Fully automated dual-resolution serial optical coherence tomography aimed at diffusion MRI validation in whole mouse brains.
Joël LefebvrePatrick Delafontaine MartelPhilippe PouliotHélène GirouardMaxime DescoteauxFrédéric LesagePublished in: Neurophotonics (2018)
An automated dual-resolution serial optical coherence tomography (2R-SOCT) scanner is developed. The serial histology system combines a low-resolution ( 25 μ m / voxel ) 3 × OCT with a high-resolution ( 1.5 μ m / voxel ) 40 × OCT to acquire whole mouse brains at low resolution and to target specific regions of interest (ROIs) at high resolution. The 40 × ROIs positions are selected either manually by the microscope operator or using an automated ROI positioning selection algorithm. Additionally, a multimodal and multiresolution registration pipeline is developed in order to align the 2R-SOCT data onto diffusion MRI (dMRI) data acquired in the same ex vivo mouse brains prior to automated histology. Using this imaging system, 3 whole mouse brains are imaged, and 250 high-resolution 40 × three-dimensional ROIs are acquired. The capability of this system to perform multimodal imaging studies is demonstrated by labeling the ROIs using a mouse brain atlas and by categorizing the ROIs based on their associated dMRI measures. This reveals a good correspondence of the tissue microstructure imaged by the high-resolution OCT with various dMRI measures such as fractional anisotropy, number of fiber orientations, apparent fiber density, orientation dispersion, and intracellular volume fraction.
Keyphrases
- high resolution
- optical coherence tomography
- diabetic retinopathy
- machine learning
- mass spectrometry
- deep learning
- single molecule
- magnetic resonance imaging
- optic nerve
- contrast enhanced
- electronic health record
- tandem mass spectrometry
- diffusion weighted imaging
- pain management
- white matter
- single cell
- multiple sclerosis
- magnetic resonance
- photodynamic therapy
- data analysis
- artificial intelligence