# Trajectory Analysis
library(singleCellTK)
context("Testing Trajectory analysis function")
data("scExample", package = "singleCellTK")
sce <- subsetSCECols(sce, colData = "type != 'EmptyDroplet'")
sce <- runNormalization(sce,
normalizationMethod = "LogNormalize",
useAssay = "counts",
outAssayName = "logcounts")
sce <- runDimReduce(inSCE = sce,
method = "scaterPCA",
useAssay = "logcounts",
reducedDimName = "PCA")
sce <- runDimReduce(inSCE = sce,
method = "rTSNE",
useReducedDim = "PCA",
reducedDimName = "TSNE")
test_that(desc = "Testing TSCAN", {
sce <- runTSCAN(inSCE = sce, useReducedDim = "PCA", seed = NULL)
terminalNodes <- listTSCANTerminalNodes(sce)
sce <- runTSCANDEG(inSCE = sce, pathIndex = terminalNodes[1])
sce <- runTSCANClusterDEAnalysis(inSCE = sce, useCluster = 1)
testthat::expect_true(!is.null(names(
getTSCANResults(sce,
analysisName = "Pseudotime"))))
testthat::expect_true(!is.null(names(
getTSCANResults(sce,
analysisName = "DEG",
terminalNodes[1]))))
testthat::expect_true(!is.null(names(
getTSCANResults(sce,
analysisName = "ClusterDEAnalysis",
1))))
TSCANResultsPlot <- plotTSCANResults(inSCE = sce, useReducedDim = "TSNE")
TSCANPseudotimeHeatmapPlot1 <- plotTSCANPseudotimeHeatmap(inSCE = sce,
pathIndex = terminalNodes[1],
direction = "both",
log2fcThreshold = 0.001,
topN = 5)
TSCANPseudotimeHeatmapPlot2 <- plotTSCANPseudotimeHeatmap(inSCE = sce,
pathIndex = terminalNodes[1],
direction = "inc",
log2fcThreshold = 0.001,
topN = 5)
TSCANPseudotimeGenesPlot <- plotTSCANPseudotimeGenes(inSCE = sce,
pathIndex = terminalNodes[1],
direction = "increasing")
ClusterPseudoPlot <- plotTSCANClusterPseudo(inSCE = sce,
useCluster = 1,
useReducedDim = "TSNE")
TSCANBranchGenesPlot <- plotTSCANClusterDEG(inSCE = sce,
useCluster = 1,
useReducedDim = "TSNE")
TSCANFeaturePlot <- plotTSCANDimReduceFeatures(inSCE = sce,
feature = "CD74",
by = "feature_name",
useReducedDim = "TSNE",
featureDisplay = "feature_name")
testthat::expect_is(TSCANResultsPlot, "ggplot")
testthat::expect_is(TSCANPseudotimeHeatmapPlot1, "Heatmap")
testthat::expect_is(TSCANPseudotimeHeatmapPlot2, "Heatmap")
testthat::expect_is(TSCANPseudotimeGenesPlot, "ggplot")
testthat::expect_is(ClusterPseudoPlot, "ggplot")
testthat::expect_is(TSCANFeaturePlot, "ggplot")
})
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