Network Neuroscience

Article	Citations
Functional connectome fingerprinting across the lifespan	70
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle	53
Interdependence patterns of multifrequency oscillations predict visuomotor behavior	50
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states	46
Neural network embedding of functional microconnectome	39
Multimodal multilayer network centrality relates to executive functioning	32
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity	29
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks	28
Brain rewiring during development: A comparative analysis of larval and adult Drosophila melanogaster connectomes	27
From calcium imaging to graph topology	27
Segregation-to-integration transformation model of memory evolution	25
An information-theoretic framework for conditional causality analysis of brain networks	23
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model	23
Female 3xTg-AD mice demonstrate hyperexcitability phenotype of Alzheimer’s disease in structure-function and function-behavior relationships	22
Network control theory applied to the human connectome: A study on variability and discriminability of fMRI connectomic features under normal and defective sensorineural conditions	20
The global neuronal workspace as a broadcasting network	19
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data	19
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism	19
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways	18
Exploring memory-related network via dorsal hippocampus suppression	18
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging	17
Characterizing dynamic functional connectivity subnetwork contributions in narrative classification with Shapley values	17
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits	17
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks	16
Neurobiologically informed graph theory analysis of the language system	16

Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation	15
Dynamical interactions reconfigure the gradient of cortical timescales	15
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI	15
Significant subgraph mining for neural network inference with multiple comparisons correction	15
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis	15
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement	14
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts	13
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference	13
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis	13
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions	13
Edges in brain networks: Contributions to models of structure and function	12
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy	12
Validating MEG estimated resting-state connectome with intracranial EEG	12
Predicting an individual’s functional connectivity from their structural connectome: Evaluation of evidence, recommendations, and future prospects	12
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation	12
Similarity in evoked responses does not imply similarity in macroscopic network states	12
Controversies and progress on standardization of large-scale brain network nomenclature	11
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?	11
Multilayer network analysis across cortical depths in 7-T resting-state fMRI	11
Abnormal wiring of the structural connectome in adults with ADHD	11
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena	11
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence	10
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia	10
The role of epidemic spreading in seizure dynamics and epilepsy surgery	10
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics	9
Constraining functional coactivation with a cluster-based structural connectivity network	9
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments	9
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study	9
Can hubs of the human connectome be identified consistently with diffusion MRI?	9
Generative dynamical models for classification of rsfMRI data	9
NetPlotBrain: A Python package for visualizing networks and brains	9
An application of neighbourhoods in digraphs to the classification of binary dynamics	9
Nonoptimal component placement of the human connectome supports variable brain dynamics	9
Reconstructing brain functional networks through identifiability and deep learning	8
Latent functional connectivity underlying multiple brain states	8
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing	8
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts	8
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”	8
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states	8
Greater audiovisual integration with executive functions networks following a visual rhythmic reading training in children with reading difficulties: An fMRI study	8
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity	8
Functional network antagonism and consciousness	7
A mixed-modeling framework for whole-brain dynamic network analysis	7
FiNN: A toolbox for neurophysiological network analysis	7
Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study	7
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury	7
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data	7
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD	7
Dynamic rewiring of electrophysiological brain networks during learning	7
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors	7

Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain	7
Linking fast and slow: The case for generative models	7
Editorial: Focus feature on biomarkers in network neuroscience	6
A prior-knowledge-guided feature selection method and its application to biomarker identification of schizophrenia	6
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants	6
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model	6
Evidence for white matter intrinsic connectivity networks at rest and during a task: A large-scale study and templates	6
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease	6
Brain signaling becomes less integrated and more segregated with age	6
Benchmarking functional connectivity by the structure and geometry of the human brain	6
Jointly estimating individual and group networks from fMRI data	6
Multimodal MRI accurately identifies amyloid status in unbalanced cohorts in Alzheimer’s disease continuum	6
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review	5
Brain sodium MRI-derived priors support the estimation of epileptogenic zones using personalized model-based methods in epilepsy	5
Brain signal variability and executive functions across the life span	5
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network	5
Resolving inter-regional communication capacity in the human connectome	5
Age-related unstable transient states and imbalanced activation proportion of brain networks in people with autism spectrum disorder: A resting-state fMRI study using coactivation pattern analyses	5
Translational network neuroscience: Nine roadblocks and possible solutions	5
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations	5
Age-related variability in network engagement during music listening	5
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network	5
Metric structural human connectomes: Localization and multifractality of eigenmodes	5
Test-retest reliability of dynamic functional connectivity parameters for a two-state model	5
Allostasis as a core feature of hierarchical gradients in the human brain	5
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies	5
Structural connectome constrained graphical lasso for MEG partial coherence	5
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures	4
Structure–function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer’s disease and mild cognitive impairment	4
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference	4
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization	4
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients	4
Improvements in task performance after practice are associated with scale-free dynamics of brain activity	4
Percolation may explain efficiency, robustness, and economy of the brain	4
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex	4
Comparison of different group-level templates in gradient-based multimodal connectivity analysis	4
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease	4
Alterations in topology, cost, and dynamics of gamma-band EEG functional networks in a preclinical model of traumatic brain injury	4
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation	4
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model	4
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain	3
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease	3
Temporal Mapper: Transition networks in simulated and real neural dynamics	3
Individualized epidemic spreading models predict epilepsy surgery outcomes: A pseudo-prospective study	3
A perturbative approach to study information communication in brain networks	3
A natural cortical axis connecting the outside and inside of the human brain	3
Predicting response speed and age from task-evoked effective connectivity	3
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits	3
Connectome embedding in multidimensional graph spaces	3
Neural correlates of motor learning: Network communication versus local oscillations	3
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI	3
The control costs of human brain dynamics	3
Theoretical foundations of studying criticality in the brain	3
Quantifying the influence of biophysical factors in shaping brain communication through remnant functional networks	3
A spatially constrained independent component analysis jointly informed by structural and functional network connectivity	3
Altered large-scale brain network interactions associated with HIV infection and error processing	2
Edge-based network analysis reveals frequency-specific network dynamics in aberrant anxiogenic processing in rats	2
Dynamic structure of motor cortical neuron coactivity carries behaviorally relevant information	2
An information-theoretic analysis of resting-state versus task fMRI	2
Network-level enrichment provides a framework for biological interpretation of machine learning results	2
Pattern of frustration formation in the functional brain network	2
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury	2
Erratum: Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?	2
A graph neural network approach to investigate brain critical states over neurodevelopment	2
Comparing the stability and reproducibility of brain-behavior relationships found using canonical correlation analysis and partial least squares within the ABCD sample	2
Efficacy of functional connectome fingerprinting using tangent-space brain networks	2
Brain connectome from neuronal morphology	2
Metastable dynamics emerge from local excitatory–inhibitory homeostasis in the cortex at rest	2
Differential spatial working memory–related functional network reconfiguration in young and older adults	2
Editorial: Focus feature on consciousness and cognition	2
Intermittent brain network reconfigurations and the resistance to social media influence	2
Firing rate distributions in plastic networks of spiking neurons	2
Developmental differences in canonical cortical networks: Insights from microstructure-informed tractography	2
The impact of Parkinson’s disease on striatal network connectivity and corticostriatal drive: An in silico study	2
Fast-local and slow-global neural ensembles in the mouse brain	2
A lightweight, end-to-end explainable, and generalized attention-based graph neural network model trained on high-order spatiotemporal organization of dynamic functional connectivity to classify autis	2
Linking the neural signature of response time variability to Alzheimer’s disease pathology and cognitive functioning	2
Description length guided nonlinear unified Granger causality analysis	2
Transcranial ultrasound stimulation effect in the redundant and synergistic networks consistent across macaques	2
From correlation to communication: Disentangling hidden factors from functional connectivity changes	2

Tangent space functional reconfigurations in individuals at risk for alcohol use disorder

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