ArticleBMJ open2021
Multimodal measurement approach to identify individuals with mild cognitive impairment: study protocol for a cross-sectional trial.
Article in BMJ open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04427436 (Investigating the Potential of Novel Dementia Biomarkers - an MRI, fNIRS and EEG Study), which is not on this map. Cited by 20 papers, 3 of them syntheses that pooled it.
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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.
Investigating the Potential of Novel Dementia Biomarkers - an MRI, fNIRS and EEG Study
Who cites it
20 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Diagnostic potential of near-infrared spectroscopy in mild cognitive impairment and neurodegenerative disorders: Implications for resource-limited settings.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Pooled it
- Impact of Electrical Stimulation on Mental Stress, Depression, and Anxiety: A Systematic Review.Sensors (Basel, Switzerland) · 2025Pooled it
- Functional near-infrared spectroscopy for identifying mild cognitive impairment and Alzheimer's disease: a systematic review.Frontiers in neurology · 2025Pooled it
- From brain waves to heartbeats: Exploring the combined role of electroencephalography and heart-rate variability in Alzheimer's disease diagnosis and management.Journal of Alzheimer's disease : JAD · 2026Review
- Neurophysiological signatures of latent brain vulnerability in perioperative neurocognitive disorders: integrating EEG, cerebral oximetry, and processed EEG.Frontiers in medicine · 2026Review
- Article
- Article
- Assessment of cortical activity, functional connectivity, and neuroplasticity in cerebral palsy using functional near-infrared spectroscopy: A scoping review.Developmental medicine and child neurology · 2025Article
- Cortical Hemodynamic Abnormalities Associated With Fine Motor Deficits in Mild Cognitive Impairment.CNS neuroscience & therapeutics · 2025Article
- Neurotechnological Approaches to Cognitive Rehabilitation in Mild Cognitive Impairment: A Systematic Review of Neuromodulation, EEG, Virtual Reality, and Emerging AI Applications.Brain sciences · 2025Review
- Brain compensatory activation during Stroop task in patients with mild cognitive impairment: a functional near-infrared spectroscopy study.Frontiers in aging neuroscience · 2025Article
- A neuromorphic multi-scale approach for real-time heart rate and state detection.Npj unconventional computing · 2025Article
- Embodimetrics: A Principal Component Analysis Study of the Combined Assessment of Cardiac, Cognitive and Mobility Parameters.Sensors (Basel, Switzerland) · 2024Article
- Diagnostic accuracy of heart rate variability as a screening tool for mild neurocognitive disorder.Frontiers in aging neuroscience · 2024Article
- Is there a link between heart rate variability and cognitive decline? A cross-sectional study on patients with mild cognitive impairment and cognitively healthy controls.Arquivos de neuro-psiquiatria · 2023Article
- Synergy through integration of digital cognitive tests and wearable devices for mild cognitive impairment screening.Frontiers in human neuroscience · 2023Article
- The relationship between spatiotemporal gait parameters and cognitive function in healthy adults: protocol for a cross-sectional study.Pilot and feasibility studies · 2022Article
- A Link between Handgrip Strength and Executive Functioning: A Cross-Sectional Study in Older Adults with Mild Cognitive Impairment and Healthy Controls.Healthcare (Basel, Switzerland) · 2022Article
- Relationship between Resting State Heart Rate Variability and Sleep Quality in Older Adults with Mild Cognitive Impairment.International journal of environmental research and public health · 2021Article
- Age-Related Differences in Cardiac Autonomic Control at Resting State and in Response to Mental Stress.Diagnostics (Basel, Switzerland) · 2021Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionThe diagnosis of mild cognitive impairment (MCI), that is, the transitory phase between normal age-related cognitive decline and dementia, remains a challenging task. It was observed that a multimodal approach (simultaneous analysis of several complementary modalities) can improve the classification accuracy. We will combine three noninvasive measurement modalities: functional near-infrared spectroscopy (fNIRS), electroencephalography and heart rate variability via ECG. Our aim is to explore neurophysiological correlates of cognitive performance and whether our multimodal approach can aid in early identification of individuals with MCI. METHODS AND ANALYSIS: This study will be a cross-sectional with patients with MCI and healthy controls (HC). The neurophysiological signals will be measured during rest and while performing cognitive tasks: (1) Stroop, (2) N-back and (3) verbal fluency test (VFT). Main aims of statistical analysis are to (1) determine the differences in neurophysiological responses of HC and MCI, (2) investigate relationships between measures of cognitive performance and neurophysiological responses and (3) investigate whether the classification accuracy can be improved by using our multimodal approach. To meet these targets, statistical analysis will include machine learning approaches.This is, to the best of our knowledge, the first study that applies simultaneously these three modalities in MCI and HC. We hypothesise that the multimodal approach improves the classification accuracy between HC and MCI as compared with a unimodal approach. If our hypothesis is verified, this study paves the way for additional research on multimodal approaches for dementia research and fosters the exploration of new biomarkers for an early detection of nonphysiological age-related cognitive decline. ETHICS AND DISSEMINATION: Ethics approval was obtained from the local Ethics Committee (reference: 83/19). Data will be shared with the scientific community no more than 1 year following completion of study and data assembly. TRIAL REGISTRATION NUMBER: ClinicalTrials.gov, NCT04427436, registered on 10 June 2020, https://clinicaltrials.gov/ct2/show/study/NCT04427436.
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