ReviewSensors (Basel, Switzerland)2022
Concurrent fNIRS and EEG for Brain Function Investigation: A Systematic, Methodology-Focused Review.
Review in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06974448 (Comparison of Frontal Hemodynamic Responses and Electrical Brain Activity During Dual Tasks in COPD Patients Versus Healthy Individuals), which is not on this map. Cited by 100 papers, 4 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.
Comparison of Frontal Hemodynamic Responses and Electrical Brain Activity During Dual Tasks in COPD Patients Versus Healthy Individuals
Who cites it
100 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Reviewing digital collaborative interactions with multimodal hyperscanning through an ever-growing database.Frontiers in neuroergonomics · 2026Pooled it
- Neuroimaging and cognitive correlates of postural control in Parkinson's disease: a systematic review.Journal of neuroengineering and rehabilitation · 2025Pooled it
- The most fundamental and popular literature on functional near-infrared spectroscopy: a bibliometric analysis of the top 100 most cited articles.Frontiers in neurology · 2024Pooled it
- Experiment protocols for brain-body imaging of locomotion: A systematic review.Frontiers in neuroscience · 2023Pooled it
- Effect of tDCS Concurrent With VR-Based Robotic Intervention on Hemiplegic Upper Limb Function After Subacute Ischemic Stroke: A Randomized Controlled Study.Neural plasticity · 2025Trial
- Trial
- Inducing Interpersonal Closeness: Effects on Inter-Brain Synchrony and Collaborative Performance.Psychophysiology · 2026Article
- Cortical neuromodulation by vibration-induced illusion of movement is observed in older individuals, but not in individuals with acute stroke: a cross-sectional fNIRS study.Journal of neuroengineering and rehabilitation · 2026Article
- A Low-Cost Wearable Multimodal Brain Signal Acquisition System Integrating EEG and fNIRS for Depression Detection.Biosensors · 2026Article
- Cedalion tutorial: a Python-based framework for comprehensive analysis of multimodal fNIRS and DOT from the lab to the everyday world.Neurophotonics · 2026Article
- Identifying cognitive impairment in older adults using machine learning on combined fNIRS and motion data during an upper extremity dual task function.Research square · 2026Article
- Neurovascular decoupling and compensatory network recruitment during speech perception in aging: evidence from EEG-fNIRS.GeroScience · 2026Article
- Emotion recognition using spectral-spatial attention multi-temporal scale network: EEG study.Brain informatics · 2026Article
- Brain-Computer Interfaces: The Dawn of a New Era in Disease Treatment.Exploration (Beijing, China) · 2026Review
- Olfactory-gustatory cross-modal integration: mechanisms of aroma-induced sweetness enhancement, sensory evaluation methodologies, neuroimaging evidence and advances in influencing factors.Journal of advanced research · 2026Review
- MGFNet: A Multi-Granularity Fusion Network with Coupling-Guided Sparse Routing for Hybrid EEG-fNIRS Decoding.Sensors (Basel, Switzerland) · 2026Article
- Functional near-infrared spectroscopy assessment of the brain functional connectivity of sedated patients in the emergency intensive care unit.Scientific reports · 2026Article
- AI-Driven Hemodynamic Detection of Self-Induced Daydreaming With EMG-Based Physiological Triggers During Pre- and Post-Prandial States Using fNIRS and EGG.CNS neuroscience & therapeutics · 2026Article
- [Optimized decomposition of dynamic electroencephalography-functional near infrared spectroscopy brain functional networks for the analysis of repetitive transcranial magnetic stimulation combined with motor training].Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi · 2026Article
- Sensing Cognitive Responses Through a Non-Invasive Brain-Computer Interface.Sensors (Basel, Switzerland) · 2026Article
40 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
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) stand as state-of-the-art techniques for non-invasive functional neuroimaging. On a unimodal basis, EEG has poor spatial resolution while presenting high temporal resolution. In contrast, fNIRS offers better spatial resolution, though it is constrained by its poor temporal resolution. One important merit shared by the EEG and fNIRS is that both modalities have favorable portability and could be integrated into a compatible experimental setup, providing a compelling ground for the development of a multimodal fNIRS-EEG integration analysis approach. Despite a growing number of studies using concurrent fNIRS-EEG designs reported in recent years, the methodological reference of past studies remains unclear. To fill this knowledge gap, this review critically summarizes the status of analysis methods currently used in concurrent fNIRS-EEG studies, providing an up-to-date overview and guideline for future projects to conduct concurrent fNIRS-EEG studies. A literature search was conducted using PubMed and Web of Science through 31 August 2021. After screening and qualification assessment, 92 studies involving concurrent fNIRS-EEG data recordings and analyses were included in the final methodological review. Specifically, three methodological categories of concurrent fNIRS-EEG data analyses, including EEG-informed fNIRS analyses, fNIRS-informed EEG analyses, and parallel fNIRS-EEG analyses, were identified and explained with detailed description. Finally, we highlighted current challenges and potential directions in concurrent fNIRS-EEG data analyses in future research.
Indexed as
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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.