Benchmarking the generalizability of brain age models: Challenges posed by scanner variance and prediction bias

Mind the gap: Performance metric evaluation in brain‐age prediction

(2022) Ann‐Marie G. de Lange et al.   HUMAN BRAIN MAPPING

Deep neural networks learn general and clinically relevant representations of the ageing brain

(2022) Esten H. Leonardsen et al.   NEUROIMAGE

Improving Individual Brain Age Prediction Using an Ensemble Deep Learning Framework

(2021) Chen-Yuan Kuo et al.   Frontiers in Psychiatry

Pitfalls in brain age analyses

(2021) Ellyn R. Butler et al.   HUMAN BRAIN MAPPING

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

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

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

Generalization of diffusion magnetic resonance imaging–based brain age prediction model through transfer learning

(2020) Chang-Le Chen et al.   NEUROIMAGE

Different scaling of linear models and deep learning in UKBiobank brain images versus machine-learning datasets

(2020) Marc-Andre Schulz et al.   Nature Communications

Technical Note: MRQy — An open‐source tool for quality control of MR imaging data

(2020) Amir Reza Sadri et al.   MEDICAL PHYSICS

Investigating systematic bias in brain age estimation with application to post‐traumatic stress disorders

(2019) Hualou Liang et al.   HUMAN BRAIN MAPPING

Deep Learning and Multiplex Networks for Accurate Modeling of Brain Age

(2019) Nicola Amoroso et al.   Frontiers in Aging Neuroscience

Cross-Sectional and Longitudinal MRI Brain Scans Reveal Accelerated Brain Aging in Multiple Sclerosis

(2019) Einar A. Høgestøl et al.   Frontiers in Neurology

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

(2019) Tobias Kaufmann et al.   NATURE NEUROSCIENCE

Estimation of brain age delta from brain imaging

(2019) Stephen M. Smith et al.   NEUROIMAGE

Brain age prediction using deep learning uncovers associated sequence variants

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

Establishment of Best Practices for Evidence for Prediction

(2019) Russell A. Poldrack et al.   JAMA Psychiatry

Improved prediction of brain age using multimodal neuroimaging data

(2019) Xin Niu et al.   HUMAN BRAIN MAPPING

Quantitative assessment of structural image quality

(2018) Adon F.G. Rosen et al.   NEUROIMAGE

The Lifespan Human Connectome Project in Development: A large-scale study of brain connectivity development in 5–21 year olds

(2018) Leah H. Somerville et al.   NEUROIMAGE

Extending the human connectome project across ages: Imaging protocols for the Lifespan development and aging projects

(2018) Michael P. Harms et al.   NEUROIMAGE

Harmonization of multi-site diffusion tensor imaging data

(2017) Jean-Philippe Fortin et al.   NEUROIMAGE

Predicting brain-age from multimodal imaging data captures cognitive impairment

(2017) Franziskus Liem et al.   NEUROIMAGE

Assessing and tuning brain decoders: Cross-validation, caveats, and guidelines

(2017) Gaël Varoquaux et al.   NEUROIMAGE

Predicting Age Using Neuroimaging: Innovative Brain Ageing Biomarkers

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

A multi-modal parcellation of human cerebral cortex

(2016) Matthew F. Glasser et al.   NATURE

The Pediatric Imaging, Neurocognition, and Genetics (PING) Data Repository

(2016) Terry L. Jernigan et al.   NEUROIMAGE

Demographically Corrected Normative Standards for the English Version of the NIH Toolbox Cognition Battery

(2015) Kaitlin B. Casaletto et al.   JOURNAL OF THE INTERNATIONAL NEUROPSYCHOLOGICAL SOCIETY

Imaging Patterns of Brain Development and their Relationship to Cognition

(2014) G. Erus et al.   CEREBRAL CORTEX

Multi-Atlas Skull-Stripping

(2013) Jimit Doshi et al.   ACADEMIC RADIOLOGY

Neuroimaging of the Philadelphia Neurodevelopmental Cohort

(2013) Theodore D. Satterthwaite et al.   NEUROIMAGE

Cognition assessment using the NIH Toolbox

(2013) S. Weintraub et al.   NEUROLOGY

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

(2013) Christian Gaser et al.   PLoS One

Neuroanatomical Assessment of Biological Maturity

(2012) Timothy T. Brown et al.   CURRENT BIOLOGY

FreeSurfer

(2012) Bruce Fischl   NEUROIMAGE

Unbiased average age-appropriate atlases for pediatric studies

(2010) Vladimir Fonov et al.   NEUROIMAGE

MRI-derived measurements of human subcortical, ventricular and intracranial brain volumes: Reliability effects of scan sessions, acquisition sequences, data analyses, scanner upgrade, scanner vendors and field strengths

(2009) Jorge Jovicich et al.   NEUROIMAGE