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 …
The challenges and prospects of brain-based prediction of behaviour
Relating individual brain patterns to behaviour is fundamental in system neuroscience.
Recently, the predictive modelling approach has become increasingly popular, largely due …
Recently, the predictive modelling approach has become increasingly popular, largely due …
[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 …
[HTML][HTML] Task fMRI paradigms may capture more behaviorally relevant information than resting-state functional connectivity
Characterizing the optimal fMRI paradigms for detecting behaviorally relevant functional
connectivity (FC) patterns is a critical step to furthering our knowledge of the neural basis of …
connectivity (FC) patterns is a critical step to furthering our knowledge of the neural basis of …
[HTML][HTML] Machine learning prediction of cognition from functional connectivity: Are feature weights reliable?
Cognitive performance can be predicted from an individual's functional brain connectivity
with modest accuracy using machine learning approaches. As yet, however, predictive …
with modest accuracy using machine learning approaches. As yet, however, predictive …
[HTML][HTML] Comparison of individualized behavioral predictions across anatomical, diffusion and functional connectivity MRI
A fundamental goal across the neurosciences is the characterization of relationships linking
brain anatomy, functioning, and behavior. Although various MRI modalities have been …
brain anatomy, functioning, and behavior. Although various MRI modalities have been …
[HTML][HTML] Person-specific and precision neuroimaging: Current methods and future directions
Most neuroimaging studies of brain function analyze data in normalized space to identify
regions of common activation across participants. These studies treat interindividual …
regions of common activation across participants. These studies treat interindividual …
Is it time to put rest to rest?
ES Finn - Trends in cognitive sciences, 2021 - cell.com
The so-called resting state, in which participants lie quietly with no particular inputs or
outputs, represented a paradigm shift from conventional task-based studies in human …
outputs, represented a paradigm shift from conventional task-based studies in human …
[HTML][HTML] Intrinsic connectivity patterns of task-defined brain networks allow individual prediction of cognitive symptom dimension of schizophrenia and are linked to …
Background Despite the marked interindividual variability in the clinical presentation of
schizophrenia, the extent to which individual dimensions of psychopathology relate to the …
schizophrenia, the extent to which individual dimensions of psychopathology relate to the …
A brain-based general measure of attention
Attention is central to many aspects of cognition, but there is no singular neural measure of a
person's overall attentional functioning across tasks. Here, using original data from 92 …
person's overall attentional functioning across tasks. Here, using original data from 92 …