YosefLab / mrvi-reproducibility

Nextflow pipeline for MrVI pipelines
BSD 3-Clause "New" or "Revised" License
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Include new data sets #27

Open PierreBoyeau opened 1 year ago

PierreBoyeau commented 1 year ago
adamgayoso commented 1 year ago

https://www.sciencedirect.com/science/article/pii/S0092867422014702

PierreBoyeau commented 1 year ago

From the paper: "We next evaluated whether nuclear hashing could enable chemical screens by labeling cells that had undergone a specific perturbation, followed by single-cell transcriptional profiling as a high-content phenotypic assay. We exposed A549, a human lung adenocarcinoma cell line, to one of four compounds: dexamethasone (a corticosteroid agonist), nutlin-3a (a p53-Mdm2 antagonist), BMS-345541 (an inhibitor of nuclear factor κB–dependent transcription), or vorinostat [suberoylanilide hydroxamic acid (SAHA), an HDAC inhibitor], for 24 hours across seven doses in triplicate for a total of 84 drug–dose–replicate combinations and additional vehicle controls"

@justjhong do you have an idea how we should model samples for this data?

justjhong commented 1 year ago

@PierreBoyeau my approach had been modeling each combination of drug, dose, replicate as its own sample, but this resulted in the number of samples exploding and there being few observations per sample. Other than subsetting the number of samples, I didn't find a better approach