Pitfalls in brain age analyses

Multimodality neuroimaging brain-age in UK biobank: relationship to biomedical, lifestyle, and cognitive factors

(2020) James H. Cole   NEUROBIOLOGY OF AGING

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

(2019) Hualou Liang et al.   HUMAN BRAIN MAPPING

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

(2019) Katja Franke et al.   Frontiers in Neurology

Estimation of brain age delta from brain imaging

(2019) Stephen M. Smith et al.   NEUROIMAGE

Evaluation of non-negative matrix factorization of grey matter in age prediction

(2018) Deepthi P. Varikuti et al.   NEUROIMAGE

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

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

Bayesian Optimization for Neuroimaging Pre-processing in Brain Age Classification and Prediction

(2018) Jenessa Lancaster 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

The association between “Brain-Age Score” (BAS) and traditional neuropsychological screening tools in Alzheimer's disease

(2018) Iman Beheshti et al.   Brain and Behavior

Age of gray matters: Neuroprediction of recidivism

(2018) Kent A. Kiehl et al.   NeuroImage-Clinical

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

Structural brain changes in medically refractory focal epilepsy resemble premature brain aging

(2017) Heath R. Pardoe et al.   EPILEPSY RESEARCH

Towards a unified analysis of brain maturation and aging across the entire lifespan: A MRI analysis

(2017) Pierrick Coupé et al.   HUMAN BRAIN MAPPING

Age-Related Effects and Sex Differences in Gray Matter Density, Volume, Mass, and Cortical Thickness from Childhood to Young Adulthood

(2017) Efstathios D. Gennatas et al.   JOURNAL OF NEUROSCIENCE

Brain age predicts mortality

(2017) J H Cole et al.   MOLECULAR PSYCHIATRY

Predicting brain-age from multimodal imaging data captures cognitive impairment

(2017) Franziskus Liem et al.   NEUROIMAGE

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

BrainAGE score indicates accelerated brain aging in schizophrenia, but not bipolar disorder

(2017) Igor Nenadić et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

At risk of being risky: The relationship between “brain age” under emotional states and risk preference

(2017) Marc D. Rudolph et al.   Developmental Cognitive Neuroscience

Quantitative neurobiological evidence for accelerated brain aging in alcohol dependence

(2017) Matthias Guggenmos et al.   Translational Psychiatry

Understanding Heterogeneity in Clinical Cohorts Using Normative Models: Beyond Case-Control Studies

(2016) Andre F. Marquand et al.   BIOLOGICAL PSYCHIATRY

Predicting healthy older adult's brain age based on structural connectivity networks using artificial neural networks

(2016) Lan Lin et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

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

(2016) Jason Steffener et al.   NEUROBIOLOGY OF AGING

Estimating the age of healthy infants from quantitative myelin water fraction maps

(2015) Douglas C. Dean et al.   HUMAN BRAIN MAPPING

The Philadelphia Neurodevelopmental Cohort: constructing a deep phenotyping collaborative

(2015) Monica E. Calkins et al.   JOURNAL OF CHILD PSYCHOLOGY AND PSYCHIATRY

Age trajectories of functional activation under conditions of low and high processing demands: An adult lifespan fMRI study of the aging brain

(2015) Kristen M. Kennedy et al.   NEUROIMAGE

Changes of individual BrainAGE during the course of the menstrual cycle

(2015) Katja Franke et al.   NEUROIMAGE

Statistical estimation of physiological brain age as a descriptor of senescence rate during adulthood

(2014) Andrei Irimia et al.   Brain Imaging and Behavior

Imaging Patterns of Brain Development and their Relationship to Cognition

(2014) G. Erus et al.   CEREBRAL CORTEX

Neuroimaging of the Philadelphia Neurodevelopmental Cohort

(2013) Theodore D. Satterthwaite et al.   NEUROIMAGE

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

(2013) Christian Gaser et al.   PLoS One

Multi-atlas segmentation with joint label fusion and corrective learning—an open source implementation

(2013) Hongzhi Wang et al.   Frontiers in Neuroinformatics

Neuroanatomical Assessment of Biological Maturity

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

Prediction of Individual Brain Maturity Using fMRI

(2010) Nico U. F. Dosenbach et al.   SCIENCE