The Connectomes: Methods of White Matter Tractography and Contributions of Resting State fMRI
Autor: | Nagesh Adluru, Jason F. Moody, Andrew L. Alexander, Aaron S. Field |
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Rok vydání: | 2021 |
Předmět: |
White matter tractography
Resting state fMRI Artificial neural network Traumatic brain injury business.industry Brain Cognition medicine.disease Magnetic Resonance Imaging White Matter Diffusion Tensor Imaging Neuroimaging Neuroplasticity Neural Pathways medicine Connectome Humans Radiology Nuclear Medicine and imaging Nerve Net business Neuroscience |
Zdroj: | Seminars in ultrasound, CT, and MR. 42(5) |
ISSN: | 1558-5034 |
Popis: | A comprehensive mapping of the structural and functional circuitry of the brain is a major unresolved problem in contemporary neuroimaging research. Diffusion-weighted and functional MRI have provided investigators with the capability to assess structural and functional connectivity in-vivo, driven primarily by methods of white matter tractography and resting-state fMRI, respectively. These techniques have paved the way for the construction of the functional and structural connectomes, which are quantitative representations of brain architecture as neural networks, comprised of nodes and edges. The connectomes, typically depicted as matrices or graphs, possess topological properties that inherently characterize the strength, efficiency, and organization of the connections between distinct brain regions. Graph theory, a general mathematical framework for analyzing networks, can be implemented to derive metrics from the connectomes that are sensitive to changes in brain connectivity associated with age, sex, cognitive function, and disease. These quantities can be assessed at either the global (whole brain) or local levels, allowing for the identification of distinct regional connectivity hubs and associated localized brain networks, which together serve crucial roles in establishing the structural and functional architecture of the brain. As a result, structural and functional connectomes have each been employed to study the brain circuitry underlying early brain development, neuroplasticity, developmental disorders, psychopathology, epilepsy, aging, neurodegenerative disorders, and traumatic brain injury. While these studies have yielded important insights into brain structure, function, and pathology, a precise description of the innate relationship between functional and structural networks across the brain remains unachieved. To date, connectome research has merely scratched the surface of potential clinical applications and related characterizations of brain-wide connectivity. Continued advances in diffusion and functional MRI acquisition, the delineation of functional and structural networks, and the quantification of neural network properties in specific brain regions, will be invaluable to future progress in neuroimaging science. |
Databáze: | OpenAIRE |
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