Article
Deep profiling of gene expression across 18 human cancers.
Nature biomedical engineering - 1 Mar 2025
Qiu Wei, Dincer Ayse B, Janizek Joseph D, Celik Safiye, Pittet Mikael J, Naxerova Kamila, Lee Su-In
Abstract excerpt
Clinical and biological information in large datasets of gene expression across cancers could be tapped with unsupervised deep learning. However, difficulties associated with biological interpretability and methodological robustness have made this impractical. Here we describe an unsupervised deep-learning framework for the generation of low-dimensional latent spaces for gene-expression data from 50,211...
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