ArticleNeuroImage2018
A multimodal encoding model applied to imaging decision-related neural cascades in the human brain.
Article in NeuroImage, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.
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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.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Artifact Reduction in Simultaneous EEG-fMRI: A Systematic Review of Methods and Contemporary Usage.Frontiers in neurology · 2021Pooled it
- Multifractal Cascade Modeling Reveals Fundamental Limits of Current Neuroimaging Strategies.Sensors (Basel, Switzerland) · 2025Article
- Integrating fMRI spatial network dynamics and EEG spectral power: insights into resting state connectivity.Frontiers in neuroscience · 2025Article
- Pupillary response is associated with the reset and switching of functional brain networks during salience processing.PLoS computational biology · 2023Article
- The effects of attention in auditory-visual integration revealed by time-varying networks.Frontiers in neuroscience · 2023Article
- Ballistocardiogram Artifact Reduction in Simultaneous EEG-fMRI Using Deep Learning.IEEE transactions on bio-medical engineering · 2021Article
- A response-locking protocol to boost sensitivity for fMRI-based neurochronometry.Human brain mapping · 2020Article
- Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging.Proceedings of the National Academy of Sciences of the United States of America · 2020Article
- Non-stationary Group-Level Connectivity Analysis for Enhanced Interpretability of Oddball Tasks.Frontiers in neuroscience · 2020Article
- The Psychophysiology of Action: A Multidisciplinary Endeavor for Integrating Action and Cognition.Frontiers in psychology · 2018Article
- Neural correlates of evidence accumulation during value-based decisions revealed via simultaneous EEG-fMRI.Nature communications · 2017Article
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
Perception and cognition in the brain are naturally characterized as spatiotemporal processes. Decision-making, for example, depends on coordinated patterns of neural activity cascading across the brain, running in time from stimulus to response and in space from primary sensory regions to the frontal lobe. Measuring this cascade is key to developing an understanding of brain function. Here we report on a novel methodology that employs multi-modal imaging for inferring this cascade in humans at unprecedented spatiotemporal resolution. Specifically, we develop an encoding model to link simultaneously measured electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) signals to infer high-resolution spatiotemporal brain dynamics during a perceptual decision. After demonstrating replication of results from the literature, we report previously unobserved sequential reactivation of a substantial fraction of the pre-response network whose magnitude correlates with a proxy for decision confidence. Our encoding model, which temporally tags BOLD activations using time localized EEG variability, identifies a coordinated and spatially distributed neural cascade that is associated with a perceptual decision. In general the methodology illuminates complex brain dynamics that would otherwise be unobservable using fMRI or EEG acquired separately.
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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.