Man pages for YosefLab/FastProjectR
Functional interpretation of single cell RNA-seq latent manifolds

addHotspotToVisionAdd HS python obj to vision OBJECT
addLatentSpaceAdd a latent space computed using an external method
addProjection-Vision-methodAdd a set of projection coordinates to use for visualization
addSignaturesAdd signatures to VISION object
addTSNEAdds a tSNE projection
addUMAPAdds a UMAP projection
analyzeHotspotObjectVisionAnalyze a Hotspot object using built in methods such such as...
analyzeLocalCorrelationsCompute local correlations for all signatures
analyzeLocalCorrelationsModulesCompute local correlations for all modules
analyzeTrajectoryCorrelationsCompute trajectory correlations for all signatures
analyze-Vision-methodMain entry point for running VISION Analysis
ancestor_at_depthFind the ancestor of a node above a specific depth
annotateLatentComponentsCompute pearson correlation between signature scores and...
applyFiltersApplies filters to the inputted expression data (may remove...
applyICAPerforms ICA on data
applyISOMapPerforms ISOMap on data
applyMicroClusteringPool cells into microclusters
applyPCAPerforms PCA on data
applyPermutationWPCAApplies pemutation method to return the most significant...
applyRBFPCAPerforms PCA on data that has been transformed with the...
applySimplePPTApplies the Simple PPT algorithm onto the expression data.
applySpectralEmbeddingPerforms Spectral Embedding on data
applytSNE10Performs tSNE with perplexity 10 on data
applytSNE30Performs tSNE with perplexity 30 on data
applyUMAPPerforms UMAP on data
batchifyUtility methods Helper utility to group list items into...
batchSigEvalNormEvaluate signature scores efficiently in batches
calcInterEdgeDistMatCalculate all distances between points on two different edges
calcIntraEdgeDistMatCalculate distances between all points on a given edge,...
calc_mod_sig_enrichmentComputes the hypergeometric overlap test for modules and...
calcModuleScoresCalculate module scores (signature scores but on the modules)
calc_set_enrichmentCalculate the hypergeometric enrichment for two sets from a...
calcSignatureScorescalculate signature scores
calculateTrajectoryDistancesCalculate distance matrix between all pairs of ponts based on...
clipBottomSets all values below a certain level in the data equal to 0
ClusterWrapper class for a particular cluster. Maps a cluster type...
clusterCellsCreates clustering of the cells
clusterModScoresCompute Ranksums Test, for all factor meta data. One level...
clusterSignaturesClusters signatures according to the rank sum
clusterSigScoresCompute Ranksums Test, for all factor meta data. One level...
colNormalizationPerforms z-normalization on all columns
colRankNormalizationCreaes a new version of the data that has ranks (column-wise)...
colVarsSpCompute col-wise variance on matrix without densifying
computeKNNWeights-matrix-methodcompute for each vector the weights to apply to it's K...
computeKNNWeights-phylo-methodCompute for each vector the weights to apply to it's K...
computeKNNWeights-Trajectory-methodCompute KNN weights based on geodesic distances for...
computeLatentSpaceComputes the latent space of the expression matrix using PCA
computeProjectionGenesfilter data accourding to the provided filters
convertGeneIdsChange Gene Identifiers
coordinatesToJSONConverts a projection into a JSON object mapping each sample...
createGeneSignatureCreate a user-defined gene signature
createTrajectoryMetaDataGenerate meta-data associated with this trajectory
depthBasedCladewiseTreeClusterPerforms a breadth first search to create a specific number...
depthBasedTreeClusterPerforms a binary search on a depth d such that if...
dot-colNormHelperCalculates the column znormalization after row znormalization
draw_hotspot_heatmapDraw Modules Heatmap (Gene x Gene)
evalSigGeneImportanceCalculate gene-signature importance
evalSigGeneImportanceSparseCalculate Gene-Signature Importance
fbConsistencyScoresEvaluates the significance of each protein
filterGenesFanoApplies the Fano filter to the input data (may remove rows)
filterGenesNovarEliminate genes whose sample variance is equal to 0 (may...
filterGenesThresholdFilter genes whose values sum to less than some threshold...
find_knn_parallelParallel KNN
find_knn_parallel_treeParallel KNN for Trees
find_rootFind the root node
fitTreeFit tree using input parameters
geary_sig_v_projEvaluates values vs coordinates using the Geary C
generateOverlapSignaturesGenerates signature objects for the overlap sets between...
generatePermutationNullGenerate random signatures for a null distribution by...
generateProjectionsgenerate projections
generateProjectionsInnerProjects data into 2 dimensions using a variety of linear and...
generateTrajectoryProjectionsGenerate 2d representations of a trajectory model
get_all_childrenGet all the tip children of a node.
get_childrenFind the children of a node
getLatentSpaceGet Latent Space
getLatentTrajectoryGet Latent Trajectory
get_max_cluster_sizeTree method for getting the max child clade size of a node
getMetaAutocorrelationGet MetaData Autocorrelation Scores
getMetaDifferentialGet Results of One-vs-All Differential Tests with Metadata...
get_min_cluster_sizeTree method for getting the min child clade size of a node
getMSECalculates the MSE between C and X
getNormalizedCopyCalculates the specified normalized data matrix
getNormalizedCopySparseCalculates the specified normalized data matrix
getParamGets parameters with defaults
get_parentGet the parent of a node
getProjectionsGet 2D views of the expression data
getSelectionsGet saved selections
getSignatureAutocorrelationGet Signature Autocorrelation Scores
getSignatureDifferentialGet Results of One-vs-All Differential Signature Tests
getSignatureScoresGet Signature Scores
group_modules_enrichmentMake the clusters for the modules by enrichment. For now we...
hasUnnormalizedDataTests for Unnormalized Data
hsCalculateModuleScoresCreate Hotspot Modules and calculate module scores given a HS...
hsComputeAutoCorrelationsCompute Hotspot auto correlations
hsComputeLocalCorrelationsInterface function to compute local correlations for Hotspot...
hsCreateKnnGraphInit KNN graph in Hotspot object
hsInitInit Hotspot object from Vision Object
ilog1pinverse log-scale transform a dense OR sparse matrix
innerEvalSignatureBatchNormUsed in inner loop of batchSigEvalNorm
is_tipCheck if a child is a tip
knn_treeHelper KNN Function for Trees
launchServerLanch the server
lca_based_depthDepth of tip1 parent immediately after LCA(tip1, tip2)
lcaBasedHotspotNeighborsAdd custom tree based neighbor and weights to a Hotspot...
lcaBasedTreeKNNGenerate neighbors and weights for a tree object, based on...
loadHotspotObjectLoad in an existing Hotspot object from bytes or a file
louvainClusterApplies the Louvain algorithm to generate micro-clustered...
matLog2log2-scale transform a dense OR sparse matrix
matrix_chisqPerform 1vAll factor analysis given a factor matrix and group...
matrix_wilcoxVectorized wilcox rank-sums test
matrix_wilcox_cppC++ wilcox rank-sums test
maxSizeCladewiseTreeClusterPerforms a breadth first search to create a specific number...
minSizeCladeNeighborsGet's the nearest >= min size neighbors of a node based on...
noNormalizationDoes nothing, just returns the original data
NormDataInitialize a new NormData object
pearsonCorrToJSONconvert perason correlation coeffcients between PCs and...
phyloAnalyze-PhyloVision-methodAnalyze a PhyloVision object
PhyloVision-classInitializes a new PhyloVision Object
poolCellscreate micro-clusters that reduce noise and complexity while...
poolMatrixColsPools columns of a numeric matrix
poolMatrixCols_Innercreate "super-cells" by pooling together single cells
poolMatrixRowsPools rows of a numeric matrix
poolMetaDataAggregate meta-data for cells in pools
processSignaturesProcesses signatures on input
projectOnTreeProject the given dataoints onto the tree defined by the...
read_10xRead 10x Output
read_10x_h5Read 10x HDF5 Output
read_10x_h5_v2Read 10x HDF5 Output - CellRanger 2.0
read_10x_h5_v3Read 10x HDF5 Output - CellRanger 3.0
readjust_clustersRepartitions existing clusters to achieve desired...
readSignaturesInputReads in a list of signature input files.
registerMethodsRegisters the projection methods to be used
rowAndColNormalizationPerforms z-normalization on all columns and rows
rowNormalizationPerforms z-normalization on all rows
rowVarsSpCompute row-wise variance on matrix without densifying
runHotspotPerform Hotspot analysis on Vision Object
saveAndViewResults-Vision-methodSave the VISION object as an .RDS file and view the results...
saveHSBytestToPickleSave bytes in the Hotspot object slot to a file
ServerExpressionWrapper class for gene expression object for JSON.
ServerSigProjMatrixWrapper class for Signature Projection Matrix
sigConsistencyScoresEvaluates the significance of each signature in each cluster
SignatureInitialize a new Signature object.
signatureToJSONConverts Signature object to JSON
sigProjMatrixToJSONConverts a sigProjMatrix from an R Object to a JSON object
sigScoresToJSONConverts row of signatures score matrix to JSON
sigsToSparseMatrixUtility method to load signatures into a sparse matrix
sigsVsProjection_nEvaluates the significance of each numeric signature vs. a...
sigsVsProjection_pcfEvaluates the significance of each meta data factor signature...
sigsVsProjection_pcnEvaluates the significance of each meta data numeric...
sqdistAlternative computation of distance matrix, based on matrix...
TrajectoryInitialize a new Trajectory object.
TrajectoryProjectionInitialize a new TrajectoryProjection object.
translateCellPositionsTranslate cell positions
treeClusterMinCladeSizeGenerate clade-clusters for a tree of minimum size (unless...
trivial_distTrivial distance function for arbitrary tree clustering
ultrametric_treeGenerate an ultrametric tree
versionCheckChecks the version of the Vision object and displays error if...
viewResultsView results of analysis
VISIONVISION
VISION-classInitializes a new VISION object.
YosefLab/FastProjectR documentation built on June 13, 2024, 4:20 p.m.