Data used for the analysis comes from a study by Frangieh et al. [1].
.
├── data/ # not on github
│ ├── frangieh/
│ └── ReactomePathways.gmt.zip/
└── notebooks/
├── Analysis.ipynb
├── Clustering.ipynb
├── Condition_Classifiction.ipynb
└── Perturbation_Prediction.ipynb
Analysis
Preliminary Analysis of the RNA and protein data, also including normalization and log1p for the RNA data.
Condition Classification
Task 1 of the final project.
Clustering
Task 2 of the final project.
Perturbation Prediction
Task 3 of the final project.
[1] Frangieh, C. J., Melms, J. C., Thakore, P. I., et al. (2021). Multimodal pooled Perturb-CITE-seq screens in patient models define mechanisms of cancer immune evasion. Nature Genetics, 53, 332–341. DOI