Parcellating cortical functional networks in individuals

神经科学 功能磁共振成像 功能连接 大脑定位 静息状态功能磁共振成像 功能成像 心理学 神经影像学 计算机科学 职能组织 人口 人工智能 医学 环境卫生
作者
Danhong Wang,Randy L. Buckner,Michael Fox,Daphne J. Holt,Avram J. Holmes,Sophia Stoecklein,Georg Langs,Ruiqi Pan,Tianyi Qian,Kuncheng Li,Justin T. Baker,Steven M. Stufflebeam,Kai Wang,Xiaomin Wang,Bo Hong,Hesheng Liu
出处
期刊:Nature Neuroscience [Springer Nature]
卷期号:18 (12): 1853-1860 被引量:547
标识
DOI:10.1038/nn.4164
摘要

A cortical parcellation technique accurately maps functional organization in individual brains. Functional networks mapped by this approach are highly reproducible and effectively capture individual variability. The algorithm performs well across different populations and data types and is validated by invasive cortical stimulation mapping in surgical patients. The capacity to identify the unique functional architecture of an individual's brain is a crucial step toward personalized medicine and understanding the neural basis of variation in human cognition and behavior. Here we developed a cortical parcellation approach to accurately map functional organization at the individual level using resting-state functional magnetic resonance imaging (fMRI). A population-based functional atlas and a map of inter-individual variability were employed to guide the iterative search for functional networks in individual subjects. Functional networks mapped by this approach were highly reproducible within subjects and effectively captured the variability across subjects, including individual differences in brain lateralization. The algorithm performed well across different subject populations and data types, including task fMRI data. The approach was then validated by invasive cortical stimulation mapping in surgical patients, suggesting potential for use in clinical applications.
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