DocumentCode :
724876
Title :
Spectral graph theory and graph energy metrics show evidence for the alzheimer´s disease disconnection syndrome in APOE-4 risk gene carriers
Author :
Daianu, Madelaine ; Mezher, Adam ; Jahanshad, Neda ; Hibar, Derrek P. ; Nir, Talia M. ; Jack, Clifford R. ; Weiner, Michael W. ; Bernstein, Matt A. ; Thompson, Paul M.
Author_Institution :
Imaging Genetics Center, Univ. of Southern California, Marina del Rey, CA, USA
fYear :
2015
fDate :
16-19 April 2015
Firstpage :
458
Lastpage :
461
Abstract :
Our understanding of network breakdown in Alzheimer´s disease (AD) is likely to be enhanced through advanced mathematical descriptors. Here, we applied spectral graph theory to provide novel metrics of structural connectivity based on 3-Tesla diffusion weighted images in 42 AD patients and 50 healthy controls. We reconstructed connectivity networks using whole-brain tractography and examined, for the first time here, cortical disconnection based on the graph energy and spectrum. We further assessed supporting metrics - link density and nodal strength - to better interpret our results. Metrics were analyzed in relation to the well-known APOE-4 genetic risk factor for late-onset AD. The number of disconnected cortical regions increased with the number of copies of the APOE-4 risk gene in people with AD. Each additional copy of the APOE-4 risk gene may lead to more dysfunctional networks with weakened or abnormal connections, providing evidence for the previously hypothesized “disconnection syndrome”.
Keywords :
biodiffusion; biomedical MRI; brain; diseases; genetics; graph theory; image reconstruction; medical disorders; medical image processing; neurophysiology; APOE-4 genetic risk factor; APOE-4 risk gene carriers; Alzheimer´s disease disconnection syndrome; abnormal connections; advanced mathematical descriptors; connectivity network reconstruction; cortical disconnection; diffusion weighted images; disconnected cortical regions; dysfunctional networks; graph energy metrics; graph spectrum; late-onset AD; link density; magnetic flux density 3 T; network breakdown; nodal strength; spectral graph theory; structural connectivity; weakened connections; whole-brain tractography; Alzheimer´s disease; Genetics; Graph theory; Measurement; Optical fiber networks; Optical fiber theory; APOE-4; Alzheimer´s disease; disconnection syndrome; energy; graph spectrum;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
Type :
conf
DOI :
10.1109/ISBI.2015.7163910
Filename :
7163910
Link To Document :
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