Plasticity in deep and superficial white matter: a DTI study in world class gymnasts

被引:17
|
作者
Deng, Feng [1 ]
Zhao, Ling [1 ]
Liu, Chunlei [2 ,3 ]
Lu, Min [4 ]
Zhang, Shufei [1 ]
Huang, Huiyuan [1 ]
Chen, Lixiang [1 ]
Wu, Xiaoyan [1 ]
Niu, Chen [1 ]
He, Yuan [1 ]
Wang, Jun [5 ,6 ]
Huang, Ruiwang [1 ]
机构
[1] South China Normal Univ, Inst Brain Res & Rehabil, Guangdong Key Lab Mental Hlth & Cognit Sci, Ctr Studies Psychol Applicat,Sch Psychol, Guangzhou 510631, Guangdong, Peoples R China
[2] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[3] Univ Calif Berkeley, Helen Wills Neurosci Inst, Berkeley, CA 94720 USA
[4] Chinese Acad Sci, Inst Psychol, CAS Key Lab Mental Hlth, Beijing 100101, Peoples R China
[5] Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
[6] Beijing Normal Univ, IDG McGovern Inst Brain Res, Beijing 100875, Peoples R China
来源
BRAIN STRUCTURE & FUNCTION | 2018年 / 223卷 / 04期
基金
中国国家自然科学基金;
关键词
Neuroplasticity; Tractography; Logistic regression; Support vector machine (SVM); ASSOCIATION FIBER PATHWAYS; STRUCTURAL CONNECTIVITY; BRAIN STRUCTURE; FRONTAL-CORTEX; IN-VIVO; MYELINATION; AGE; TRACTOGRAPHY; NETWORK; YOUNG;
D O I
10.1007/s00429-017-1594-9
中图分类号
R602 [外科病理学、解剖学]; R32 [人体形态学];
学科分类号
100101 ;
摘要
Brain white matter (WM) could be generally categorized into two types, deep and superficial WM. Studies combining these two types WM are important for a better understanding of brain plasticity induced by motor training. In this study, we applied both univariate and multivariate approaches to study gymnastic training-induced plasticity in brain WM. Specifically, we acquired diffusion tensor imaging data from 13 world class gymnasts and 14 non-athlete normal controls, reconstructed brain deep and superficial WM tracts, estimated and compared their fractional anisotropy (FA) difference between the two groups. Taking FA values as the features, we applied logistic regression and support vector machine to distinguish the gymnasts from the controls. Compared to the controls, the gymnasts showed lower FA in four regional deep WM tracts, including the occipital lobe portion of left inferior fronto-occipital fasciculus (IFOF.L), occipital and temporal lobe portion of right inferior longitudinal fasciculus (ILF.R), insular cortex portion of right uncinate fasciculus (UF.R), and parietal lobe portion of right arcuate fasciculus (AF.R). Meanwhile, we found lower FA in the superficial U-shaped tracts within the frontal lobe in the gymnasts compared to the controls. In addition, we detected that mean FA in either the AF.R or the U-shaped tracts connecting the left pars triangularis and superior frontal gyrus was negatively correlated with years of training in the gymnasts. Classification analyses indicated FA in deep WM hold higher potential to distinguish the gymnasts from the controls. Overall, our findings provide a more complete picture of training-induced plasticity in brain WM.
引用
收藏
页码:1849 / 1862
页数:14
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