[HTML][HTML] Machine learning and deep learning approaches in lifespan brain age prediction: A comprehensive review

Y Wu, H Gao, C Zhang, X Ma, X Zhu, S Wu, L Lin - Tomography, 2024 - mdpi.com
The concept of 'brain age', derived from neuroimaging data, serves as a crucial biomarker
reflecting cognitive vitality and neurodegenerative trajectories. In the past decade, machine …

Map** structural neuroimaging trajectories in bipolar disorder: neurobiological and clinical implications

N Parker, CRK Ching - Biological Psychiatry, 2025 - Elsevier
Neuroimaging is a powerful non-invasive method for studying brain alterations in bipolar
disorder (BD). To date, most neuroimaging studies of BD include smaller cross-sectional …

Individual structural covariance connectome reveals aberrant brain developmental trajectories associated with childhood maltreatment

Y Pang, S Zhao, Z Zhang, J Xu, L Gao, R Zhang… - Journal of Psychiatric …, 2025 - Elsevier
Background The long-term impact of childhood maltreatment (CM) on an individual's
physical and mental health is suggested to be mediated by altered neurodevelopment …

Investigating dynamic brain functional redundancy as a mechanism of cognitive reserve

J Schwarz, F Zistler, A Usheva, A Fix, S Zinn… - Frontiers in Aging …, 2025 - frontiersin.org
Introduction Individuals with higher cognitive reserve (CR) are thought to be more resilient to
the effects of age-related brain changes on cognitive performance. A potential mechanism of …

[HTML][HTML] Multimodal brain age indicators of internalising problems in early adolescence: A longitudinal investigation

N MacSweeney, D Beck, L Whitmore, KL Mills… - Biological Psychiatry …, 2024 - Elsevier
Background Adolescence is a time of increased risk for the onset of internalising problems,
particularly in females. However, how individual differences in brain maturation relate to the …

Prediction of brain age in individuals with and at risk for alcohol use disorder using brain morphological features

C Kamarajan, BA Ardekani, AK Pandey, JL Meyers… - …, 2024 - pmc.ncbi.nlm.nih.gov
Brain age measures predicted from structural and functional brain features are increasingly
being used to understand brain integrity, disorders, and health. While there is a vast …

[PDF][PDF] Multimodal brain age indicators of internalising problems in adolescence: A longitudinal investigation

N MacSweeney, D Beck, L Whitmore, KL Mills… - 2024 - files.de-1.osf.io
Background: Adolescence is a time of increased risk for the onset of internalising problems,
particularly in females. However, how individual differences in brain maturation relate to the …