2024 updated single-cell guide - Part 2: RNA Integration and annotation
In this video I integrate the single-cell RNA data together with scVI and use multiple methods of label transfer from reference datasets. I then verify and annotate the individual clusters using known marker genes. This video covers advanced analysis steps, such as tuning hyperparameters in our scVI model, making custom reference datasets, and more.
Main notebook:
https://github.com/mousepixels/sanbomics_scripts/blob/main/sc2024/annotation_integration.ipynb
Example of bad mapping:
https://github.com/mousepixels/sanbomics_scripts/blob/main/sc2024/bad_mapping.ipynb
Part 1:
https://youtu.be/cmOlCTGX4Ik0:00 Celltypist transfer
13:49 scVI transfer
21:13 Integration
29:22 Dim reduction
34:00 Annotation