Brain Anatomical Network and Intelligence

被引:490
作者
Li, Yonghui [1 ]
Liu, Yong [1 ]
Li, Jun [1 ,2 ]
Qin, Wen [3 ]
Li, Kuncheng [3 ]
Yu, Chunshui [3 ]
Jiang, Tianzi [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, LIAMA Ctr Computat Med, Beijing, Peoples R China
[2] Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
[3] Capital Med Univ, Xuanwu Hosp, Dept Radiol, Beijing, Peoples R China
关键词
DIFFUSION-WEIGHTED MRI; WHITE-MATTER; SMALL-WORLD; GRAY-MATTER; FUNCTIONAL CONNECTIVITY; AXONAL PROJECTIONS; HEAD SIZE; IQ; TRACTOGRAPHY; ARCHITECTURE;
D O I
10.1371/journal.pcbi.1000395
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Intuitively, higher intelligence might be assumed to correspond to more efficient information transfer in the brain, but no direct evidence has been reported from the perspective of brain networks. In this study, we performed extensive analyses to test the hypothesis that individual differences in intelligence are associated with brain structural organization, and in particular that higher scores on intelligence tests are related to greater global efficiency of the brain anatomical network. We constructed binary and weighted brain anatomical networks in each of 79 healthy young adults utilizing diffusion tensor tractography and calculated topological properties of the networks using a graph theoretical method. Based on their IQ test scores, all subjects were divided into general and high intelligence groups and significantly higher global efficiencies were found in the networks of the latter group. Moreover, we showed significant correlations between IQ scores and network properties across all subjects while controlling for age and gender. Specifically, higher intelligence scores corresponded to a shorter characteristic path length and a higher global efficiency of the networks, indicating a more efficient parallel information transfer in the brain. The results were consistently observed not only in the binary but also in the weighted networks, which together provide convergent evidence for our hypothesis. Our findings suggest that the efficiency of brain structural organization may be an important biological basis for intelligence.
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页数:17
相关论文
共 83 条
[1]
A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]
Efficiency and cost of economical brain functional networks [J].
Achard, Sophie ;
Bullmore, Edward T. .
PLOS COMPUTATIONAL BIOLOGY, 2007, 3 (02) :174-183
[3]
ANDREASEN NC, 1993, AM J PSYCHIAT, V150, P130
[4]
[Anonymous], 1995, The thinking ape: Evolutionary origins of intelligence
[5]
The architecture of complex weighted networks [J].
Barrat, A ;
Barthélemy, M ;
Pastor-Satorras, R ;
Vespignani, A .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) :3747-3752
[6]
Hierarchical organization of human cortical networks in health and schizophrenia [J].
Bassett, Danielle S. ;
Bullmore, Edward T. ;
Verchinski, Beth A. ;
Mattay, Venkata S. ;
Weinberger, Daniel R. ;
Meyer-Lindenberg, Andreas .
JOURNAL OF NEUROSCIENCE, 2008, 28 (37) :9239-9248
[7]
Small-world brain networks [J].
Bassett, Danielle Smith ;
Bullmore, Edward T. .
NEUROSCIENTIST, 2006, 12 (06) :512-523
[8]
Probabilistic diffusion tractography with multiple fibre orientations: What can we gain? [J].
Behrens, T. E. J. ;
Berg, H. Johansen ;
Jbabdi, S. ;
Rushworth, M. F. S. ;
Woolrich, M. W. .
NEUROIMAGE, 2007, 34 (01) :144-155
[9]
Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging [J].
Behrens, TEJ ;
Johansen-Berg, H ;
Woolrich, MW ;
Smith, SM ;
Wheeler-Kingshott, CAM ;
Boulby, PA ;
Barker, GJ ;
Sillery, EL ;
Sheehan, K ;
Ciccarelli, O ;
Thompson, AJ ;
Brady, JM ;
Matthews, PM .
NATURE NEUROSCIENCE, 2003, 6 (07) :750-757
[10]
Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308