ArticleBrain connectivity2019
Brain Development Includes Linear and Multiple Nonlinear Trajectories: A Cross-Sectional Resting-State Functional Magnetic Resonance Imaging Study.
Article in Brain connectivity, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Structure-function coupling of large-scale cortical networks across the lifespan is spectrally specific.Communications biology · 2026Article
- Explicitly nonlinear fMRI networks reveal hidden trajectories of infant brain development.bioRxiv : the preprint server for biology · 2026Article
- Temporal and Spatial Scales of Human Resting-State Cortical Activity across the Lifespan.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Cerebrovascular reactivity increases across development in multiple networks as revealed by a breath-holding task: A longitudinal fMRI study.Human brain mapping · 2024Article
- Me, Myself, and I: Neural Activity for Self versus Other across Development.Children (Basel, Switzerland) · 2023Article
- Age-related differences in resting-state functional connectivity from childhood to adolescence.Cerebral cortex (New York, N.Y. : 1991) · 2023Article
- Disrupted longitudinal restoration of brain connectivity during weight normalization in severe anorexia nervosa.Translational psychiatry · 2023Article
- Trajectory of rich club properties in structural brain networks.Human brain mapping · 2022Article
- Spontaneous cortical MEG activity undergoes unique age- and sex-related changes during the transition to adolescence.NeuroImage · 2021Article
- Dynamic functional connectivity profile of the salience network across the life span.Human brain mapping · 2021Article
- Beyond linearity in neuroimaging: Capturing nonlinear relationships with application to longitudinal studies.NeuroImage · 2021Article
- The Developmental Chronnecto-Genomics (Dev-CoG) study: A multimodal study on the developing brain.NeuroImage · 2021Article
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Authors and funding
5 authors.
Funding
Abstract
Studies of brain structure have shown that the cortex matures in both a linear and nonlinear manner depending on the time window and specific region studied. In addition, it has been shown that socioeconomic status can impact brain development throughout childhood. However, very few studies have evaluated these patterns using functional measures. To this end, in this study we used cross-sectional resting-state functional magnetic resonance imaging data of 368 subjects, age 3-21 years, to examine the linear and nonlinear development of brain connectivity. We employed a clustering approach to characterize these developmental patterns into different linear and nonlinear groups. Our results showed that functional brain development exhibits multiple types of linear and nonlinear patterns, and assuming that brain connectivity values reach a stable state after a specific age might be misleading.
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