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OmiSuite

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A Comprehensive Toolbox for Deep Learning-based Multi-omics Data Analysis

Xiaoyu Zhang (x.zhang18@imperial.ac.uk)

Data Science Institute, Imperial College London

Introduction

OmiSuite is a comprehensive toolbox for deep learning-based multi-omics data analysis, which comprised of four components:

  • OmiVAE: Integrated Multi-omics Classification using Variational Autoencoders
  • OmiEmbed: A Unified Multi-task Deep Learning Framework for Multi-omics Data
  • XOmiVAE: An Interpretable Deep Learning Framework for Cancer Classification using High-dimensional Omics Data
  • OmiTrans: The FIRST GANs-based Omics-to-omics Translation Framework