Resting-State Functional Connectivity and Scholastic Performance in Preadolescent Children: A Data-Driven Multivoxel
Daniel R Westfall1, Sheeba A Anteraper1,2,3, Laura Chaddock-Heyman4
1Department of Psychology, Northeastern University, Boston, MA 02115, USA.
Resting-state functional connectivity (RsFc) in children is linked to reading skills. Specific brain networks show strong associations, highlighting the neural basis of reading ability in young learners.
Area of Science:
- Neuroscience
- Developmental Psychology
- Educational Psychology
Background:
- Scholastic performance is a key indicator of academic success in children.
- Understanding the neural underpinnings of scholastic performance is crucial for educational interventions.
- Resting-state functional connectivity (RsFc) offers insights into brain network dynamics during rest.
Purpose of the Study:
- To investigate the neural correlates of scholastic performance, specifically reading and mathematics, in preadolescent children.
- To examine resting-state functional connectivity (RsFc) patterns associated with reading and mathematics abilities.
- To explore the role of whole-brain connectome-wide patterns in academic achievement.
Main Methods:
- Utilized multi-voxel pattern analysis (MVPA) for an unbiased, whole-brain, connectome-wide examination of RsFc.
- Identified clusters associated with reading composite scores for subsequent seed-based RsFc analysis.
- Analyzed associations between RsFc dynamics and scholastic performance in children aged 7-9 years.
Main Results:
- MVPA identified four clusters associated with reading composite scores, but none for mathematics.
- Robust associations were found between reading ability and RsFc in somatomotor, dorsal attention, ventral attention, limbic, frontoparietal, and default mode networks.
- Significant anticorrelations were observed between the default mode network and attention/frontoparietal networks, consistent with cognitive control mechanisms.
Conclusions:
- Reading ability in preadolescent children is associated with widespread RsFc across multiple brain networks.
- Anticorrelations between the default mode network and other networks are important for cognitive functions related to reading.
- These findings contribute to understanding the neural basis of scholastic performance and inform potential interventions.
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