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Abstract
The brain is organized into networks at multiple resolutions, or scales, yet studies of functional network development typically focus on a single scale. Here, we derive personalized functional networks across 29 scales in a large sample of youths (n = 693, ages 8–23 years) to identify multi-scale patterns of network re-organization related to neurocognitive development. We found that developmental shifts in inter-network coupling reflect and strengthen a functional hierarchy of cortical organization. Furthermore, we observed that scale-dependent effects were present in lower-order, unimodal networks, but not higher-order, transmodal networks. Finally, we found that network maturation had clear behavioral relevance: the development of coupling in unimodal and transmodal networks are dissociably related to the emergence of executive function. These results suggest that the development of functional brain networks align with and refine a hierarchy linked to cognition.
Studies of brain network development typically focus on a single scale. Here, the authors derived personalized functional networks across scales, and find that network development systematically adheres to and strengthens hierarchical cortical organization.
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1 University of Pennsylvania, The Penn Lifespan Informatics and Neuroimaging Center, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
2 University of Pennsylvania, The Penn Lifespan Informatics and Neuroimaging Center, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); Chinese Institute for Brain Research, Beijing, China (GRID:grid.510934.a) (ISNI:0000 0005 0398 4153)
3 University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
4 the University of Pennsylvania, Department of Radiology, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
5 University of Minnesota, Department of Pediatrics, College of Education and Human Development, Minneapolis, USA (GRID:grid.17635.36) (ISNI:0000000419368657)
6 University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); the University of Pennsylvania, Department of Radiology, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Neurology, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
7 Nathan S. Kline Institute for Psychiatric Research, Center for Biomedical Imaging and Neuromodulation, Orangeburg, USA (GRID:grid.250263.0) (ISNI:0000 0001 2189 4777); Child Mind Institute, Center for the Developing Brain, New York City, USA (GRID:grid.428122.f) (ISNI:0000 0004 7592 9033)
8 University of Pennsylvania, The Penn Lifespan Informatics and Neuroimaging Center, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Bioengineering, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
9 University of Pennsylvania, Department of Psychology, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
10 University of Pennsylvania, Department of Biostatistics, Epidemiology, and Informatics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
11 University of Pennsylvania, Department of Psychiatry, Neurodevelopment & Psychosis Section, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Neurology, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Bioengineering, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Electrical & Systems Engineering, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Physics & Astronomy, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); Santa Fe Institute, Santa Fe, USA (GRID:grid.209665.e) (ISNI:0000 0001 1941 1940)