GRAND: Unbiased Connectome Atlas of Brain Network by Groupwise Graph Shrinkage and Network Diffusion

Author(s):  
Guorong Wu ◽  
Brent Munsell ◽  
Paul Laurienti ◽  
Moo K. Chung
2020 ◽  
Vol 14 ◽  
Author(s):  
Amelie Schäfer ◽  
Elizabeth C. Mormino ◽  
Ellen Kuhl

Alzheimer's disease is associated with the cerebral accumulation of neurofibrillary tangles of hyperphosphorylated tau protein. The progressive occurrence of tau aggregates in different brain regions is closely related to neurodegeneration and cognitive impairment. However, our current understanding of tau propagation relies almost exclusively on postmortem histopathology, and the precise propagation dynamics of misfolded tau in the living brain remain poorly understood. Here we combine longitudinal positron emission tomography and dynamic network modeling to test the hypothesis that misfolded tau propagates preferably along neuronal connections. We follow 46 subjects for three or four annual positron emission tomography scans and compare their pathological tau profiles against brain network models of intracellular and extracellular spreading. For each subject, we identify a personalized set of model parameters that characterizes the individual progression of pathological tau. Across all subjects, the mean protein production rate was 0.21 ± 0.15 and the intracellular diffusion coefficient was 0.34 ± 0.43. Our network diffusion model can serve as a tool to detect non-clinical symptoms at an earlier stage and make informed predictions about the timeline of neurodegeneration on an individual personalized basis.


2021 ◽  
Author(s):  
Paul J Thomas ◽  
Alex Leow ◽  
Heide Klumpp ◽  
K. Luan Phan ◽  
Olusola Ajilore

Network diffusion models are a common and powerful way to study the propagation of information through a complex system, they and offer straightforward approaches for studying multimodal brain network data. We developed an analytic framework to identify brain subnetworks with impaired information diffusion capacity using the structural basis that best maps to resting state functional connectivity and applied it towards a heterogeneous internalizing psychopathology (IP) cohort. This research provides preliminary evidence of a transdiagnostic deficit characterized by information diffusion impairment of the right area 8BM, a key brain region involved in organizing a broad spectrum of cognitive tasks, that may underlie previously reported dysfunction of multiple brain circuits in the IPs. We also demonstrate that models of neuromodulation involving targeting this brain region normalize IP diffusion dynamics towards those of healthy controls. These analyses provide a framework for multimodal methods that identity diffusion disrupted subnetworks and potential targets for neuromodulatory intervention based on previously well-characterized methodology.


2013 ◽  
Author(s):  
R. J. Elbin ◽  
Anthony P. Kontos ◽  
Jennine Wedge ◽  
Aiobheann Cline ◽  
Scott Dakan ◽  
...  

2019 ◽  
Author(s):  
N Apetz ◽  
B Neumaier ◽  
A Drzezga ◽  
L Timmermann ◽  
H Endepols
Keyword(s):  

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