findSPERsignals | R Documentation |
This function helps find the potential signals based on the given threshold in both SPER scores and expression prevalence. One can provide the marker (cell-type-specific) gene list and ligand-receptor pair data to limit the search range and get a more precise result.
findSPERsignals(
target.cell,
score.mat,
expr.frac.mat,
marker.gene = NULL,
gene.set = NULL,
LRP.data = NULL,
score.threshold = 1.5,
expr.fraction = 0.15
)
target.cell |
Target ell Type Name |
score.mat |
Score matrix (SPER, or correlations) |
expr.frac.mat |
Expression prevalence matrix: matrix values from 0 to 1, showing the percentage of cells in that cell type expressing the gene. |
marker.gene |
The marker gene matrix with a column 'Type' indicating the cell type information and 'Gene' indicating the gene ID |
gene.set |
The gene list of interest: could be extracellular or ligand gene sets |
LRP.data |
Ligand-receptor pair data; used to find the receptors of found paracrine signals; should contain at least two columns: 'gene1' for the ligands and 'gene2' for receptors |
score.threshold |
Threshold on the score: pairs whose scores larger than the threshold will be kept |
expr.fraction |
Threshold on expression prevalence: pairs whose prevalence smaller than the threshold will be kept |
A gene list containing the spatial dependent genes; if LRP data provided, return a data frame containing both ligand and receptor information
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