Multi-omics & Deep learning

文章阅读笔记

• MOGONET integrates multi-omics data using graph convolutional networks allowing patient classification and biomarker identification
  MOGONET：使用图卷积网络集成多组学数据，实现对患者分类和生物标志物的识别
  nature communications
  

• Similarity-driven multi-view embeddings from high-dimensional biomedical data
  SiMLR:来自高维生物医学数据的相似性驱动的多视图嵌入
  nature computational science
  

• A Variational Information Bottleneck Approach to Multi-Omics Data Integration
  多组学数据集成的变分信息瓶颈方法
  Proceedings of The 24th International Conference on Artificial Intelligence and Statistics, PMLR
  

• AggMapNet:enhanced and explainable low-sampleomics deep learning with feature-aggregatedmulti-channelnetworks
  AggMapNet：使用特征聚合的多通道网络增强和可解释的低样本组学深度学习
  Nucleic Acids Research
  

• iSOM-GSN: an integrative approach fortransforming multi-omic data into gene similaritynetworks via self-organizing maps
  iSOM-GSN：一种通过自组织图将多组学数据转化为基因相似性网络的综合方法
  Bioinformatics
  

• CustOmics: A versatile deep-learning basedstrategy for multi-omics integration
  Customics：一种基于深度学习的多组学集成策略
  PLOS COMPUTATIONAL BIOLOGY