Neuroimaging-based individualized prediction of cognition and behavior for mental disorders and health: methods and promises
The neuroimaging community has witnessed a paradigm shift in biomarker discovery from
using traditional univariate brain mapping approaches to multivariate predictive models …
using traditional univariate brain mapping approaches to multivariate predictive models …
[HTML][HTML] Classification and prediction of brain disorders using functional connectivity: promising but challenging
Brain functional imaging data, especially functional magnetic resonance imaging (fMRI)
data, have been employed to reflect functional integration of the brain. Alteration in brain …
data, have been employed to reflect functional integration of the brain. Alteration in brain …
A year of genomic surveillance reveals how the SARS-CoV-2 pandemic unfolded in Africa
The progression of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
pandemic in Africa has so far been heterogeneous, and the full impact is not yet well …
pandemic in Africa has so far been heterogeneous, and the full impact is not yet well …
[HTML][HTML] Shared and unique brain network features predict cognitive, personality, and mental health scores in the ABCD study
How individual differences in brain network organization track behavioral variability is a
fundamental question in systems neuroscience. Recent work suggests that resting-state and …
fundamental question in systems neuroscience. Recent work suggests that resting-state and …
The effect of machine learning regression algorithms and sample size on individualized behavioral prediction with functional connectivity features
Individualized behavioral/cognitive prediction using machine learning (ML) regression
approaches is becoming increasingly applied. The specific ML regression algorithm and …
approaches is becoming increasingly applied. The specific ML regression algorithm and …
Network neuroscience of creative cognition: mapping cognitive mechanisms and individual differences in the creative brain
Highlights•We review cognitive mechanisms of brain networks supporting creative
cognition.•Mechanisms include memory retrieval, response inhibition, and internal …
cognition.•Mechanisms include memory retrieval, response inhibition, and internal …
[HTML][HTML] Brief segments of neurophysiological activity enable individual differentiation
J da Silva Castanheira, HD Orozco Perez… - Nature …, 2021 - nature.com
Large, openly available datasets and current analytic tools promise the emergence of
population neuroscience. The considerable diversity in personality traits and behaviour …
population neuroscience. The considerable diversity in personality traits and behaviour …
[HTML][HTML] Prediction complements explanation in understanding the developing brain
A central aim of human neuroscience is understanding the neurobiology of cognition and
behavior. Although we have made significant progress towards this goal, reliance on group …
behavior. Although we have made significant progress towards this goal, reliance on group …
[HTML][HTML] Dynamic functional connectivity during task performance and rest predicts individual differences in attention across studies
Dynamic functional connectivity (DFC) aims to maximize resolvable information from
functional brain scans by considering temporal changes in network structure. Recent work …
functional brain scans by considering temporal changes in network structure. Recent work …
Resting-state functional connectivity predicts neuroticism and extraversion in novel individuals
The personality dimensions of neuroticism and extraversion are strongly associated with
emotional experience and affective disorders. Previous studies reported functional magnetic …
emotional experience and affective disorders. Previous studies reported functional magnetic …