https://github.com/jmp448/ebpilot
Tip revision: 8b9b9700063610b4f9f2406131b646542bfa7af2 authored by Josh Popp on 02 July 2021, 13:42:31 UTC
Comment and clean up splitGPM analysis
Comment and clean up splitGPM analysis
Tip revision: 8b9b970
README.md
# SplitGPM Analysis for Embryoid Body Pilot Project
- Pseudotime inference and lineage subsetting is performed in `analysis/lineages.ipynb`
- Pseudobulk aggregation - cells from the same (individual, bin), (batch, bin) or (batch & individual, bin) have their counts summed together to generate pseudobulk samples. Bins are pseudotime quantile bins, and the default number of bins is 5. This is done in `analysis/pseudobulk.ipynb`
- SplitGPM analysis is used to cluster individuals, batches, or batch/individuals by the similarity of their progression through differentiation, as measured by pseudotime. It also cluster genes into modules which behave similarly during differentiation. For more information about splitGPM, see Strober, Elorbany, and Rhodes et al. 2019 *Dynamic genetic regulation of gene expression during cellular differentiation*. The analysis is done in `analysis/splitGPM.ipynb`
