Brain functional-structural gradient coupling reflects development, behavior and genetic influences
Simiao Gao1, Zhiling Gu1, Shengxian Ding1
1Department of Biostatistics, Yale University, New Haven, CT, USA.
Nature Communications
|April 9, 2026
Summary
Brain connectivity gradients mature from childhood to adulthood, linking brain structure, function, cognition, and genetics. This developmental refinement reveals sex-specific patterns and genetic influences on brain organization.
Area of Science:
- Neuroscience
- Developmental Neuroscience
- Cognitive Neuroscience
Background:
- Brain organization is often described using low-dimensional representations called gradients.
- The developmental trajectory and biological underpinnings of structural-functional gradient coupling remain largely unknown.
Purpose of the Study:
- To investigate the development and characteristics of structural-functional gradient coupling.
- To explore the relationship between gradient coupling, behavior, and molecular factors.
Main Methods:
- Utilized high-resolution structural and functional connectivity data from large cohorts of children (Adolescent Brain Cognitive Development study) and adults (Human Connectome Project).
- Employed multiple metrics and spatial scales to analyze gradient coupling.
- Conducted heritability and transcriptomic analyses.
Main Results:
- Structural-functional gradient coupling undergoes developmental refinement from childhood to adulthood, exhibiting distinct sex-specific patterns.
- Gradient coupling metrics correlate significantly with cognitive and mental health measures, allowing for accurate predictions.
- Heritability analyses indicate strong genetic influence, with enriched gene expression in deep-layer excitatory neurons for highly heritable patterns.
Conclusions:
- Structural-functional gradient coupling is a key feature of brain organization, bridging macroscale connectivity with cognition, behavior, and molecular architecture.
- This coupling demonstrates significant developmental changes and genetic underpinnings.
- Findings highlight the biological significance of gradient coupling in understanding brain development and function.
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