Small world properties changes in mild traumatic brain injury

被引:21
作者
Zhou, Yongxia [1 ]
机构
[1] NYU, Dept Radiol, Ctr Biomed Imaging, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
关键词
mild traumatic brain injury; small-world property; graph theory; diffusion tensor imaging; functional connectivity; postconcussive symptom; DIFFUSE AXONAL INJURY; FUNCTIONAL CONNECTIVITY; CORTICAL THICKNESS; GRAPH-THEORY; STRUCTURAL NETWORKS; TENSOR; DISRUPTION; DYNAMICS; METRICS;
D O I
10.1002/jmri.25548
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
PurposeTo investigate local and global efficiency changes characterized by small-world properties based on resting-state functional MRI, such as centrality and clustering coefficient, in mild traumatic brain injury (MTBI) patients; and to associate these findings with axonal injury as measured by diffusion tensor imaging (DTI) as well as with post-concussive symptom (PCS). Materials and MethodsThirty patients (mean age 3513 years) with clinically defined MTBI and 45 age-matched healthy controls (mean age 3710 years) participated in the experiments. Resting-state functional MRI was performed using gradient echo planar imaging sequence with 3 Tesla MRI scanner to obtain functional small-world networks. Out of all participants, 20 MTBI patients and 20 controls had available DTI data with three b-values (0, 500, 1000) s/mm(2) and 30 directions for diffuse axonal injury analyses. ResultsCompared with controls, MTBI patients showed lower relative betweenness centrality (P=0.01), but significantly higher clustering coefficient (P=0.04), and these two metrics correlated negatively in patients (r=-0.77; P<0.001). Regions with lower betweenness centrality (e.g., frontal and occipital) corresponded with the regions of reduced FA in patients, while global FA reduction correlated with betweenness centrality (r=0.48; P=0.03) and clustering coefficient (r=-0.46; P=0.04) in MTBI patients. In addition, there was significantly higher thalamocortical connectivity that correlated with clustering coefficient (r=0.39; P=0.03) in patients. Also, patients with higher clustering coefficient tended to have less PCS score with negative correlation (r=-0.4; P=0.04). ConclusionOur results demonstrated significant functional small-world properties changes in patients with MTBI, and suggest decreased global efficiency, possibly due to diffuse axonal injury and local network upregulation including increased thalamo-cortical connectivity. Level of Evidence: 2 Technical Efficacy: Stage 2 J. MAGN. RESON. IMAGING 2017;46:518-527
引用
收藏
页码:518 / 527
页数:10
相关论文
共 44 条
  • [21] Change of Brain Functional Connectivity in Patients With Spinal Cord Injury: Graph Theory Based Approach
    Min, Yu-Sun
    Chang, Yongmin
    Park, Jang Woo
    Lee, Jong-Min
    Cha, Jungho
    Yang, Jin-Ju
    Kim, Chul-Hyun
    Hwang, Jong-Moon
    Yoo, Ji-Na
    Jung, Tae-Du
    [J]. ANNALS OF REHABILITATION MEDICINE-ARM, 2015, 39 (03): : 374 - +
  • [22] Traumatic brain injury impairs small-world topology
    Pandit, Anand S.
    Expert, Paul
    Lambiotte, Renaud
    Bonnelle, Valerie
    Leech, Robert
    Turkheimer, Federico E.
    Sharp, David J.
    [J]. NEUROLOGY, 2013, 80 (20) : 1826 - 1833
  • [23] Using graph theory to analyze biological networks
    Pavlopoulos, Georgios A.
    Secrier, Maria
    Moschopoulos, Charalampos N.
    Soldatos, Theodoros G.
    Kossida, Sophia
    Aerts, Jan
    Schneider, Reinhard
    Bagos, Pantelis G.
    [J]. BIODATA MINING, 2011, 4
  • [24] Reduced specialized processing in psychotic disorder: a graph theoretical analysis of cerebral functional connectivity
    Peeters, Sanne C. T.
    Gronenschild, Ed H. B. M.
    van Amelsvoort, Therese
    van Os, Jim
    Marcelis, Machteld
    [J]. BRAIN AND BEHAVIOR, 2016, 6 (09):
  • [25] Pontifex MB, 2012, RES Q EXERCISE SPORT, V83, P553
  • [26] Loss of 'Small-World' Networks in Alzheimer's Disease: Graph Analysis of fMRI Resting-State Functional Connectivity
    Sanz-Arigita, Ernesto J.
    Schoonheim, Menno M.
    Damoiseaux, Jessica S.
    Rombouts, Serge A. R. B.
    Maris, Erik
    Barkhof, Frederik
    Scheltens, Philip
    Stam, Cornelis J.
    [J]. PLOS ONE, 2010, 5 (11):
  • [27] Diffusion Tensor Tractography Reveals Disrupted Topological Efficiency in White Matter Structural Networks in Multiple Sclerosis
    Shu, Ni
    Liu, Yaou
    Li, Kuncheng
    Duan, Yunyun
    Wang, Jun
    Yu, Chunshui
    Dong, Huiqing
    Ye, Jing
    He, Yong
    [J]. CEREBRAL CORTEX, 2011, 21 (11) : 2565 - 2577
  • [28] Silver J.M., 2011, Textbook of traumatic brain injury
  • [29] Investigations on Alterations of Hippocampal Circuit Function Following Mild Traumatic Brain Injury
    Smith, Colin J.
    Johnson, Brian N.
    Elkind, Jaclynn A.
    See, Jill M.
    Xiong, Guoxiang
    Cohen, Akiva S.
    [J]. JOVE-JOURNAL OF VISUALIZED EXPERIMENTS, 2012, (69): : e4411
  • [30] Diffuse axonal injury in head trauma
    Smith, DH
    Meaney, DF
    Shull, WH
    [J]. JOURNAL OF HEAD TRAUMA REHABILITATION, 2003, 18 (04) : 307 - 316