Da et al.   NeuroImage-Clinical

Neural Broadening or Neural Attenuation? Investigating Age-Related Dedifferentiation in the Face Network in a Large Lifespan Sample

(2012) J. Park et al.   JOURNAL OF NEUROSCIENCE

N4ITK: Improved N3 Bias Correction

(2010) Nicholas J Tustison et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DRAMMS: Deformable registration via attribute matching and mutual-saliency weighting

(2010) Yangming Ou et al.   MEDICAL IMAGE ANALYSIS

The SRI24 multichannel atlas of normal adult human brain structure

(2009) Torsten Rohlfing et al.   HUMAN BRAIN MAPPING

Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression

(2008) Guodong Guo et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING