Data-driven approaches to neuroimaging biomarkers for neurological and psychiatric disorders: emerging approaches and examples
The search for clinically relevant neuroimaging biomarkers for neurological and psychiatric
disorders is rapidly accelerating. Here, we highlight some of these aspects, provide recent …
disorders is rapidly accelerating. Here, we highlight some of these aspects, provide recent …
A survey of brain functional network extraction methods using fMRI data
Y Du, S Fang, X He, VD Calhoun - Trends in Neurosciences, 2024 - Elsevier
Functional network (FN) analyses play a pivotal role in uncovering insights into brain
function and understanding the pathophysiology of various brain disorders. This paper …
function and understanding the pathophysiology of various brain disorders. This paper …
Widespread cortical functional disconnection in gliomas: an individual network mapping approach
E Silvestri, M Moretto, S Facchini… - Brain …, 2022 - academic.oup.com
Assessment of impaired/preserved cortical regions in brain tumours is typically performed
via intraoperative direct brain stimulation of eloquent areas or task-based functional MRI …
via intraoperative direct brain stimulation of eloquent areas or task-based functional MRI …
A method for estimating and characterizing explicitly nonlinear dynamic functional network connectivity in resting-state fMRI data
The past 10 years have seen an explosion of approaches that focus on the study of time-
resolved change in functional connectivity (FC). FC characterization among networks at a …
resolved change in functional connectivity (FC). FC characterization among networks at a …
[HTML][HTML] Multi-model order spatially constrained ICA reveals highly replicable group differences and consistent predictive results from resting data: A large N fMRI …
Brain functional networks identified from resting functional magnetic resonance imaging
(fMRI) data have the potential to reveal biomarkers for brain disorders, but studies of …
(fMRI) data have the potential to reveal biomarkers for brain disorders, but studies of …
A deep learning model for data-driven discovery of functional connectivity
Functional connectivity (FC) studies have demonstrated the overarching value of studying
the brain and its disorders through the undirected weighted graph of functional magnetic …
the brain and its disorders through the undirected weighted graph of functional magnetic …
A method to estimate longitudinal change patterns in functional network connectivity of the developing brain relevant to psychiatric problems, cognition, and age
Aim: To develop an approach to evaluate multiple overlapping brain functional change
patterns (FCPs) in functional network connectivity (FNC) and apply to study developmental …
patterns (FCPs) in functional network connectivity (FNC) and apply to study developmental …
Two-step clustering-based pipeline for big dynamic functional network connectivity data
Background Dynamic functional network connectivity (dFNC) estimated from resting-state
functional magnetic imaging (rs-fMRI) studies the temporally varying functional integration …
functional magnetic imaging (rs-fMRI) studies the temporally varying functional integration …
Tri-clustering dynamic functional network connectivity identifies significant schizophrenia effects across multiple states in distinct subgroups of individuals
Background: Brain imaging data collected from individuals are highly complex with unique
variation; however, such variation is typically ignored in approaches that focus on group …
variation; however, such variation is typically ignored in approaches that focus on group …
Multimodel order independent component analysis: a data-driven method for evaluating brain functional network connectivity within and between multiple spatial …
Background: While functional connectivity is widely studied, there has been little work
studying functional connectivity at different spatial scales. Likewise, the relationship of …
studying functional connectivity at different spatial scales. Likewise, the relationship of …