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Published on: August 7, 2017
Goal-Directed Processing of Naturalistic Stimuli Modulates Large-Scale Functional Connectivity
Zhenfu Wen1,2, Tianyou Yu1,2, Xinbin Yang3
1Center for Brain Computer Interfaces and Brain Information Processing, South China University of Technology, Guangzhou, China.
Top-down goals shape brain-wide functional connectivity (FC) during naturalistic tasks. A novel inter-subject functional correlation (ISFC) method effectively distinguished between behavioral and taxonomic judgments, highlighting goal-directed processing across large-scale brain networks.
Area of Science:
- Neuroscience
- Cognitive Neuroscience
- Brain Imaging
Background:
- Human information processing is goal-directed, influencing neural activity and connectivity, particularly in frontal-parietal regions.
- Previous research on goal modulation of brain networks often uses simplified stimuli and controlled laboratory settings.
- Understanding goal-directed modulation under naturalistic conditions is crucial for ecological validity.
Purpose of the Study:
- To investigate how top-down goals modulate whole-brain functional connectivity (FC) during naturalistic tasks.
- To compare the effectiveness of a novel inter-subject functional correlation (ISFC) method against standard FC analysis for detecting task-induced network differences.
- To identify which brain networks contribute to classifying task goals under naturalistic conditions.
Main Methods:
- Utilized a functional magnetic resonance imaging (fMRI) dataset (ds000233) of 12 participants performing behavioral or taxonomic judgments on naturalistic animal videos.
- Applied a novel inter-subject functional correlation (ISFC) method to extract task-evoked FC patterns, enhancing signal-to-noise ratio for inter-regional correlations.
- Employed multivariate pattern analysis (MVPA) to predict task goals using ISFC and standard FC patterns.
Main Results:
- ISFC patterns successfully predicted participants' task goals, outperforming standard FC patterns.
- The ISFC method proved effective in revealing subtle network differences between distinct brain states.
- Both within-network and across-network ISFC measures significantly contributed to classifying task goals.
Conclusions:
- Goal-directed processing of naturalistic stimuli systematically modulates large-scale brain networks.
- The novel ISFC method is a powerful tool for exploring task-evoked functional connectivity and brain states.
- Neural modulation by goals extends beyond local activity, impacting global brain network organization.
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