API
Import MultiVeloVAE as:
import multivelovae as vv
Preprocessing
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Aggregate promoter and enhancer peaks to genes based on the 10X linkage file. |
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Normalize counts in an AnnData object with TF-IDF. |
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Smooth (imputes) the count matrix with k nearest neighbors. |
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Find outlier cells via median absolute deviations. |
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Regress out (mostly) unwanted sources of variation and optionally add intercept back. |
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Extract highly variable genes. |
Velocity inference
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MultiVeloVAE model for joint multi-omics velocity inference. |
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Compute multi-omic velocity for VAE. |
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Normalize the velocity matrix and computes velocity graph with scvelo.tl.velocity_graph. |
Differential test
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Calculate differential dynamics between two groups of cells. |
Plotting
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Gene dynamics plot. |
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Gene scatter plot. |
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Plot velocity streamplot with scvelo.pl.velocity_embedding_stream. |
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Plot differential dynamics between two groups of cells. |
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Plot decoupling or coupling dynamics between two groups of cells. |