The emergent properties of the connected brain

M Thiebaut de Schotten, SJ Forkel - Science, 2022 - science.org
There is more to brain connections than the mere transfer of signals between brain regions.
Behavior and cognition emerge through cortical area interaction. This requires integration …

A decade of test-retest reliability of functional connectivity: A systematic review and meta-analysis

S Noble, D Scheinost, RT Constable - Neuroimage, 2019 - Elsevier
Background Once considered mere noise, fMRI-based functional connectivity has become a
major neuroscience tool in part due to early studies demonstrating its reliability. These …

Psilocybin therapy increases cognitive and neural flexibility in patients with major depressive disorder

MK Doss, M Považan, MD Rosenberg… - Translational …, 2021 - nature.com
Psilocybin has shown promise for the treatment of mood disorders, which are often
accompanied by cognitive dysfunction including cognitive rigidity. Recent studies have …

Braingnn: Interpretable brain graph neural network for fmri analysis

X Li, Y Zhou, N Dvornek, M Zhang, S Gao… - Medical Image …, 2021 - Elsevier
Understanding which brain regions are related to a specific neurological disorder or
cognitive stimuli has been an important area of neuroimaging research. We propose …

Brain–phenotype models fail for individuals who defy sample stereotypes

AS Greene, X Shen, S Noble, C Horien, CA Hahn… - Nature, 2022 - nature.com
Individual differences in brain functional organization track a range of traits, symptoms and
behaviours,,,,,,,,,,–. So far, work modelling linear brain–phenotype relationships has …

A shared neural basis underlying psychiatric comorbidity

C Xie, S Xiang, C Shen, X Peng, J Kang, Y Li… - Nature medicine, 2023 - nature.com
Recent studies proposed a general psychopathology factor underlying common
comorbidities among psychiatric disorders. However, its neurobiological mechanisms and …

The normative modeling framework for computational psychiatry

S Rutherford, SM Kia, T Wolfers, C Fraza, M Zabihi… - Nature protocols, 2022 - nature.com
Normative modeling is an emerging and innovative framework for mapping individual
differences at the level of a single subject or observation in relation to a reference model. It …

Task-induced brain state manipulation improves prediction of individual traits

AS Greene, S Gao, D Scheinost… - Nature communications, 2018 - nature.com
Recent work has begun to relate individual differences in brain functional organization to
human behaviors and cognition, but the best brain state to reveal such relationships remains …

[HTML][HTML] Movie-watching outperforms rest for functional connectivity-based prediction of behavior

ES Finn, PA Bandettini - NeuroImage, 2021 - Elsevier
A major goal of human neuroscience is to relate differences in brain function to differences
in behavior across people. Recent work has established that whole-brain functional …

Neuroimaging-based individualized prediction of cognition and behavior for mental disorders and health: methods and promises

J Sui, R Jiang, J Bustillo, V Calhoun - Biological psychiatry, 2020 - Elsevier
The neuroimaging community has witnessed a paradigm shift in biomarker discovery from
using traditional univariate brain mapping approaches to multivariate predictive models …