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Diagnostic Evidence GAuge of Single cells (DEGAS): a flexible deep transfer learning framework for prioritizing cells in relation to disease
We propose DEGAS (Diagnostic Evidence GAuge of Single cells), a novel deep transfer learning framework, to transfer disease information from patients to cells. We call such transferrable information “impressions,” which allow individual cells to be associated with disease attributes like diagnosis,...
Autores principales: | Johnson, Travis S., Yu, Christina Y., Huang, Zhi, Xu, Siwen, Wang, Tongxin, Dong, Chuanpeng, Shao, Wei, Zaid, Mohammad Abu, Huang, Xiaoqing, Wang, Yijie, Bartlett, Christopher, Zhang, Yan, Walker, Brian A., Liu, Yunlong, Huang, Kun, Zhang, Jie |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8808996/ https://www.ncbi.nlm.nih.gov/pubmed/35105355 http://dx.doi.org/10.1186/s13073-022-01012-2 |
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