Network Neuroscience

Papers
(The TQCC of Network Neuroscience is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-09-01 to 2025-09-01.)
ArticleCitations
Functional connectome fingerprinting across the lifespan70
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle53
Interdependence patterns of multifrequency oscillations predict visuomotor behavior50
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states46
Neural network embedding of functional microconnectome39
Multimodal multilayer network centrality relates to executive functioning32
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity29
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks28
Brain rewiring during development: A comparative analysis of larval and adult Drosophila melanogaster connectomes27
From calcium imaging to graph topology27
Segregation-to-integration transformation model of memory evolution25
An information-theoretic framework for conditional causality analysis of brain networks23
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model23
Female 3xTg-AD mice demonstrate hyperexcitability phenotype of Alzheimer’s disease in structure-function and function-behavior relationships22
Network control theory applied to the human connectome: A study on variability and discriminability of fMRI connectomic features under normal and defective sensorineural conditions20
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data19
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism19
The global neuronal workspace as a broadcasting network19
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways18
Exploring memory-related network via dorsal hippocampus suppression18
Characterizing dynamic functional connectivity subnetwork contributions in narrative classification with Shapley values17
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits17
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging17
Neurobiologically informed graph theory analysis of the language system16
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks16
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis15
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation15
Dynamical interactions reconfigure the gradient of cortical timescales15
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI15
Significant subgraph mining for neural network inference with multiple comparisons correction15
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement14
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions13
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts13
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference13
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis13
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation12
Similarity in evoked responses does not imply similarity in macroscopic network states12
Edges in brain networks: Contributions to models of structure and function12
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy12
Validating MEG estimated resting-state connectome with intracranial EEG12
Predicting an individual’s functional connectivity from their structural connectome: Evaluation of evidence, recommendations, and future prospects12
Abnormal wiring of the structural connectome in adults with ADHD11
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena11
Controversies and progress on standardization of large-scale brain network nomenclature11
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 fMRI11
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia10
The role of epidemic spreading in seizure dynamics and epilepsy surgery10
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence10
Can hubs of the human connectome be identified consistently with diffusion MRI?9
Generative dynamical models for classification of rsfMRI data9
NetPlotBrain: A Python package for visualizing networks and brains9
An application of neighbourhoods in digraphs to the classification of binary dynamics9
Nonoptimal component placement of the human connectome supports variable brain dynamics9
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics9
Constraining functional coactivation with a cluster-based structural connectivity network9
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments9
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study9
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states8
Greater audiovisual integration with executive functions networks following a visual rhythmic reading training in children with reading difficulties: An fMRI study8
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity8
Reconstructing brain functional networks through identifiability and deep learning8
Latent functional connectivity underlying multiple brain states8
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing8
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts8
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”8
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors7
Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain7
Linking fast and slow: The case for generative models7
Functional network antagonism and consciousness7
A mixed-modeling framework for whole-brain dynamic network analysis7
FiNN: A toolbox for neurophysiological network analysis7
Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study7
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury7
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data7
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD7
Dynamic rewiring of electrophysiological brain networks during learning7
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