Spliced and Unspliced mRNA Quantification
Corresponding Organization : University of Gothenburg
Other organizations : Wellcome/MRC Institute of Metabolic Science, Cancer Research UK, European Bioinformatics Institute, Wellcome Sanger Institute
Protocol cited in 7 other protocols
Variable analysis
- Running velocyto 0.17.17 on the .bam files from the mouse atlas in Pijuan-Sala et al.
- Selecting highly variable genes (HVGs) using both the scanpy v1.5.1 and the scVelo v0.2.1 pipelines
- Removing genes with less than 20 shared counts between spliced and unspliced counts
- Normalizing and log transforming the remaining genes
- Selecting the top 2500 HVGs from each approach
- Performing imputation using the top 30 nearest neighbours from the graph connectivities generated with the original UMAP coordinates from Pijuan-Sala et al.
- Computing the velocity vectors in dynamical mode rather than steady state
- Separated count matrices for spliced and unspliced mRNAs
- Keeping all cells that passed the QC as described in the original publication
- Filtering out the extraembryonic tissues: ExE endoderm, ExE ectoderm, and Parietal endoderm, as well as samples with no timepoint allocation (labelled as 'mixed gastrulation')
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