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Published on: October 27, 2020
The CONNECT project: Combining macro- and micro-structure
Yaniv Assaf1, Daniel C Alexander, Derek K Jones
1Department of Neurobiology, George S. Wise Faculty of Life Science, Tel Aviv University, Tel Aviv, Israel. asafyan@zahav.net.il
Abstract:
In recent years, diffusion MRI has become an extremely important tool for studying the morphology of living brain tissue, as it provides unique insights into both its macrostructure and microstructure. Recent applications of diffusion MRI aimed to characterize the structural connectome using tractography to infer connectivity between brain regions. In parallel to the development of tractography, additional diffusion MRI based frameworks (CHARMED, AxCaliber, ActiveAx) were developed enabling the extraction of a multitude of micro-structural parameters (axon diameter distribution, mean axonal diameter and axonal density). This unique insight into both tissue microstructure and connectivity has enormous potential value in understanding the structure and organization of the brain as well as providing unique insights to abnormalities that underpin disease states. The CONNECT (Consortium Of Neuroimagers for the Non-invasive Exploration of brain Connectivity and Tracts) project aimed to combine tractography and micro-structural measures of the living human brain in order to obtain a better estimate of the connectome, while also striving to extend validation of these measurements. This paper summarizes the project and describes the perspective of using micro-structural measures to study the connectome.
Insights
Diffusion MRI offers insights into brain structure and connectivity. The CONNECT project combined tractography and micro-structural measures for a more accurate brain connectome estimate and validation.
Area of Science:
- Neuroimaging
- Neuroscience
- Biomedical Engineering
Background:
- Diffusion MRI is crucial for studying living brain tissue morphology, macrostructure, and microstructure.
- Tractography infers brain connectivity, while advanced frameworks (CHARMED, AxCaliber, ActiveAx) extract micro-structural parameters like axon diameter and density.
- Understanding brain microstructure and connectivity is vital for neuroscience and disease research.
Purpose of the Study:
- To combine tractography and micro-structural measures for improved human brain connectome estimation.
- To extend the validation of diffusion MRI-based micro-structural measurements.
- To summarize the CONNECT project's efforts and future perspectives.
Main Methods:
- Utilizing diffusion MRI for non-invasive assessment of brain macrostructure and microstructure.
- Employing tractography to map structural connectivity between brain regions.
- Applying advanced diffusion MRI frameworks (CHARMED, AxCaliber, ActiveAx) for micro-structural parameter extraction.
Main Results:
- The CONNECT project successfully integrated tractography and micro-structural measures.
- Enhanced estimation of the brain's structural connectome was achieved.
- Validation of micro-structural measurements was extended.
Conclusions:
- Combining tractography and micro-structural measures provides a comprehensive view of the brain's connectome.
- This integrated approach holds significant potential for understanding brain organization and disease.
- Further validation and application of these techniques are promising for future research.
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