Bindings to C++ Libraries for Single-Cell Analysis


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Documentation for package ‘scrapper’ version 1.5.5

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adt_quality_control Quality control for ADT count data
aggregateAcrossCells Aggregate expression across cells
aggregateAcrossCells.se Aggregate expression across cells in a SummarizedExperiment
aggregateAcrossGenes Aggregate expression across genes
aggregateAcrossGenes.se Aggregate expression across gene sets in a SummarizedExperiment
aggregateColData Aggregate expression across cells in a SummarizedExperiment
analyze Analyze single-cell data
analyze.se Analyze single-cell data from a SummarizedExperiment
buildSnnGraph Build a shared nearest neighbor graph
centerSizeFactors Center size factors
chooseHighlyVariableGenes Choose highly variable genes
choosePseudoCount Choose a suitable pseudo-count
chooseRnaHvgs.se Choose highly variable genes from a SummarizedExperiment
clusterGraph Graph-based clustering of cells
clusterGraph.se Graph-based clustering of cells in a SingleCellExperiment
clusterKmeans K-means clustering
clusterKmeans.se k-means clustering of cells in a SingleCellExperiment
combineFactors Combine multiple factors
computeAdtQcMetrics Quality control for ADT count data
computeBlockWeights Compute block weights
computeClrm1Factors Compute size factors for ADT counts
computeCrisprQcMetrics Quality control for CRISPR count data
computeRnaQcMetrics Quality control for RNA count data
computeRnaQcMetricsWithAltExps Quick quality control for RNA data in a SummarizedExperiment
convertAnalyzeResults Convert analysis results into a SingleCellExperiment
correctMnn Batch correction with mutual nearest neighbors
correctMnn.se MNN correction on a SingleCellExperiment
crispr_quality_control Quality control for CRISPR count data
filterAdtQcMetrics Quality control for ADT count data
filterCrisprQcMetrics Quality control for CRISPR count data
filterRnaQcMetrics Quality control for RNA count data
fitVarianceTrend Fit a mean-variance trend
formatComputeAdtQcMetricsResult Quick quality control for ADT data in a SummarizedExperiment
formatComputeCrisprQcMetricsResult Quick quality control for CRISPR data in a SummarizedExperiment
formatComputeRnaQcMetricsResult Quick quality control for RNA data in a SummarizedExperiment
formatModelGeneVariancesResult Choose highly variable genes from a SummarizedExperiment
formatScoreMarkersResult Score marker genes in a SummarizedExperiment
getTestAdtData.se Get a test scRNA-seq dataset
getTestCrisprData.se Get a test scRNA-seq dataset
getTestData.se Get a test scRNA-seq dataset
getTestRnaData.se Get a test scRNA-seq dataset
modelGeneVariances Model per-gene variances in expression
normalizeAdtCounts.se Normalize ADT counts in a SummarizedExperiment
normalizeCounts Normalize the count matrix
normalizeCrisprCounts.se Normalize CRISPR counts in a SummarizedExperiment
normalizeRnaCounts.se Normalize RNA counts in a SummarizedExperiment
previewMarkers Score marker genes in a SummarizedExperiment
quickAdtQc.se Quick quality control for ADT data in a SummarizedExperiment
quickCrisprQc.se Quick quality control for CRISPR data in a SummarizedExperiment
quickRnaQc.se Quick quality control for RNA data in a SummarizedExperiment
reportGroupMarkerStatistics Report marker statistics for a single group
rna_quality_control Quality control for RNA count data
runAllNeighborSteps Run all neighbor-related steps
runAllNeighborSteps.se Run all nearest neighbor steps on a SummarizedExperiment
runPca Principal components analysis
runPca.se Principal components analysis of a Summarizedexperiment
runTsne t-stochastic neighbor embedding
runTsne.se t-SNE on a SummarizedExperiment
runUmap Uniform manifold approxation and projection
runUmap.se UMAP on a SummarizedExperiment
sanitizeSizeFactors Sanitize size factors
scaleByNeighbors Scale and combine multiple embeddings
scaleByNeighbors.se Scale and combine multiple embeddings in a SingleCellExperiment
scoreGeneSet Score gene set activity for each cell
scoreGeneSet.se Score a gene set in a SummarizedExperiment
scoreMarkers Score marker genes
scoreMarkers.se Score marker genes in a SummarizedExperiment
subsampleByNeighbors Subsample cells based on their neighbors
suggestAdtQcThresholds Quality control for ADT count data
suggestCrisprQcThresholds Quality control for CRISPR count data
suggestRnaQcThresholds Quality control for RNA count data
summarizeEffects Summarize pairwise effect sizes for each group
testEnrichment Test for gene set enrichment
tsnePerplexityToNeighbors t-stochastic neighbor embedding