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

被引:104
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
相关论文
共 27 条
  • [1] [Anonymous], 2007, LATENT SEMANTIC ANAL
  • [2] [Anonymous], 2009, P 26 ANN INT C MACHI, DOI DOI 10.1145/1553374.1553515
  • [3] The genetics of cognitive impairment in schizophrenia: a phenomic perspective
    Bilder, Robert M.
    Howe, Andrew
    Novak, Nic
    Sabb, Fred W.
    Parker, D. Stott
    [J]. TRENDS IN COGNITIVE SCIENCES, 2011, 15 (09) : 428 - 435
  • [4] Toward discovery science of human brain function
    Biswal, Bharat B.
    Mennes, Maarten
    Zuo, Xi-Nian
    Gohel, Suril
    Kelly, Clare
    Smith, Steve M.
    Beckmann, Christian F.
    Adelstein, Jonathan S.
    Buckner, Randy L.
    Colcombe, Stan
    Dogonowski, Anne-Marie
    Ernst, Monique
    Fair, Damien
    Hampson, Michelle
    Hoptman, Matthew J.
    Hyde, James S.
    Kiviniemi, Vesa J.
    Kotter, Rolf
    Li, Shi-Jiang
    Lin, Ching-Po
    Lowe, Mark J.
    Mackay, Clare
    Madden, David J.
    Madsen, Kristoffer H.
    Margulies, Daniel S.
    Mayberg, Helen S.
    McMahon, Katie
    Monk, Christopher S.
    Mostofsky, Stewart H.
    Nagel, Bonnie J.
    Pekar, James J.
    Peltier, Scott J.
    Petersen, Steven E.
    Riedl, Valentin
    Rombouts, Serge A. R. B.
    Rypma, Bart
    Schlaggar, Bradley L.
    Schmidt, Sein
    Seidler, Rachael D.
    Siegle, Greg J.
    Sorg, Christian
    Teng, Gao-Jun
    Veijola, Juha
    Villringer, Arno
    Walter, Martin
    Wang, Lihong
    Weng, Xu-Chu
    Whitfield-Gabrieli, Susan
    Williamson, Peter
    Windischberger, Christian
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (10) : 4734 - 4739
  • [5] Latent Dirichlet allocation
    Blei, DM
    Ng, AY
    Jordan, MI
    [J]. JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) : 993 - 1022
  • [6] The NIFSTD and BIRNLex Vocabularies: Building Comprehensive Ontologies for Neuroscience
    Bug, William J.
    Ascoli, Giorgio A.
    Grethe, Jeffrey S.
    Gupta, Amarnath
    Fennema-Notestine, Christine
    Laird, Angela R.
    Larson, Stephen D.
    Rubin, Daniel
    Shepherd, Gordon M.
    Turner, Jessica A.
    Martone, Maryann E.
    [J]. NEUROINFORMATICS, 2008, 6 (03) : 175 - 194
  • [7] Neurocognitive Phenotypes and Genetic Dissection of Disorders of Brain and Behavior
    Congdon, Eliza
    Poldrack, Russell A.
    Freimer, Nelson B.
    [J]. NEURON, 2010, 68 (02) : 218 - 230
  • [8] DEERWESTER S, 1990, J AM SOC INFORM SCI, V41, P391, DOI 10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO
  • [9] 2-9
  • [10] Thresholding of statistical maps in functional neuroimaging using the false discovery rate
    Genovese, CR
    Lazar, NA
    Nichols, T
    [J]. NEUROIMAGE, 2002, 15 (04) : 870 - 878