Network Neuroscience

Article	Citations
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks	81
Functional connectome fingerprinting across the lifespan	64
From calcium imaging to graph topology	59
Brain rewiring during development: A comparative analysis of larval and adult Drosophila melanogaster connectomes	51
Neural network embedding of functional microconnectome	42
Interdependence patterns of multifrequency oscillations predict visuomotor behavior	37
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states	36
Multimodal multilayer network centrality relates to executive functioning	35
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle	31
Increased sensitivity in identifying language-related functional connectivity using jackknife resampling analyses	30
An information-theoretic framework for conditional causality analysis of brain networks	28
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism	28
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity	28
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model	28
Segregation-to-integration transformation model of memory evolution	26
Network control theory applied to the human connectome: A study on variability and discriminability of fMRI connectomic features under normal and defective sensorineural conditions	24
Female 3xTg-AD mice demonstrate hyperexcitability phenotype of Alzheimer’s disease in structure-function and function-behavior relationships	23
Spatiotemporal profiling of functional network overlapping modules in Alzheimer’s disease	22
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data	22
Characterizing dynamic functional connectivity subnetwork contributions in narrative classification with Shapley values	21
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits	21
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging	20
Exploring memory-related network via dorsal hippocampus suppression	19
The global neuronal workspace as a broadcasting network	18
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways	18

Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks	18
Neurobiologically informed graph theory analysis of the language system	17
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation	17
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI	16
Dynamical interactions reconfigure the gradient of cortical timescales	16
Significant subgraph mining for neural network inference with multiple comparisons correction	15
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement	15
Validating MEG estimated resting-state connectome with intracranial EEG	15
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis	15
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference	14
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis	14
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation	14
Abnormal wiring of the structural connectome in adults with ADHD	13
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts	13
Controversies and progress on standardization of large-scale brain network nomenclature	13
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena	13
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions	13
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy	13
Multilayer network analysis across cortical depths in 7-T resting-state fMRI	13
Predicting an individual’s functional connectivity from their structural connectome: Evaluation of evidence, recommendations, and future prospects	13
Similarity in evoked responses does not imply similarity in macroscopic network states	13
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics	12
The role of epidemic spreading in seizure dynamics and epilepsy surgery	12
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?	12
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia	12
Can hubs of the human connectome be identified consistently with diffusion MRI?	12
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study	12
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence	12
Generative dynamical models for classification of rsfMRI data	11
Constraining functional coactivation with a cluster-based structural connectivity network	11
Nonoptimal component placement of the human connectome supports variable brain dynamics	11
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments	11
NetPlotBrain: A Python package for visualizing networks and brains	11
An application of neighbourhoods in digraphs to the classification of binary dynamics	11
Greater audiovisual integration with executive functions networks following a visual rhythmic reading training in children with reading difficulties: An fMRI study	11
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data	10
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”	10
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts	10
A mixed-modeling framework for whole-brain dynamic network analysis	10
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury	10
Latent functional connectivity underlying multiple brain states	10
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states	10
Restoring Oscillatory Dynamics in Alzheimer’s Disease: A Laminar Whole-Brain Model of Serotonergic Psychedelic Effects	10
Functional network antagonism and consciousness	10
Reconstructing brain functional networks through identifiability and deep learning	10
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model	9
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing	9
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors	9
Dynamic rewiring of electrophysiological brain networks during learning	9
Benchmarking functional connectivity by the structure and geometry of the human brain	9

Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study	9
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity	9
Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain	9
Brain signaling becomes less integrated and more segregated with age	8
Editorial: Focus feature on biomarkers in network neuroscience	8
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD	8
Multimodal MRI accurately identifies amyloid status in unbalanced cohorts in Alzheimer’s disease continuum	8
Linking fast and slow: The case for generative models	8
Jointly estimating individual and group networks from fMRI data	8
FiNN: A toolbox for neurophysiological network analysis	8
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease	7
Brain sodium MRI-derived priors support the estimation of epileptogenic zones using personalized model-based methods in epilepsy	7
Connectivity and function are coupled across cognitive domains throughout the brain	7
A prior-knowledge-guided feature selection method and its application to biomarker identification of schizophrenia	7
Translational network neuroscience: Nine roadblocks and possible solutions	7
Metric structural human connectomes: Localization and multifractality of eigenmodes	7
Evidence for white matter intrinsic connectivity networks at rest and during a task: A large-scale study and templates	7
Test-retest reliability of dynamic functional connectivity parameters for a two-state model	7
Brain signal variability and executive functions across the life span	7
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review	6
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	6
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network	6
Comparison of different group-level templates in gradient-based multimodal connectivity analysis	6
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations	6
Age-related variability in network engagement during music listening	6
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies	6
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network	6
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants	6
Allostasis as a core feature of hierarchical gradients in the human brain	6
Resolving inter-regional communication capacity in the human connectome	6
Structural connectome constrained graphical lasso for MEG partial coherence	6
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference	6
Predicting response speed and age from task-evoked effective connectivity	5
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures	5
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients	5
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex	5
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease	5
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease	5
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation	5
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization	5
Percolation may explain efficiency, robustness, and economy of the brain	5
Alterations in topology, cost, and dynamics of gamma-band EEG functional networks in a preclinical model of traumatic brain injury	5
Disrupted intrathalamic and thalamocortical structural covariance networks in posttraumatic stress disorder	5
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model	5
Improvements in task performance after practice are associated with scale-free dynamics of brain activity	5
Temporal Mapper: Transition networks in simulated and real neural dynamics	4
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI	4
A natural cortical axis connecting the outside and inside of the human brain	4
Neural correlates of motor learning: Network communication versus local oscillations	4
The control costs of human brain dynamics	4
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits	4
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain	4
Editorial: Focus feature on consciousness and cognition	4
Quantifying the influence of biophysical factors in shaping brain communication through remnant functional networks	4
Structure–function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer’s disease and mild cognitive impairment	4
A spatially constrained independent component analysis jointly informed by structural and functional network connectivity	4
Connectome embedding in multidimensional graph spaces	4
A perturbative approach to study information communication in brain networks	4
Theoretical foundations of studying criticality in the brain	4
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	3
Intermittent brain network reconfigurations and the resistance to social media influence	3
Brain connectome from neuronal morphology	3
Linking the neural signature of response time variability to Alzheimer’s disease pathology and cognitive functioning	3
Pattern of frustration formation in the functional brain network	3
An information-theoretic analysis of resting-state versus task fMRI	3
Differential spatial working memory–related functional network reconfiguration in young and older adults	3
The exponential distance rule-based network model predicts topology and reveals functionally relevant properties of the Drosophila projectome	3
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder	3
Erratum: Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?	3
Metastable dynamics emerge from local excitatory–inhibitory homeostasis in the cortex at rest	3
Description length guided nonlinear unified Granger causality analysis	3
Transcranial ultrasound stimulation effect in the redundant and synergistic networks consistent across macaques	3
A novel framework to quantify dynamic convergence and divergence of overlapping brain states characterizing four psychiatric disorders	3
Firing rate distributions in plastic networks of spiking neurons	3
Efficacy of functional connectome fingerprinting using tangent-space brain networks	3
Edge-based network analysis reveals frequency-specific network dynamics in aberrant anxiogenic processing in rats	3
Network-level enrichment provides a framework for biological interpretation of machine learning results	3
From correlation to communication: Disentangling hidden factors from functional connectivity changes	3
Individualized epidemic spreading models predict epilepsy surgery outcomes: A pseudo-prospective study	3
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury	3

Inter-individual alignment of multimodal brain networks with anatomical constraints	3
Expanding connectomics to the laminar level: A perspective	3