TY - JOUR
T1 - The trend of disruption in the functional brain network topology of Alzheimer’s disease
AU - Fathian, Alireza
AU - Jamali, Yousef
AU - Raoufy, Mohammad Reza
AU - Weiner, Michael W.
AU - Schuf, Norbert
AU - Rosen, Howard J.
AU - Miller, Bruce L.
AU - Neylan, Thomas
AU - Hayes, Jacqueline
AU - Finley, Shannon
AU - Aisen, Paul
AU - Khachaturian, Zaven
AU - Thomas, Ronald G.
AU - Donohue, Michael
AU - Walter, Sarah
AU - Gessert, Devon
AU - Sather, Tamie
AU - Jiminez, Gus
AU - Thal, Leon
AU - Brewer, James
AU - Vanderswag, Helen
AU - Fleisher, Adam
AU - Davis, Melissa
AU - Morrison, Rosemary
AU - Petersen, Ronald
AU - Jack, Cliford R.
AU - Bernstein, Matthew
AU - Borowski, Bret
AU - Gunter, Jef
AU - Senjem, Matt
AU - Vemuri, Prashanthi
AU - Jones, David
AU - Kantarci, Kejal
AU - Ward, Chad
AU - Mason, Sara S.
AU - Albers, Colleen S.
AU - Knopman, David
AU - Johnson, Kris
AU - Jagust, William
AU - Landau, Susan
AU - Trojanowki, John Q.
AU - Shaw, Leslie M.
AU - Lee, Virginia
AU - Korecka, Magdalena
AU - Figurski, Michal
AU - Arnold, Steven E.
AU - Karlawish, Jason H.
AU - Wolk, David
AU - Jicha, Greg
AU - King, Richard
N1 - Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12
Y1 - 2022/12
N2 - Alzheimer’s disease (AD) is a progressive disorder associated with cognitive dysfunction that alters the brain’s functional connectivity. Assessing these alterations has become a topic of increasing interest. However, a few studies have examined different stages of AD from a complex network perspective that cover different topological scales. This study used resting state fMRI data to analyze the trend of functional connectivity alterations from a cognitively normal (CN) state through early and late mild cognitive impairment (EMCI and LMCI) and to Alzheimer’s disease. The analyses had been done at the local (hubs and activated links and areas), meso (clustering, assortativity, and rich-club), and global (small-world, small-worldness, and efficiency) topological scales. The results showed that the trends of changes in the topological architecture of the functional brain network were not entirely proportional to the AD progression. There were network characteristics that have changed non-linearly regarding the disease progression, especially at the earliest stage of the disease, i.e., EMCI. Further, it has been indicated that the diseased groups engaged somatomotor, frontoparietal, and default mode modules compared to the CN group. The diseased groups also shifted the functional network towards more random architecture. In the end, the methods introduced in this paper enable us to gain an extensive understanding of the pathological changes of the AD process.
AB - Alzheimer’s disease (AD) is a progressive disorder associated with cognitive dysfunction that alters the brain’s functional connectivity. Assessing these alterations has become a topic of increasing interest. However, a few studies have examined different stages of AD from a complex network perspective that cover different topological scales. This study used resting state fMRI data to analyze the trend of functional connectivity alterations from a cognitively normal (CN) state through early and late mild cognitive impairment (EMCI and LMCI) and to Alzheimer’s disease. The analyses had been done at the local (hubs and activated links and areas), meso (clustering, assortativity, and rich-club), and global (small-world, small-worldness, and efficiency) topological scales. The results showed that the trends of changes in the topological architecture of the functional brain network were not entirely proportional to the AD progression. There were network characteristics that have changed non-linearly regarding the disease progression, especially at the earliest stage of the disease, i.e., EMCI. Further, it has been indicated that the diseased groups engaged somatomotor, frontoparietal, and default mode modules compared to the CN group. The diseased groups also shifted the functional network towards more random architecture. In the end, the methods introduced in this paper enable us to gain an extensive understanding of the pathological changes of the AD process.
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U2 - 10.1038/s41598-022-18987-y
DO - 10.1038/s41598-022-18987-y
M3 - Article
C2 - 36056059
AN - SCOPUS:85137169860
SN - 2045-2322
VL - 12
JO - Scientific Reports
JF - Scientific Reports
IS - 1
M1 - 14998
ER -