All functions | 
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Wrap Seurat ATAC clustering  | 
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AddDatatoplot_clustering This prepare the clonal clustering data to plot  | 
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AddDatatoplot_clustering This prepare the clonal clustering data to plot  | 
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AddDist This add Jaccard, Dice, Jaccard3W distance and stored in DistObjects  | 
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AddDist This add Jaccard, Dice, Jaccard3W distance and stored in DistObjects  | 
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Function to add hematopoietic signatures from Griffin_Signatures  | 
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Add_Tree Optional, if a phylogentic tree object phylo is already available, can be directly added to the redeemR class in slot TREE  | 
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Add_Tree Optional, if a phylogentic tree object phylo is already available, can be directly added to the redeemR  | 
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a function to assign variants to edges based on maximum likihood  | 
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Add_AssignVariant a function to assign variants to edges based on maximum likihood  | 
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Add_DepthMatrix Optional, add a matrix with same dimension with the Cts.Mtx and Cts.Mtx.bi, which display the depths  | 
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Add_DepthMatrix Optional, add a matrix with same dimension with the Cts.Mtx and Cts.Mtx.bi, which display the depths  | 
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a function to cut tree using assigned variant as branch-length on edge  | 
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Add_tree_cut a function to cut tree using assigned variant as branch-length on edge  | 
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Compute distances for binary distances  | 
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Internal CV  | 
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Define a function to perform Find marker for top vs bottom clones This function was developed based on DN4T2.basics.ipynb  | 
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Function to compute the reject rate(The filtering rate in concensus variant calling)  | 
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Internal function in plot_variant  | 
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Create_mitoTracing  | 
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Create_redeemR  | 
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DE.gettripple  | 
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An intermediate S4 class Datatoplots  | 
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Function to summarize the depth (Total that passed Q30)  | 
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An intermediate S4 class Datatoplots  | 
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DoDE  | 
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FromDist2Graph From distance object or matrix to graph, default is to return igraph object This function was developed based on  | 
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Wrap Seurat RNA clustering  | 
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Function to generate GTS summary  | 
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Get_Clonal_Variants  | 
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plot_npSummary to plot the lineage composition  | 
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Define a function make the Allnodes(Node|Parent|Freq|CladeSize), where Freq is the number of variants assigned to the node(as ending point) from redeemR object,  | 
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MakeDF4Regress Define a function to make two dataframe for regression analysis This function was developed based on HSC_multiome_Het_2.ipynb  | 
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Define a function to make nn list, which can be further used to make adjacency matrix This scan row by row, looking for k.param nearest neighbours  | 
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Make_AnnTable, Make a big dataframe, each row is a cell, each column includes info such as clonal UMAP, Clonal ID, ATAC/RNA/WNN UMAP, PCA, gene expression of chosen gene, etc. Require a redeemR object and a multiome wrapper that better matches the cells in the redeemR  | 
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Define a function to make a list, each contains the cell names for a node  | 
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Make_matrix This will make the matixies of Cell VS mitochondrial variants and return redeemR Results stored in Cts.Mtx and Cts.Mtx.bi  | 
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Make_matrix This will make the matixies of Cell VS mitochondrial variants and return redeemR Results stored in Cts.Mtx and Cts.Mtx.bi  | 
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Make_tree This will generate a basic phylogenetic tree  | 
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Make_tree This will generate a basic phylogenetic tree  | 
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Function to Merge sparse Matrix  | 
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Motifenrich.binom In house function to compute enrichment from Fimo This function was developed based on HSC_multiome_Het.ipynb and HSC_multiome_Het_2.ipynb  | 
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Wrap Seurat Multiomics clustering  | 
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Function to plot bulk level mutation signatures  | 
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Define a function convert nn list to adjacency matrix that can be further used for igraph  | 
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Define a function to perform single-cell based hard porogeny assignment This function was developed based on DN4T2.basics.ipynb  | 
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ProgenyMapping_np Define a function to compute network propagation based probability FromDist2Graph is needed to convert fistance matrix into MNN graph  | 
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Function to reclustering a seurat object  | 
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Function to reclustering_hm a seurat object with Harmony  | 
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Run_Lin_regression  | 
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Run_Lin_regression_poi Firstly used in HSC_multiome_Het_2.ipynb This function was developed based on  | 
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plot_npSummary to assess the outputlevel vs lineage bias, normalize by assigned  | 
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plot_npSummary to assess the outputlevel vs lineage bias, normalize by HSC original clone size  | 
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SeuratLSIClustering This will use the mito variants for Seurat clustering (LSI based)  | 
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SeuratLSIClustering This will use the mito variants for Seurat clustering (LSI based)  | 
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Function to plot consensus mtDNA mutation benchmark  | 
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Subset_redeemR Subset a redeemR object by selecting a subset of cells, return a new redeemR object with only 4 slots: para; CellMeta; Cts.Mtx.bi; UniqueV, can be used for downstreme compute distance, clonal clustering, make tree, etc  | 
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An intermediate S4 class Tree that store tree info  | 
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Tomerge_v2  | 
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Function to translate the RNA barcode into ATAC barcode and add a column  | 
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Translate_simple_ATAC2RNA  | 
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Translate_simple_RNA2ATAC  | 
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Function to filter variants, deprecated  | 
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Function to filter variants, v4  | 
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This is a convinience function, internal borrowed from https://github.com/NickWilliamsSanger/treemut/blob/main/R/treemut.R#L68  | 
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This is a convinience function, internal  | 
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This is a convinience function, internal borrowed from https://github.com/NickWilliamsSanger/treemut/blob/main/R/treemut.R#L68  | 
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Function to plot the mito depth summary  | 
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plot_npSummary to assess the outputlevel  | 
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Function to plot variant metrics  | 
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Compute weighted cosine distance  | 
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Compute weighted jaccard distance  | 
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This is a function borrowed from https://github.com/NickWilliamsSanger/treemut/blob/main/R/treemut.R#L68 Input phylo object, return a "profile matrix"--Edge(or denoted as the ending node) vs cell. a 0, 1 character string that indicate what cells in a given node  | 
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Major redeem class that store clonal-resolved multi-omics  | 
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Function to read in mitoV outputs  | 
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show This will show the basics of redeemR class  | 
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This is a convinience function, internal borrowed from https://github.com/NickWilliamsSanger/treemut/blob/main/R/treemut.R#L68  | 
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This is a convinience function, internal  | 
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