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1.
Neuroimage ; 216: 116618, 2020 08 01.
Article in English | MEDLINE | ID: mdl-32036021

ABSTRACT

This study explored the feasibility of using shared neural patterns from brief affective episodes (viewing affective pictures) to decode extended, dynamic affective sequences in a naturalistic experience (watching movie-trailers). Twenty-eight participants viewed pictures from the International Affective Picture System (IAPS) and, in a separate session, watched various movie-trailers. We first located voxels at bilateral occipital cortex (LOC) responsive to affective picture categories by GLM analysis, then performed between-subject hyperalignment on the LOC voxels based on their responses during movie-trailer watching. After hyperalignment, we trained between-subject machine learning classifiers on the affective pictures, and used the classifiers to decode affective states of an out-of-sample participant both during picture viewing and during movie-trailer watching. Within participants, neural classifiers identified valence and arousal categories of pictures, and tracked self-reported valence and arousal during video watching. In aggregate, neural classifiers produced valence and arousal time series that tracked the dynamic ratings of the movie-trailers obtained from a separate sample. Our findings provide further support for the possibility of using pre-trained neural representations to decode dynamic affective responses during a naturalistic experience.


Subject(s)
Affect/physiology , Arousal/physiology , Brain Mapping/methods , Brain/physiology , Machine Learning , Magnetic Resonance Imaging/methods , Visual Perception/physiology , Adult , Amygdala/diagnostic imaging , Amygdala/physiology , Brain/diagnostic imaging , Cerebral Cortex/diagnostic imaging , Cerebral Cortex/physiology , Female , Humans , Male , Motion Pictures , Nucleus Accumbens/diagnostic imaging , Nucleus Accumbens/physiology , Pattern Recognition, Visual/physiology , Thalamus/diagnostic imaging , Thalamus/physiology , Young Adult
2.
Neuroimage ; 197: 391-401, 2019 08 15.
Article in English | MEDLINE | ID: mdl-31051296

ABSTRACT

The extent to which brains respond similarly to a specific stimulus, across a small group of individuals, has been previously found to predict out-of-sample aggregate preference for that stimulus. However, the location in the brain where neural similarity predicts out-of-sample preference remains unclear. In this article, we attempt to identify the neural substrates in three functional magnetic resonance imaging (fMRI) studies. Two fMRI studies (N = 40 and 20), using previously broadcasted TV commercials, show that spatiotemporal neural similarity at temporal lobe and cerebellum predict out-of-sample preference and recall. A follow-up fMRI study (N = 28) with previously unseen movie-trailers replicated the predictive effect of neural similarity. Moreover, neural similarity provided unique information on out-of-sample preference above and beyond in-sample preference. Overall, the findings suggest that neural similarity at temporal lobe and cerebellum - traditionally associated with sensory integration and emotional processing - may reflect the level of engagement with video stimuli.


Subject(s)
Cerebellum/physiology , Mental Recall/physiology , Temporal Lobe/physiology , Visual Perception/physiology , Adult , Brain Mapping , Cortical Synchronization , Female , Humans , Magnetic Resonance Imaging , Male , Photic Stimulation
3.
Science ; 334(6059): 1151-3, 2011 Nov 25.
Article in English | MEDLINE | ID: mdl-22116887

ABSTRACT

Acute stress shifts the brain into a state that fosters rapid defense mechanisms. Stress-related neuromodulators are thought to trigger this change by altering properties of large-scale neural populations throughout the brain. We investigated this brain-state shift in humans. During exposure to a fear-related acute stressor, responsiveness and interconnectivity within a network including cortical (frontoinsular, dorsal anterior cingulate, inferotemporal, and temporoparietal) and subcortical (amygdala, thalamus, hypothalamus, and midbrain) regions increased as a function of stress response magnitudes. ß-adrenergic receptor blockade, but not cortisol synthesis inhibition, diminished this increase. Thus, our findings reveal that noradrenergic activation during acute stress results in prolonged coupling within a distributed network that integrates information exchange between regions involved in autonomic-neuroendocrine control and vigilant attentional reorienting.


Subject(s)
Brain/physiology , Nerve Net/physiology , Neurotransmitter Agents/physiology , Norepinephrine/physiology , Stress, Psychological/physiopathology , Adolescent , Adrenergic Neurons/physiology , Adrenergic beta-Antagonists/pharmacology , Adult , Affect , Attention , Autonomic Nervous System/physiology , Brain Mapping , Female , Functional Neuroimaging , Heart Rate , Humans , Hydrocortisone/analysis , Locus Coeruleus/physiology , Magnetic Resonance Imaging , Male , Metyrapone/pharmacology , Neurosecretory Systems/physiology , Receptors, Adrenergic, beta/physiology , Saliva/chemistry , Stress, Psychological/psychology , Young Adult , alpha-Amylases/metabolism
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