Article
Analysis of TEM micrographs with deep learning reveals APOE genotype-specific associations between HDL particle diameter and Alzheimer's dementia.
Cell reports methods - 27 Jan 2025
Zheng Jack Jingyuan, Hong Brian Vannak, Agus Joanne K, Tang Xinyu, Guo Fei, Lebrilla Carlito B, Maezawa Izumi, Jin Lee-Way, Vreeland Wyatt N, Ripple Dean C, Zivkovic Angela M
Abstract excerpt
High-density lipoprotein (HDL) particle diameter distribution is informative in the diagnosis of many conditions, including Alzheimer's disease (AD). However, obtaining an accurate HDL size measurement is challenging. We demonstrated the utility of measuring the diameter of more than 1,800,000 HDL particles with the deep learning model YOLOv7 (you only look once) from micrographs of 183 HDL samples, including...
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