Discovering Relations Between Mind, Brain, and Mental Disorders Using Topic Mapping

被引:112
作者
Poldrack, Russell A. [1 ,2 ,3 ]
Mumford, Jeanette A. [1 ,2 ,3 ]
Schonberg, Tom [1 ,2 ,3 ]
Kalar, Donald [4 ]
Barman, Bishal [5 ]
Yarkoni, Tal [6 ]
机构
[1] Univ Texas Austin, Imaging Res Ctr, Austin, TX 78712 USA
[2] Univ Texas Austin, Dept Psychol, Austin, TX 78712 USA
[3] Univ Texas Austin, Dept Neurobiol, Austin, TX 78712 USA
[4] NASA Ames Res Ctr, Mountain View, CA USA
[5] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
[6] Univ Colorado, Dept Psychol, Boulder, CO 80309 USA
关键词
NEUROIMAGING TELL; NEUROSCIENCE; SCIENCE;
D O I
10.1371/journal.pcbi.1002707
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Neuroimaging research has largely focused on the identification of associations between brain activation and specific mental functions. Here we show that data mining techniques applied to a large database of neuroimaging results can be used to identify the conceptual structure of mental functions and their mapping to brain systems. This analysis confirms many current ideas regarding the neural organization of cognition, but also provides some new insights into the roles of particular brain systems in mental function. We further show that the same methods can be used to identify the relations between mental disorders. Finally, we show that these two approaches can be combined to empirically identify novel relations between mental disorders and mental functions via their common involvement of particular brain networks. This approach has the potential to discover novel endophenotypes for neuropsychiatric disorders and to better characterize the structure of these disorders and the relations between them.
引用
收藏
页数:14
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