Preprocessing: pp
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BAM/Fragment file processing#
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Convert a BAM file to a fragment file. |
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Import data fragment files and compute basic QC metrics. |
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Import chromatin contacts. |
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Calling cells based on the number of feature counts. |
Matrix operation#
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Generate cell by bin count matrix. |
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Generate cell by peak count matrix. |
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Generate cell by gene activity matrix. |
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Filter cell outliers based on counts and numbers of genes expressed. |
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Perform feature selection by selecting the most accessibile features across all cells unless |
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Compute a neighborhood graph of observations. |
Doublet removal#
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Compute probability of being a doublet using the scrublet algorithm. |
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Remove doublets according to the doublet probability or doublet score. |
Data Integration#
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A modified MNN-Correct algorithm based on cluster centroid. |
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Use harmonypy to integrate different experiments. |
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Use Scanorama [Hie19] to integrate different experiments. |