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Abstract #0962

Tackling the gyral bias and bottleneck problems with hybrid diffusion-microscopy tractography in the BigMac dataset

Silei Zhu1, Istvan N. Huszar1, Nicole Eichert1, Michiel Cottaar1, Greg Daubney2, Alexandre Khrapitchev3, Rogier B. Mars1,4, Jeroen Mollink1, Connor Scott5, Adele Smart1,5, Jerome Sallet2, Saad Jbabdi1, Karla Miller*1, and Amy Howard*1
1Wellcome Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom, 2Wellcome Centre for Integrative Neuroimaging, Experimental Psychology, University of Oxford, Oxford, United Kingdom, 3Department of Oncology, University of Oxford, Oxford, United Kingdom, 4Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Nijmegen, Netherlands, 5Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom

Synopsis

Keywords: Tractography & Fibre Modelling, Multimodal, diffusion MRI, microscopy

We present data fusion combining precisely co-registered dMRI and microscopy to reconstruct 3D fibre orientation with micron-scale spatial resolution. We then perform hybrid dMRI-microscopy tractography to investigate two known challenges in tractography: the gyral bias and bottleneck problems. Our results using hybrid tractography suggest that the gyral bias can be overcome by increased spatial resolution, and that microstructure-informed fibre orientations can overcome the bottleneck problem, irrespective of spatial resolution. These observations can be used to inform tractography analyses in vivo. This approach builds on the complementary strengths of microscopy (high spatial resolution) and dMRI (3D whole-brain coverage).

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