Modeling Spatial Omics and Cellular Niches with Graph Neural Networks

Modeling Spatial Omics and Cellular Niches with Graph Neural Networks

Computational Genomics Summer Institute CGSI via YouTube Direct link

Introduction

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1 of 21

Introduction

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Classroom Contents

Modeling Spatial Omics and Cellular Niches with Graph Neural Networks

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  1. 1 Introduction
  2. 2 Single cell analysis
  3. 3 Spatial proteomics
  4. 4 Measuring spatial omics
  5. 5 Imaging spatial omics
  6. 6 Modeling spatial omics
  7. 7 Space GM
  8. 8 Representation Learning
  9. 9 Message Passing Walkthrough
  10. 10 Capturing 2D Slices
  11. 11 Clustering
  12. 12 Case Study
  13. 13 Spatial Clusters
  14. 14 Coherence
  15. 15 Overall Framework
  16. 16 Training the Model
  17. 17 Generalizing the Model
  18. 18 Workflow Summary
  19. 19 Subcellular Morphologies
  20. 20 Generating Synthetic Data
  21. 21 Summary

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