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Multimodal image registration and connectivity analysis for integration of connectomic data from microscopy to MRI
- Source :
- Nature Communications, Vol 10, Iss 1, Pp 1-17 (2019), Nature Communications
- Publication Year :
- 2019
- Publisher :
- Nature Publishing Group, 2019.
-
Abstract
- 3D histology, slice-based connectivity atlases, and diffusion MRI are common techniques to map brain wiring. While there are many modality-specific tools to process these data, there is a lack of integration across modalities. We develop an automated resource that combines histologically cleared volumes with connectivity atlases and MRI, enabling the analysis of histological features across multiple fiber tracts and networks, and their correlation with in-vivo biomarkers. We apply our pipeline in a murine stroke model, demonstrating not only strong correspondence between MRI abnormalities and CLARITY-tissue staining, but also uncovering acute cellular effects in areas connected to the ischemic core. We provide improved maps of connectivity by quantifying projection terminals from CLARITY viral injections, and integrate diffusion MRI with CLARITY viral tracing to compare connectivity maps across scales. Finally, we demonstrate tract-level histological changes of stroke through this multimodal integration. This resource can propel investigations of network alterations underlying neurological disorders.<br />Many approaches exist to process data from individual imaging modalities, but integrating them is challenging. The authors develop an automated resource that enables co-registered network- and tract-level analysis of macroscopic in-vivo imaging and microscopic imaging of cleared tissue.
- Subjects :
- 0301 basic medicine
Computer science
ComputingMethodologies_SIMULATIONANDMODELING
Science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
General Physics and Astronomy
Image processing
Tracing
Neural circuits
General Biochemistry, Genetics and Molecular Biology
Article
03 medical and health sciences
Automation
0302 clinical medicine
Computational platforms and environments
medicine
Connectome
Image Processing, Computer-Assisted
Animals
lcsh:Science
Microscopy
Multidisciplinary
Modalities
medicine.diagnostic_test
business.industry
Reproducibility of Results
Magnetic resonance imaging
Pattern recognition
Infarction, Middle Cerebral Artery
General Chemistry
Magnetic Resonance Imaging
Axons
3. Good health
Mice, Inbred C57BL
Stroke
Disease Models, Animal
030104 developmental biology
Diffusion tensor imaging
Multimodal image
Microscopic imaging
lcsh:Q
Artificial intelligence
business
030217 neurology & neurosurgery
Software
Neurological disorders
Diffusion MRI
Subjects
Details
- Language :
- English
- ISSN :
- 20411723
- Volume :
- 10
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Nature Communications
- Accession number :
- edsair.doi.dedup.....6546e9a92eef626947fc260103c413bf
- Full Text :
- https://doi.org/10.1038/s41467-019-13374-0