251. Longitudinally consistent estimates of intrinsic functional networks
- Author
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Kilian M. Pohl, Anne-Pascale Le Berre, Qingyu Zhao, Adolf Pfefferbaum, Dongjin Kwon, Edith V. Sullivan, and Eva M. Müller-Oehring
- Subjects
Adolescent ,Computer science ,media_common.quotation_subject ,Context (language use) ,050105 experimental psychology ,Neglect ,Functional networks ,03 medical and health sciences ,Functional brain ,0302 clinical medicine ,Neuroimaging ,Connectome ,Image Processing, Computer-Assisted ,Humans ,0501 psychology and cognitive sciences ,Radiology, Nuclear Medicine and imaging ,Longitudinal Studies ,Simulation based ,Research Articles ,media_common ,Radiological and Ultrasound Technology ,Resting state fMRI ,05 social sciences ,Brain ,Adolescent Development ,Magnetic Resonance Imaging ,Cross-Sectional Studies ,Neurology ,Group analysis ,Neurology (clinical) ,Anatomy ,Nerve Net ,Neuroscience ,030217 neurology & neurosurgery - Abstract
Increasing numbers of neuroimaging studies are acquiring data to examine changes in brain architecture by investigating intrinsic functional networks (IFN) from longitudinal resting-state functional MRI (rs-fMRI). At the subject level, these IFNs are determined by cross-sectional procedures, which neglect intra-subject dependencies and result in suboptimal estimates of the networks. Here, a novel longitudinal approach simultaneously extracts subject-specific IFNs across multiple visits by explicitly modeling functional brain development as an essential context for seeking change. On data generated by an innovative simulation based on real rs-fMRI, the method was more accurate in estimating subject-specific IFNs than cross-sectional approaches. Furthermore, only group-analysis based on longitudinally consistent estimates identified significant developmental effects within IFNs of 246 adolescents from the National Consortium on Alcohol and NeuroDevelopment in Adolescence (NCANDA) study. The findings were confirmed by the cross-sectional estimates when the corresponding group analysis was confined to the developmental effects. Those effects also converged with current concepts of neurodevelopment.
- Published
- 2019