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Vessel tech: a high-accuracy pipeline for comprehensive mouse retinal vasculature characterization.

Xuelin WangGuofu ZhuShumin WangJordan RhenJinjiang PangZhengwu Zhang
Published in: Angiogenesis (2020)
Mouse retinal vasculature is a well-recognized and commonly used animal model for angiogenesis and microvascular remodeling. Morphological features of retinal vasculature reflect the vessel's biological functions, and are critical in understanding the physiological and pathological process of vascular development and disease. Here we developed a comprehensive software, Vessel Tech, using retinal vasculature images of postnatal mice. This pipeline can automatically process retinal vascular images, reconstruct vessel network with high accuracy and assess global and local vascular characteristics based on the recent machine-learning techniques. The development of Vessel Tech provides a powerful tool for vascular biologists.
Keyphrases
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  • machine learning
  • optic nerve
  • deep learning
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  • high fat diet induced