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] Beyond fingerprinting: Choosing predictive connectomes over reliable connectomes
ES Finn, MD Rosenberg - NeuroImage, 2021 - Elsevier
Recent years have seen a surge of research on variability in functional brain connectivity
within and between individuals, with encouraging progress toward understanding the …
within and between individuals, with encouraging progress toward understanding the …
[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 …
Individual variation in functional topography of association networks in youth
The spatial distribution of large-scale functional networks on the cerebral cortex differs
between individuals and is particularly variable in association networks that are responsible …
between individuals and is particularly variable in association networks that are responsible …
Psychological resilience mediates the protective role of default-mode network functional connectivity against COVID-19 vicarious traumatization
Vicarious traumatization (VT), a negative reaction to witnessing others' trauma, has been
experienced by some people during the COVID-19 pandemic, and can lead to mental health …
experienced by some people during the COVID-19 pandemic, and can lead to mental health …
Rapid precision functional mapping of individuals using multi-echo fMRI
Resting-state functional magnetic resonance imaging (fMRI) is widely used in cognitive and
clinical neuroscience, but long-duration scans are currently needed to reliably characterize …
clinical neuroscience, but long-duration scans are currently needed to reliably characterize …
Robust dynamic brain coactivation states estimated in individuals
A confluence of evidence indicates that brain functional connectivity is not static but rather
dynamic. Capturing transient network interactions in the individual brain requires a …
dynamic. Capturing transient network interactions in the individual brain requires a …
Large-scale functional brain network architecture changes associated with trauma-related dissociation
Objective: Dissociative experiences commonly occur in response to trauma, and while their
presence strongly affects treatment approaches in posttraumatic spectrum disorders, their …
presence strongly affects treatment approaches in posttraumatic spectrum disorders, their …
[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 …
Precision functional MRI mapping reveals distinct connectivity patterns for depression associated with traumatic brain injury
SH Siddiqi, S Kandala, CD Hacker… - Science translational …, 2023 - science.org
Depression associated with traumatic brain injury (TBI) is believed to be clinically distinct
from primary major depressive disorder (MDD) and may be less responsive to conventional …
from primary major depressive disorder (MDD) and may be less responsive to conventional …