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Joint analysis of expression levels and histological images identifies genes associated with tissue morphology
Histopathological images are used to characterize complex phenotypes such as tumor stage. Our goal is to associate features of stained tissue images with high-dimensional genomic markers. We use convolutional autoencoders and sparse canonical correlation analysis (CCA) on paired histological images...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7952575/ https://www.ncbi.nlm.nih.gov/pubmed/33707455 http://dx.doi.org/10.1038/s41467-021-21727-x |