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 …
Towards a biologically annotated brain connectome
The brain is a network of interleaved neural circuits. In modern connectomics, brain
connectivity is typically encoded as a network of nodes and edges, abstracting away the rich …
connectivity is typically encoded as a network of nodes and edges, abstracting away the rich …
[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] One size does not fit all: methodological considerations for brain-based predictive modeling in psychiatry
Psychiatric illnesses are heterogeneous in nature. No illness manifests in the same way
across individuals, and no two patients with a shared diagnosis exhibit identical symptom …
across individuals, and no two patients with a shared diagnosis exhibit identical symptom …
The age of reason: Functional brain network development during childhood
Human childhood is characterized by dramatic changes in the mind and brain. However,
little is known about the large-scale intrinsic cortical network changes that occur during …
little is known about the large-scale intrinsic cortical network changes that occur during …
Functional brain networks are associated with both sex and gender in children
Sex and gender are associated with human behavior throughout the life span and across
health and disease, but whether they are associated with similar or distinct neural …
health and disease, but whether they are associated with similar or distinct neural …
[HTML][HTML] Network communication models narrow the gap between the modular organization of structural and functional brain networks
Structural and functional brain networks are modular. Canonical functional systems, such as
the default mode network, are well-known modules of the human brain and have been …
the default mode network, are well-known modules of the human brain and have been …
[HTML][HTML] Combination of structural and functional connectivity explains unique variation in specific domains of cognitive function
MC Litwińczuk, N Muhlert, L Cloutman… - NeuroImage, 2022 - Elsevier
The relationship between structural and functional brain networks has been characterised
as complex: the two networks mirror each other and show mutual influence but they also …
as complex: the two networks mirror each other and show mutual influence but they also …
[HTML][HTML] The expanding horizons of network neuroscience: From description to prediction and control
The field of network neuroscience has emerged as a natural framework for the study of the
brain and has been increasingly applied across divergent problems in neuroscience. From a …
brain and has been increasingly applied across divergent problems in neuroscience. From a …