API
Preprocessing: pp
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Infer spatial information. |
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Extract ligand-receptor pairs from LR database. |
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Filter ligand-receptor pairs. |
Tools: tl
Communication inference
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Infer spatial communication. |
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Construct spatial vector fields for inferred communication. |
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Summarize cell-cell communication to cluster-cluster communication and compute p-values by permutating cell/spot labels. |
Infer cluster-cluster communication and compute p-value by permutating cell/spot locations. |
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Assign spatial positions to clusters. |
Downstream analysis
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Identify signaling dependent genes |
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Cluster the communcation DE genes based on their fitted expression pattern. |
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Analyze impact of communication. |
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Idenfitify groups of cluster-cluster communication with similar pattern. |
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Idenfitify groups of cell-cell communication with similar pattern. |
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Idenfitify groups of communication directions with similar pattern. |
Spatial autocorrelation of communication directions. |
Plotting: pl
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Plot spatial directions of cell-cell communication. |
Plot cluster-cluster communication as network. |
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Plot cluster-cluster communication through multiple ligand-receptor pairs as dotplot. |
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Plot smoothed gene expression of the detected communication-dependent genes. |
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Plot communication impact obtained by running the function |