Article
Interpretable Fine-Grained Phenotypes of Subcellular Dynamics via Unsupervised Deep Learning.
Advanced science (Weinheim, Baden-Wurttemberg, Germany) - 1 Nov 2024
Wang Chuangqi, Choi Hee June, Woodbury Lucy, Lee Kwonmoo
Abstract excerpt
Uncovering fine-grained phenotypes of live cell dynamics is pivotal for a comprehensive understanding of the heterogeneity in healthy and diseased biological processes. However, this endeavor poses significant technical challenges for unsupervised machine learning, requiring the extraction of features that not only faithfully preserve this heterogeneity but also effectively discriminate between established...
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