Back

Regional reconfiguration of functional brain networks during childhood and adolescence: evaluating age and sex effect

Fang, C. Z.; Nakua, H.; Ma, X.; Zhang, A.; Lee, S.

2026-05-22 neuroscience
10.64898/2026.05.21.726818 bioRxiv
Show abstract

IntroductionWhile global topological properties of brain networks reach relative maturity early in development, functional reconfigurations at the regional level continue throughout adolescence to support cognitive maturation. However, regional age and sex-specific developmental patterns of functional reconfiguration remain incompletely understood. MethodsWe analyzed resting-state fMRI data from 528 participants aged 5-21 years from the Human Connectome Project in Development. Three regional graph-theory metrics (betweenness centrality, hub score, and local efficiency) were computed for each individuals functional network. Cognition was measured using NIH toolbox. Parallel factor analysis was employed to decompose an individual x region x metric array into factors representing distinct developmental properties in the full sample and separately for males and females. Brain-cognition associations were examined in developmental subgroups (<13, 13-18, >18 years). ResultsThree factors emerged, characterizing visual, multimodal integration, and higher-order factors. Across development, metrics capturing network integration (betweenness centrality and hubness) showed general stability, while metrics capturing segregation (local efficiency) presented distinct peaks, particularly in the visual factor. Females showed earlier peaks and declines in higher-order factor, while males exhibited greater variability and protracted maturation in multimodal and higher-order factors. Brain-cognition associations were modest with early childhood and crystallized cognition composites showed small negative correlations with hub score in entire sample (r=-0.212) and local efficiency in males aged <13 years (r=-0.215). ConclusionFindings highlight nonlinear, sex-specific functional reconfiguration at region-level during childhood and adolescence, underscoring the importance of sex-stratified analyses in developmental and providing a crucial foundation for future investigations of developmental disorders.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
Human Brain Mapping
295 papers in training set
Top 0.1%
33.8%
2
Developmental Cognitive Neuroscience
81 papers in training set
Top 0.1%
10.3%
3
NeuroImage
813 papers in training set
Top 2%
6.5%
50% of probability mass above
4
Scientific Reports
3102 papers in training set
Top 34%
3.7%
5
Network Neuroscience
116 papers in training set
Top 0.3%
3.7%
6
PLOS ONE
4510 papers in training set
Top 37%
3.7%
7
Brain Connectivity
22 papers in training set
Top 0.1%
3.0%
8
Brain Structure and Function
83 papers in training set
Top 0.1%
3.0%
9
NeuroImage: Clinical
132 papers in training set
Top 2%
2.8%
10
Cerebral Cortex
357 papers in training set
Top 0.5%
2.1%
11
Imaging Neuroscience
242 papers in training set
Top 2%
1.7%
12
Frontiers in Psychiatry
83 papers in training set
Top 2%
1.4%
13
eneuro
389 papers in training set
Top 6%
1.4%
14
Frontiers in Human Neuroscience
67 papers in training set
Top 2%
1.3%
15
Brain and Behavior
37 papers in training set
Top 1%
0.9%
16
Brain Imaging and Behavior
14 papers in training set
Top 0.1%
0.9%
17
Translational Psychiatry
219 papers in training set
Top 4%
0.9%
18
Biological Psychiatry: Cognitive Neuroscience and Neuroimaging
62 papers in training set
Top 1%
0.8%
19
Neuroinformatics
40 papers in training set
Top 0.9%
0.8%
20
Neuroscience & Biobehavioral Reviews
43 papers in training set
Top 0.9%
0.8%
21
Journal of Neuroscience Research
25 papers in training set
Top 0.5%
0.8%
22
Frontiers in Neuroscience
223 papers in training set
Top 7%
0.7%
23
Social Cognitive and Affective Neuroscience
29 papers in training set
Top 0.3%
0.7%
24
Frontiers in Neuroimaging
11 papers in training set
Top 0.5%
0.7%
25
Neuroscience
88 papers in training set
Top 4%
0.5%
26
Brain Sciences
52 papers in training set
Top 3%
0.5%