EXPLORING HERITABILITY OF FUNCTIONAL BRAIN NETWORKS WITH INEXACT GRAPH MATCHING

被引：0

作者：

Ktena, Sofia Ira ^{[1
]}

Arslan, Salim ^{[1
]}

Parisot, Sarah ^{[1
]}

Rueckert, Daniel ^{[1
]}

机构：

[1] Imperial Coll London, Biomed Image Anal Grp, London, England

来源：

2017 IEEE 14TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2017) | 2017年

关键词：

functional brain connectivity; twin study; graph matching; HUMAN CONNECTOME; CONNECTIVITY; ARCHITECTURE;

D O I：

暂无

中图分类号：

Q5 [生物化学];

学科分类号：

071010 ; 081704 ;

摘要：

Data-driven brain parcellations aim to provide a more accurate representation of an individual's functional connectivity, since they are able to capture individual variability that arises due to development or disease. This renders comparisons between the emerging brain connectivity networks more challenging, since correspondences between their elements are not preserved. Unveiling these correspondences is of major importance to keep track of local functional connectivity changes. We propose a novel method based on graph edit distance for the comparison of brain graphs directly in their domain, that can accurately reflect similarities between individual networks while providing the network element correspondences. This method is validated on a dataset of 116 twin subjects provided by the Human Connectome Project.

引用

页码：354 / 357

页数：4

共 17 条

[1]

Arslan Salim, 2015, Inf Process Med Imaging, V24, P85, DOI 10.1007/978-3-319-19992-4_7

[2] FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].

BISWAL, B ;

YETKIN, FZ ;

HAUGHTON, VM ;

HYDE, JS .

MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541

[3] Heritability of Structural Brain Network Topology: A DTI Study of 156 Twins [J].

Bohlken, Marc M. ;

Mandl, Rene C. W. ;

Brouwer, Rachel M. ;

van den Heuvel, Martijn P. ;

Hedman, Anna M. ;

Kahn, Rene S. ;

Pol, Hilleke E. Hulshoff .

HUMAN BRAIN MAPPING, 2014, 35 (10) :5295-5305

[4] Genetic Influences on Resting-State Functional Networks: A Twin Study [J].

Fu, Yixiao ;

Ma, Zhiwei ;

Hamilton, Christina ;

Liang, Zhifeng ;

Hou, Xiao ;

Ma, Xingshun ;

Hu, Xiaomei ;

He, Qian ;

Deng, Wei ;

Wang, Yingcheng ;

Zhao, Liansheng ;

Meng, Huaqing ;

Li, Tao ;

Zhang, Nanyin .

HUMAN BRAIN MAPPING, 2015, 36 (10) :3959-3972

[5] The minimal preprocessing pipelines for the Human Connectome Project [J].

Glasser, Matthew F. ;

Sotiropoulos, Stamatios N. ;

Wilson, J. Anthony ;

Coalson, Timothy S. ;

Fischl, Bruce ;

Andersson, Jesper L. ;

Xu, Junqian ;

Jbabdi, Saad ;

Webster, Matthew ;

Polimeni, Jonathan R. ;

Van Essen, David C. ;

Jenkinson, Mark .

NEUROIMAGE, 2013, 80 :105-124

[6] Brain Anatomical Network and Intelligence [J].

Li, Yonghui ;

Liu, Yong ;

Li, Jun ;

Qin, Wen ;

Li, Kuncheng ;

Yu, Chunshui ;

Jiang, Tianzi .

PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (05)

[7]

Parisot Sarah, 2016, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016. 19th International Conference. Proceedings: LNCS 9900, P148, DOI 10.1007/978-3-319-46720-7_18

[8]

Riesen K, 2007, LECT NOTES COMPUT SC, V4538, P1

[9] Complex network measures of brain connectivity: Uses and interpretations [J].

Rubinov, Mikail ;

Sporns, Olaf .

NEUROIMAGE, 2010, 52 (03) :1059-1069

[10] Neurophysiological architecture of functional magnetic resonance images of human brain [J].

Salvador, R ;

Suckling, J ;

Coleman, MR ;

Pickard, JD ;

Menon, D ;

Bullmore, ET .

CEREBRAL CORTEX, 2005, 15 (09) :1332-1342

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