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MultiGATAE: A Novel Cancer Subtype Identification Method Based on Multi-Omics and Attention Mechanism

Ge Zhang, Zhen Peng, Chaokun Yan, Jianlin Wang, Junwei Luo, Huimin Luo
2022 Frontiers in Genetics  
We first used similarity network fusion to integrate multi-omics data to construct a similarity graph.  ...  In this work, we propose a deep learning method which is based on multi-omics and attention mechanism to effectively identify cancer subtypes.  ...  HL and JL analyzed the data. GZ and ZP wrote the manuscript. CY and JW supervised the whole study process and revised the manuscript.  ... 
doi:10.3389/fgene.2022.855629 pmid:35391797 pmcid:PMC8979770 fatcat:v5cs2wle6zcxxox6aewnnni2ku

2020 Index IEEE/ACM Transactions on Computational Biology and Bioinformatics Vol. 17

2021 IEEE/ACM Transactions on Computational Biology & Bioinformatics  
., +, TCBB March-April 2020 704-711 Pancreas Data-Driven Robust Control for a Closed-Loop Artificial Pancreas. 1981 -1993  ...  -Feb. 2020 189-197 MCNF: A Novel Method for Cancer Subtyping by Integrating Multi-Omics and Clinical Data. Zhao, L., +, TCBB Sept.  ...  -Oct. 2020 1729-1740 A Khan, A., +, TCBB July-Aug. 2020 1290-1302 MCNF: A Novel Method for Cancer Subtyping by Integrating Multi-Omics and Clinical Data. Zhao, L., +, TCBB Sept.  ... 
doi:10.1109/tcbb.2020.3047571 fatcat:x3kmrpexsve6bnjtd3dh6ntkyy