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Medical Pathology

Division of Internal Medicine Faculty Papers & Presentations

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Image Segmentation For Neuroscience: Lymphatics, Nazia Tabassum, Jie Wang, Michael Ferguson, Jasmin Herz, Michael Dong, Antoine Louveau, Jonathan Kipnis, Scott Thomas Acton Jul 2021

Image Segmentation For Neuroscience: Lymphatics, Nazia Tabassum, Jie Wang, Michael Ferguson, Jasmin Herz, Michael Dong, Antoine Louveau, Jonathan Kipnis, Scott Thomas Acton

Division of Internal Medicine Faculty Papers & Presentations

A recent discovery in neuroscience prompts the need for innovation in image analysis. Neuroscientists have discovered the existence of meningeal lymphatic vessels in the brain and have shown their importance in preventing cognitive decline in mouse models of Alzheimer s disease. With age, lymphatic vessels narrow and poorly drain cerebrospinal fluid, leading to plaque accumulation, a marker for Alzheimer s disease. The detection of vessel boundaries and width are performed by hand in current practice and thereby suffer from high error rates and potential observer bias. The existing vessel segmentation methods are dependent on user-defined initialization, which is time-consuming and …