ArticleNeuroImage. Clinical2018
Dynamic network dysfunction in cocaine dependence: Graph theoretical metrics and stop signal reaction time.
Article in NeuroImage. Clinical, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 34 citations in OpenAlex.
- The Impaired Response Inhibition and Salience Attribution Model of Drug Addiction: Recent Neuroimaging Evidence and Future Directions.Annual review of psychology · 2026Review
- Subtypes of cocaine use disorder and their neurobehavioral profiles.Translational psychiatry · 2025Article
- Machine learning-enabled detection of electrophysiological signatures in iPSC-derived models of schizophrenia and bipolar disorder.APL bioengineering · 2025Article
- Acupuncture modulates the functional connectivity among the subcortical nucleus and fronto-parietal network in adolescents with internet addiction.Brain and behavior · 2023Article
- Subtypes in addiction and their neurobehavioral profiles across three functional domains.Translational psychiatry · 2023Article
- Altered prefrontal signaling during inhibitory control in a salient drug context in cocaine use disorder.Cerebral cortex (New York, N.Y. : 1991) · 2023Article
- The Neural Signature of Impaired Inhibitory Control in Individuals with Heroin Use Disorder.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2023Article
- Time-Varying Functional Connectivity Decreases as a Function of Acute Nicotine Abstinence.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2021Article
- The Stop Signal Task for Measuring Behavioral Inhibition in Mice With Increased Sensitivity and High-Throughput Operation.Frontiers in behavioral neuroscience · 2021Article
- Dynamic network connectivity predicts subjective cognitive decline: the Sino-Longitudinal Cognitive impairment and dementia study.Brain imaging and behavior · 2020Article
- Dynamic reconfiguration of functional brain networks supporting response inhibition in a stop-signal task.Brain imaging and behavior · 2020Article
- Neural sensitivity to risk in adults with co-occurring HIV infection and cocaine use disorder.Cognitive, affective & behavioral neuroscience · 2020Article
- Article
- Hypothalamic response to cocaine cues and cocaine addiction severity.Addiction biology · 2020Article
- Classification of cocaine-dependent participants with dynamic functional connectivity from functional magnetic resonance imaging data.Journal of neuroscience research · 2019Article
- Response inhibition and fronto-striatal-thalamic circuit dysfunction in cocaine addiction.Drug and alcohol dependence · 2018Article
Corrections and comments
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Authors and funding
9 authors at 2 institutions in 2 countries.
Funding
Abstract
Graphic theoretical metrics have become increasingly popular in characterizing functional connectivity of neural networks and how network connectivity is compromised in neuropsychiatric illnesses. Here, we add to this literature by describing dynamic network connectivities of 78 cocaine dependent (CD) and 85 non-drug using healthy control (HC) participants who underwent fMRI during performance of a stop signal task (SST). Compared to HC, CD showed prolonged stop signal reaction time (SSRT), consistent with deficits in response inhibition. In graph theoretical analysis of dynamic functional connectivity, we examined temporal flexibility and spatiotemporal diversity of 14 networks covering the whole brain. Temporal flexibility quantifies how frequently a brain region interacts with regions of other communities across time, with high temporal flexibility indicating that a region interacts predominantly with regions outside its own community. Spatiotemporal diversity quantifies how uniformly a brain region interacts with regions in other communities over time, with high spatiotemporal diversity indicating that the interactions are more evenly distributed across communities. Compared to HC, CD exhibited decreased temporal flexibility and increased spatiotemporal diversity in the great majority of neural networks. The graph metric measures of the default mode network negatively correlated with SSRT in CD but not HC. The findings are consistent with diminished temporal flexibility and a compensatory increase in spatiotemporal diversity, in association with impairment of a critical executive function, in cocaine addiction. More broadly, the findings suggest that graph theoretical metrics provide new insights for connectivity analyses to elucidate network dysfunction that may elude conventional measures.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.