bioRxivNeurosciencePreprint
Mapping polarization-sensitive optical coherence tomography and ultra-high-field diffusion MRI in the macaque brain
Pramod Kumar PisharadyiD, Marilyn Yeatts, Hamza FarooqiD, Matthew D. JohnsoniD, Noam HareliD, Steen MoelleriD, Jan ZimmermanniD, Essa S. YacoubiD, Kǎmil UǧurbiliD, Sarah R. HeilbronneriD, Christophe LengletiD, Taner AkkiniD
Abstract
This paper provides comparisons between microstructure and two-dimensional fiber orientations measured optically using polarization sensitive optical coherence tomography (PS-OCT) and those estimated from ultra-high-field diffusion MRI (dMRI) at 10.5T in the macaque brain. The PS-OCT imaging is done at an in-plane resolution of [~]10 microns in and around the thalamus. Whole brain dMRI is acquired at an isotropic resolution of 0.75 mm. We provide comparisons between cross-polarization and optical orientation from PS-OCT with the fractional anisotropy and two-dimensional orientations extracted from dMRI using a diffusion tensor model. The orientations from PS-OCT are also extracted computationally using a structure tensor. Additionally, we demonstrate the utility of mesoscale, PS-OCT imaging in improving the MRI resolution by learning the mapping between these contrasts using a super-resolution Generative Adversarial Network.
- organism: mouse
- assay: imaging
- research focus: benchmarking
- approach: statistical model
- approach: deep learning
- Citations
- 0
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