ArticleNature communications2018
Thalamocortical dysrhythmia detected by machine learning.
Article in Nature communications, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 111 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
111 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Consensus Statements on the Definition, Classification, and Diagnostic Tests for Tinnitus: A Delphi Study Conducted by the Korean Tinnitus Study Group.Journal of Korean medical science · 2024Pooled it
- Screening for Circulating Inflammatory Proteins Does Not Reveal Plasma Biomarkers of Constant Tinnitus.Journal of the Association for Research in Otolaryngology : JARO · 2023Pooled it
- Modulation of evoked alpha oscillatory activity in the frontocentral region during analgesia by non-invasive brain stimulation.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2026Trial
- Can EEG-Neurofeedback Training Enhance Effective Connectivity in People With Chronic Secondary Musculoskeletal Pain? A Secondary Analysis of a Feasibility Randomized Controlled Clinical Trial.Brain and behavior · 2025Trial
- The Impact of Alpha-Neurofeedback Training on Gastric Slow Wave Activity and Heart Rate Variability in Humans.Neurogastroenterology and motility · 2025Trial
- Closed-Loop Infraslow Brain-Computer Interface can Modulate Cortical Activity and Connectivity in Individuals With Chronic Painful Knee Osteoarthritis: A Secondary Analysis of a Randomized Placebo-Controlled Clinical Trial.Clinical EEG and neuroscience · 2025Trial
- Translatable electrophysiological and behavioral abnormalities in a humanized model of SYNGAP1-disorder.Molecular psychiatry · 2026Article
- Awake alpha bursting emerges as the dynamic working state in a lateral geniculate thalamocortical cell model.PLoS computational biology · 2026Article
- Pain in Parkinson's disease: bridging pathophysiology, clinical features, and personalized management.The journal of headache and pain · 2026Review
- Four decades of tinnitus pathology research: a bibliometric analysis of scientific trends, collaborations, and research hotspots.International journal of emergency medicine · 2026Review
- Fronto-temporal Delta-gamma Imbalance as a Neural Correlate of Hyperacusis in Tinnitus: An Exploratory EEG Study.Otology & neurotology : official publication of the American Otological Society, American Neurotology Society [and] European Academy of Otology and Neurotology · 2026Article
- EEG neurofeedback for the treatment of neuropathic pain in the elderly-a mechanistic review.GeroScience · 2026Review
- Tinnitus.Nature reviews. Disease primers · 2026Review
- Article
- Multivariate Pattern Analysis Identifies Potential Intertrial Resting-State EEG Biomarkers in Fibromyalgia.The European journal of neuroscience · 2026Article
- Temporal Interference Stimulation of the Motor Cortex Produces Frequency-Dependent Analgesia.bioRxiv : the preprint server for biology · 2026Article
- Qualitative EEG abnormalities in ASD reflect inhibition-dominated brain dynamics.Scientific reports · 2026Article
- Whole-brain functional activity and connectivity for the classification of subjective tinnitus: a machine learning study.Frontiers in neurology · 2026Article
- Quantitative electroencephalography as a next-generation tool in neurodiagnostics: significance, clinical applications, and practical interpretative frameworks.Frontiers in neuroscience · 2026Review
- Electroencephalographic Biomarkers in Tinnitus: A Narrative Review of Current Approaches and Clinical Perspectives.Brain sciences · 2025Review
51 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Thalamocortical dysrhythmia (TCD) is a model proposed to explain divergent neurological disorders. It is characterized by a common oscillatory pattern in which resting-state alpha activity is replaced by cross-frequency coupling of low- and high-frequency oscillations. We undertook a data-driven approach using support vector machine learning for analyzing resting-state electroencephalography oscillatory patterns in patients with Parkinson's disease, neuropathic pain, tinnitus, and depression. We show a spectrally equivalent but spatially distinct form of TCD that depends on the specific disorder. However, we also identify brain areas that are common to the pathology of Parkinson's disease, pain, tinnitus, and depression. This study therefore supports the validity of TCD as an oscillatory mechanism underlying diverse neurological disorders.
Indexed as
Identifiers
What OpenQuestion holds
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.