{
  "_id": "6a103b86acfb0bcc41c9b879",
  "Package": "scCustomize",
  "Type": "Package",
  "Title": "Custom Visualizations & Functions for Streamlined Analyses of\nSingle Cell Sequencing",
  "Description": "Collection of functions created and/or curated to aid in\nthe visualization and analysis of single-cell data using 'R'.\n'scCustomize' aims to provide 1) Customized visualizations for\naid in ease of use and to create more aesthetic and functional\nvisuals. 2) Improve speed/reproducibility of common\ntasks/pieces of code in scRNA-seq analysis with a single or\ngroup of functions.  For citation please use: Marsh SE (2021)\n\"Custom Visualizations & Functions for Streamlined Analyses of\nSingle Cell Sequencing\" <doi:10.5281/zenodo.5706430>\nRRID:SCR_024675.",
  "Version": "3.3.0",
  "Date": "2026-05-05",
  "Authors@R": "c(\nperson(given = \"Samuel\", family = \"Marsh\", email = \"sccustomize@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-3012-6945\")),\nperson(given = \"Ming\", family = \"Tang\", role = c(\"ctb\"), email = \"tangming2005@gmail.com\"),\nperson(given = 'Velina', family = 'Kozareva', role = c('ctb')),\nperson(given =\"Lucas\", family = \"Graybuck\", email = \"lucasg@alleninstitute.org\", role = c('ctb')),\nperson(given =\"Zoe\", family = \"Clarke\", email = \"zoe.clarke@utoronto.ca\", role = c('ctb'), comment = c(ORCID = \"0000-0003-0336-8049\"))\n)",
  "URL": "https://github.com/samuel-marsh/scCustomize,\nhttps://samuel-marsh.github.io/scCustomize/,\nhttps://doi.org/10.5281/zenodo.5706431",
  "BugReports": "https://github.com/samuel-marsh/scCustomize/issues",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "libcairo2-dev cmake libfontconfig1-dev\nlibfreetype6-dev libfribidi-dev libglpk-dev make\nlibharfbuzz-dev libicu-dev libjpeg-dev libpng-dev libtiff-dev\nlibuv1-dev libwebp-dev libxml2-dev libssl-dev python3\nzlib1g-dev",
  "Repository": "https://samuel-marsh.r-universe.dev",
  "Date/Publication": "2026-05-11 15:36:49 UTC",
  "RemoteUrl": "https://github.com/samuel-marsh/sccustomize",
  "RemoteRef": "HEAD",
  "RemoteSha": "c23a7122fe9f403d31966d65050967a28953b175",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-11 19:19:19 UTC",
    "User": "root"
  },
  "Author": "Samuel Marsh [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-3012-6945>),\nMing Tang [ctb],\nVelina Kozareva [ctb],\nLucas Graybuck [ctb],\nZoe Clarke [ctb] (ORCID: <https://orcid.org/0000-0003-0336-8049>)",
  "Maintainer": "Samuel Marsh <sccustomize@gmail.com>",
  "MD5sum": "7713f40cff91cb4503a11f797f25f49e",
  "_user": "samuel-marsh",
  "_type": "src",
  "_file": "scCustomize_3.3.0.tar.gz",
  "_fileid": "12e77a785ee389ec8fd18e64b356c0991565d5a7c88dca00d3b937f7918b99dd",
  "_filesize": 2114972,
  "_sha256": "12e77a785ee389ec8fd18e64b356c0991565d5a7c88dca00d3b937f7918b99dd",
  "_created": "2026-05-11T19:19:19.000Z",
  "_published": "2026-05-22T11:18:30.905Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77368601196,
      "time": 357,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6927871564"
    },
    {
      "job": 77368601070,
      "time": 396,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6927884491"
    },
    {
      "job": 77368601069,
      "time": 382,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6927865297"
    },
    {
      "job": 77368600873,
      "time": 300,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6927842286"
    },
    {
      "job": 77368600840,
      "time": 403,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6927747811"
    },
    {
      "job": 77368600641,
      "time": 292,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7159222604"
    },
    {
      "job": 77368601178,
      "time": 284,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6927846369"
    },
    {
      "job": 77368601327,
      "time": 336,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6927864235"
    },
    {
      "job": 77368601239,
      "time": 252,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6927835997"
    }
  ],
  "_buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/samuel-marsh/sccustomize",
  "_commit": {
    "id": "c23a7122fe9f403d31966d65050967a28953b175",
    "author": "Samuel Marsh <38284410+samuel-marsh@users.noreply.github.com>",
    "committer": "Samuel Marsh <38284410+samuel-marsh@users.noreply.github.com>",
    "message": "3.3.0 build site\n",
    "time": 1778513809
  },
  "_maintainer": {
    "name": "Samuel Marsh",
    "email": "sccustomize@gmail.com",
    "orcid": "0000-0002-3012-6945"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "Seurat",
      "version": ">= 4.3.0.1",
      "role": "Depends"
    },
    {
      "package": "circlize",
      "role": "Imports"
    },
    {
      "package": "cli",
      "version": ">= 3.2.0",
      "role": "Imports"
    },
    {
      "package": "cowplot",
      "role": "Imports"
    },
    {
      "package": "data.table",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "forcats",
      "role": "Imports"
    },
    {
      "package": "ggbeeswarm",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ggprism",
      "role": "Imports"
    },
    {
      "package": "ggrastr",
      "role": "Imports"
    },
    {
      "package": "ggrepel",
      "role": "Imports"
    },
    {
      "package": "glue",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "grid",
      "role": "Imports"
    },
    {
      "package": "janitor",
      "role": "Imports"
    },
    {
      "package": "lifecycle",
      "role": "Imports"
    },
    {
      "package": "magrittr",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "version": ">= 1.5.0",
      "role": "Imports"
    },
    {
      "package": "mcprogress",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "paletteer",
      "role": "Imports"
    },
    {
      "package": "patchwork",
      "role": "Imports"
    },
    {
      "package": "pbapply",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 1.1.3",
      "role": "Imports"
    },
    {
      "package": "scales",
      "role": "Imports"
    },
    {
      "package": "scattermore",
      "version": ">= 1.2",
      "role": "Imports"
    },
    {
      "package": "SeuratObject",
      "version": ">= 5.0.0",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "stringi",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "BiocFileCache",
      "role": "Suggests"
    },
    {
      "package": "ComplexHeatmap",
      "role": "Suggests"
    },
    {
      "package": "dittoSeq",
      "role": "Suggests"
    },
    {
      "package": "DropletUtils",
      "role": "Suggests"
    },
    {
      "package": "ggpubr",
      "role": "Suggests"
    },
    {
      "package": "hdf5r",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "Nebulosa",
      "role": "Suggests"
    },
    {
      "package": "remotes",
      "role": "Suggests"
    },
    {
      "package": "reticulate",
      "role": "Suggests"
    },
    {
      "package": "rliger",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "scuttle",
      "role": "Suggests"
    },
    {
      "package": "tidyselect",
      "role": "Suggests"
    },
    {
      "package": "qs2",
      "role": "Suggests"
    },
    {
      "package": "viridis",
      "role": "Suggests"
    }
  ],
  "_owner": "samuel-marsh",
  "_selfowned": true,
  "_usedby": 2,
  "_updates": [
    {
      "week": "2025-35",
      "n": 4
    },
    {
      "week": "2025-37",
      "n": 2
    },
    {
      "week": "2025-46",
      "n": 10
    },
    {
      "week": "2025-50",
      "n": 7
    },
    {
      "week": "2026-20",
      "n": 3
    }
  ],
  "_tags": [
    {
      "name": "v3.1.3",
      "date": "2025-08-26"
    },
    {
      "name": "v3.2.0",
      "date": "2025-09-10"
    },
    {
      "name": "v3.2.1",
      "date": "2025-11-10"
    },
    {
      "name": "v3.2.2",
      "date": "2025-11-13"
    },
    {
      "name": "v3.2.4",
      "date": "2025-12-11"
    },
    {
      "name": "v3.3.0",
      "date": "2026-05-11"
    }
  ],
  "_topics": [
    "customization",
    "ggplot2",
    "scrna-seq",
    "seurat",
    "single-cell",
    "single-cell-genomics",
    "single-cell-rna-seq",
    "visualization"
  ],
  "_stars": 297,
  "_contributors": [
    {
      "user": "samuel-marsh",
      "count": 3869,
      "uuid": 38284410
    },
    {
      "user": "maelle",
      "count": 1,
      "uuid": 8360597
    },
    {
      "user": "mojaveazure",
      "count": 1,
      "uuid": 11035068
    },
    {
      "user": "kew24",
      "count": 1,
      "uuid": 56448994
    },
    {
      "user": "mustafapir",
      "count": 1,
      "uuid": 56301379
    }
  ],
  "_userbio": {
    "uuid": 38284410,
    "type": "user",
    "name": "Samuel Marsh",
    "description": "Postdoctoral Fellow.\r\nInterested in Neuroimmunology, Single Cell, and Neurodegenerative Disease"
  },
  "_downloads": {
    "count": 3004,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/scCustomize"
  },
  "_devurl": "https://github.com/samuel-marsh/sccustomize",
  "_pkgdown": "https://samuel-marsh.github.io/scCustomize/",
  "_searchresults": 2436,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/scCustomize.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/samuel-marsh/sccustomize",
  "_realowner": "samuel-marsh",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.1.0",
      "date": "2022-12-23"
    },
    {
      "version": "1.1.1",
      "date": "2023-01-14"
    },
    {
      "version": "1.1.2",
      "date": "2023-07-18"
    },
    {
      "version": "1.1.3",
      "date": "2023-07-19"
    },
    {
      "version": "2.0.0",
      "date": "2023-11-14"
    },
    {
      "version": "2.0.1",
      "date": "2023-11-17"
    },
    {
      "version": "2.1.0",
      "date": "2024-02-23"
    },
    {
      "version": "2.1.1",
      "date": "2024-02-24"
    },
    {
      "version": "2.1.2",
      "date": "2024-02-28"
    },
    {
      "version": "3.0.0",
      "date": "2024-12-05"
    },
    {
      "version": "3.0.1",
      "date": "2024-12-18"
    },
    {
      "version": "3.1.3",
      "date": "2025-08-26"
    },
    {
      "version": "3.2.0",
      "date": "2025-09-10"
    },
    {
      "version": "3.2.1",
      "date": "2025-11-08"
    },
    {
      "version": "3.2.2",
      "date": "2025-11-12"
    },
    {
      "version": "3.2.3",
      "date": "2025-12-11"
    },
    {
      "version": "3.2.4",
      "date": "2025-12-11"
    },
    {
      "version": "3.3.0",
      "date": "2026-05-08"
    }
  ],
  "_exports": [
    "Add_Alt_Feature_ID",
    "Add_Cell_Complexity",
    "Add_Cell_QC_Metrics",
    "Add_CellBender_Diff",
    "Add_Hemo",
    "Add_MALAT1_Threshold",
    "Add_Mito_Ribo",
    "Add_Pct_Diff",
    "Add_Sample_Meta",
    "Add_Top_Gene_Pct",
    "as.anndata",
    "as.LIGER",
    "as.Seurat",
    "Barcode_Plot",
    "Blank_Theme",
    "Case_Check",
    "Cell_Highlight_Plot",
    "CellBender_Diff_Plot",
    "CellBender_Feature_Diff",
    "Cells",
    "Cells_by_Identities_LIGER",
    "Cells_per_Sample",
    "Change_Delim_All",
    "Change_Delim_Prefix",
    "Change_Delim_Suffix",
    "CheckMatrix_scCustom",
    "Cluster_Highlight_Plot",
    "Cluster_Stats_All_Samples",
    "Clustered_DotPlot",
    "ColorBlind_Pal",
    "Convert_Assay",
    "Copy_From_GCP",
    "Copy_To_GCP",
    "Create_10X_H5",
    "Create_CellBender_Merged_Seurat",
    "Create_Cluster_Annotation_File",
    "Dark2_Pal",
    "Dataset_Size_LIGER",
    "DimPlot_All_Samples",
    "DimPlot_LIGER",
    "DimPlot_scCustom",
    "DiscretePalette_scCustomize",
    "DotPlot_scCustom",
    "ElbowPlot_scCustom",
    "Embeddings",
    "exAM_Scoring",
    "Extract_Modality",
    "Extract_Sample_Meta",
    "Extract_Top_Markers",
    "Factor_Cor_Plot",
    "Feature_Present",
    "FeaturePlot_DualAssay",
    "FeaturePlot_scCustom",
    "Features",
    "FeatureScatter_scCustom",
    "Fetch_Meta",
    "Find_Factor_Cor",
    "Get_Reference_LIGER",
    "Hue_Pal",
    "Idents",
    "Idents<-",
    "Iterate_Barcode_Rank_Plot",
    "Iterate_Cluster_Highlight_Plot",
    "Iterate_DimPlot_bySample",
    "Iterate_FeaturePlot_scCustom",
    "Iterate_Meta_Highlight_Plot",
    "Iterate_PC_Loading_Plots",
    "Iterate_Plot_Density_Custom",
    "Iterate_Plot_Density_Joint",
    "Iterate_VlnPlot_scCustom",
    "JCO_Four",
    "MAD_Stats",
    "Map_New_Meta",
    "Median_Stats",
    "Merge_Seurat_List",
    "Merge_Sparse_Data_All",
    "Merge_Sparse_Multimodal_All",
    "Meta_Highlight_Plot",
    "Meta_Numeric",
    "Meta_Present",
    "Meta_Remove_Seurat",
    "Move_Legend",
    "NavyAndOrange",
    "PalettePlot",
    "PC_Plotting",
    "Percent_Expressing",
    "Plot_Cells_per_Sample",
    "Plot_Density_Custom",
    "Plot_Density_Joint_Only",
    "Plot_Median_Genes",
    "Plot_Median_Mito",
    "Plot_Median_Other",
    "Plot_Median_UMIs",
    "plotFactors_scCustom",
    "Proportion_Plot",
    "Proportion_Plot_per_Sample",
    "Pull_Cluster_Annotation",
    "Pull_Directory_List",
    "QC_Histogram",
    "QC_Plot_GenevsFeature",
    "QC_Plot_UMIvsFeature",
    "QC_Plot_UMIvsGene",
    "QC_Plots_Combined_Vln",
    "QC_Plots_Complexity",
    "QC_Plots_Feature",
    "QC_Plots_Genes",
    "QC_Plots_Mito",
    "QC_Plots_UMIs",
    "Random_Cells_Downsample",
    "Read_Add_cNMF",
    "Read_CellBender_h5_Mat",
    "Read_CellBender_h5_Multi_Directory",
    "Read_CellBender_h5_Multi_File",
    "Read_GEO_Delim",
    "Read_Metrics_10X",
    "Read_Metrics_CellBender",
    "Read_Velocity",
    "Read10X_GEO",
    "Read10X_h5_GEO",
    "Read10X_h5_Multi_Directory",
    "Read10X_Multi_Directory",
    "Reduction_Loading_Present",
    "ReFilter_SeuratObject",
    "Rename_Clusters",
    "Replace_Suffix",
    "scCustomize_Palette",
    "Seq_QC_Plot_Alignment_Combined",
    "Seq_QC_Plot_Antisense",
    "Seq_QC_Plot_Basic_Combined",
    "Seq_QC_Plot_Exonic",
    "Seq_QC_Plot_Genes",
    "Seq_QC_Plot_Genome",
    "Seq_QC_Plot_Intergenic",
    "Seq_QC_Plot_Intronic",
    "Seq_QC_Plot_Number_Cells",
    "Seq_QC_Plot_Reads_in_Cells",
    "Seq_QC_Plot_Reads_per_Cell",
    "Seq_QC_Plot_Saturation",
    "Seq_QC_Plot_Total_Genes",
    "Seq_QC_Plot_Transcriptome",
    "Seq_QC_Plot_UMIs",
    "seq_zeros",
    "Setup_scRNAseq_Project",
    "Single_Color_Palette",
    "SpatialDimPlot_scCustom",
    "Split_Layers",
    "Split_Vector",
    "Stacked_VlnPlot",
    "Store_Misc_Info_Seurat",
    "Store_Palette_Seurat",
    "Subset_LIGER",
    "theme_ggprism_mod",
    "Top_Genes_Factor",
    "UnRotate_X",
    "Updated_HGNC_Symbols",
    "Updated_MGI_Symbols",
    "Variable_Features_ALL_LIGER",
    "VariableFeaturePlot_scCustom",
    "viridis_dark_high",
    "viridis_inferno_dark_high",
    "viridis_inferno_light_high",
    "viridis_light_high",
    "viridis_magma_dark_high",
    "viridis_magma_light_high",
    "viridis_plasma_dark_high",
    "viridis_plasma_light_high",
    "VlnPlot_scCustom",
    "WhichCells"
  ],
  "_datasets": [
    {
      "name": "ensembl_exAM_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "object": "ensembl_exAM_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ensembl_hemo_id",
      "title": "Ensembl Hemo IDs",
      "object": "ensembl_hemo_id",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ensembl_ieg_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "object": "ensembl_ieg_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ensembl_lncRNA_id",
      "title": "Ensembl lncRNA IDs",
      "object": "ensembl_lncRNA_id",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ensembl_malat1_list",
      "title": "MALAT1 gene lists",
      "object": "ensembl_malat1_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": true,
      "tojson": true
    },
    {
      "name": "ensembl_mito_id",
      "title": "Ensembl Mito IDs",
      "object": "ensembl_mito_id",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ensembl_ribo_id",
      "title": "Ensembl Ribo IDs",
      "object": "ensembl_ribo_id",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "exAM_gene_list",
      "title": "exAM gene lists",
      "object": "exAM_gene_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ieg_gene_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "object": "ieg_gene_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "lncRNA_gene_list",
      "title": "lncRNA gene list",
      "object": "lncRNA_gene_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "msigdb_qc_ensembl_list",
      "title": "QC Gene Lists",
      "object": "msigdb_qc_ensembl_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "msigdb_qc_gene_list",
      "title": "QC Gene Lists",
      "object": "msigdb_qc_gene_list",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "Add_Alt_Feature_ID",
      "title": "Add Alternative Feature IDs",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Add_Alt_Feature_ID"
      ]
    },
    {
      "page": "Add_Cell_Complexity",
      "title": "Add Cell Complexity",
      "concept": [
        "liger_object_util",
        "qc_util"
      ],
      "topics": [
        "Add_Cell_Complexity",
        "Add_Cell_Complexity.liger",
        "Add_Cell_Complexity.Seurat"
      ]
    },
    {
      "page": "Add_Cell_QC_Metrics",
      "title": "Add Multiple Cell Quality Control Values with Single Function",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "Add_Cell_QC_Metrics",
        "Add_Cell_QC_Metrics.liger",
        "Add_Cell_QC_Metrics.Seurat"
      ]
    },
    {
      "page": "Add_CellBender_Diff",
      "title": "Calculate and add differences post-cell bender analysis",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "Add_CellBender_Diff"
      ]
    },
    {
      "page": "Add_Hemo",
      "title": "Add Hemoglobin percentages",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "Add_Hemo",
        "Add_Hemo.liger",
        "Add_Hemo.Seurat"
      ]
    },
    {
      "page": "Add_MALAT1_Threshold",
      "title": "Add MALAT1 QC Threshold",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "Add_MALAT1_Threshold",
        "Add_MALAT1_Threshold.Seurat"
      ]
    },
    {
      "page": "Add_Mito_Ribo",
      "title": "Add Mito and Ribo percentages",
      "concept": [
        "liger_object_util",
        "qc_util"
      ],
      "topics": [
        "Add_Mito_Ribo",
        "Add_Mito_Ribo.liger",
        "Add_Mito_Ribo.Seurat"
      ]
    },
    {
      "page": "Add_Pct_Diff",
      "title": "Add percentage difference to DE results",
      "concept": [
        "marker_annotation_util"
      ],
      "topics": [
        "Add_Pct_Diff"
      ]
    },
    {
      "page": "Add_Sample_Meta",
      "title": "Add Sample Level Meta Data",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Add_Sample_Meta"
      ]
    },
    {
      "page": "Add_Top_Gene_Pct",
      "title": "Add Percent of High Abundance Genes",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "Add_Top_Gene_Pct",
        "Add_Top_Gene_Pct.liger",
        "Add_Top_Gene_Pct.Seurat"
      ]
    },
    {
      "page": "as.anndata",
      "title": "Convert objects to anndata objects",
      "concept": [
        "object_conversion"
      ],
      "topics": [
        "as.anndata",
        "as.anndata.liger",
        "as.anndata.Seurat"
      ]
    },
    {
      "page": "as.LIGER",
      "title": "Convert objects to LIGER objects",
      "concept": [
        "object_conversion"
      ],
      "topics": [
        "as.LIGER",
        "as.LIGER.list",
        "as.LIGER.Seurat"
      ]
    },
    {
      "page": "as.Seurat",
      "title": "Convert objects to 'Seurat' objects",
      "concept": [
        "object_conversion"
      ],
      "topics": [
        "as.Seurat.liger"
      ]
    },
    {
      "page": "Barcode_Plot",
      "title": "Create Barcode Rank Plot",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Barcode_Plot"
      ]
    },
    {
      "page": "Blank_Theme",
      "title": "Blank Theme",
      "concept": [
        "themes"
      ],
      "topics": [
        "Blank_Theme"
      ]
    },
    {
      "page": "Case_Check",
      "title": "Check for alternate case features",
      "concept": [
        "check_util"
      ],
      "topics": [
        "Case_Check"
      ]
    },
    {
      "page": "Cell_Highlight_Plot",
      "title": "Meta Highlight Plot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "Cell_Highlight_Plot"
      ]
    },
    {
      "page": "CellBender_Diff_Plot",
      "title": "Plot Number of Cells/Nuclei per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "CellBender_Diff_Plot"
      ]
    },
    {
      "page": "CellBender_Feature_Diff",
      "title": "CellBender Feature Differences",
      "concept": [
        "stats"
      ],
      "topics": [
        "CellBender_Feature_Diff"
      ]
    },
    {
      "page": "Cells_by_Identities_LIGER",
      "title": "Extract Cells by identity",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Cells_by_Identities_LIGER"
      ]
    },
    {
      "page": "Cells_per_Sample",
      "title": "Cells per Sample",
      "concept": [
        "stats"
      ],
      "topics": [
        "Cells_per_Sample"
      ]
    },
    {
      "page": "Cells",
      "title": "Extract Cells from LIGER Object",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Cells.liger"
      ]
    },
    {
      "page": "Change_Delim_All",
      "title": "Change all delimiters in cell name",
      "concept": [
        "barcode_util"
      ],
      "topics": [
        "Change_Delim_All"
      ]
    },
    {
      "page": "Change_Delim_Prefix",
      "title": "Change barcode prefix delimiter",
      "concept": [
        "barcode_util"
      ],
      "topics": [
        "Change_Delim_Prefix"
      ]
    },
    {
      "page": "Change_Delim_Suffix",
      "title": "Change barcode suffix delimiter",
      "concept": [
        "barcode_util"
      ],
      "topics": [
        "Change_Delim_Suffix"
      ]
    },
    {
      "page": "CheckMatrix_scCustom",
      "title": "Check Matrix Validity",
      "concept": [
        "check_util"
      ],
      "topics": [
        "CheckMatrix_scCustom"
      ]
    },
    {
      "page": "Cluster_Highlight_Plot",
      "title": "Cluster Highlight Plot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "Cluster_Highlight_Plot"
      ]
    },
    {
      "page": "Cluster_Stats_All_Samples",
      "title": "Calculate Cluster Stats",
      "concept": [
        "stats"
      ],
      "topics": [
        "Cluster_Stats_All_Samples"
      ]
    },
    {
      "page": "Clustered_DotPlot",
      "title": "Clustered DotPlot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "Clustered_DotPlot"
      ]
    },
    {
      "page": "ColorBlind_Pal",
      "title": "Color Universal Design Short Palette",
      "concept": [
        "palettes"
      ],
      "topics": [
        "ColorBlind_Pal"
      ]
    },
    {
      "page": "Convert_Assay",
      "title": "Convert between Seurat Assay types",
      "concept": [
        "object_conversion"
      ],
      "topics": [
        "Convert_Assay"
      ]
    },
    {
      "page": "Copy_From_GCP",
      "title": "Copy folder from GCP bucket from R Console",
      "concept": [
        "organization_util"
      ],
      "topics": [
        "Copy_From_GCP"
      ]
    },
    {
      "page": "Copy_To_GCP",
      "title": "Copy folder to GCP bucket from R Console",
      "concept": [
        "organization_util"
      ],
      "topics": [
        "Copy_To_GCP"
      ]
    },
    {
      "page": "Create_10X_H5",
      "title": "Create H5 from 10X Outputs",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Create_10X_H5"
      ]
    },
    {
      "page": "Create_CellBender_Merged_Seurat",
      "title": "Create Seurat Object with Cell Bender and Raw data",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Create_CellBender_Merged_Seurat"
      ]
    },
    {
      "page": "Create_Cluster_Annotation_File",
      "title": "Create cluster annotation csv file",
      "concept": [
        "marker_annotation_util"
      ],
      "topics": [
        "Create_Cluster_Annotation_File"
      ]
    },
    {
      "page": "Dark2_Pal",
      "title": "Dark2 Palette",
      "concept": [
        "palettes"
      ],
      "topics": [
        "Dark2_Pal"
      ]
    },
    {
      "page": "Dataset_Size_LIGER",
      "title": "Check size of LIGER datasets",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Dataset_Size_LIGER"
      ]
    },
    {
      "page": "DimPlot_All_Samples",
      "title": "DimPlot by Meta Data Column",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "DimPlot_All_Samples"
      ]
    },
    {
      "page": "DimPlot_LIGER",
      "title": "DimPlot LIGER Version",
      "concept": [
        "liger_plotting"
      ],
      "topics": [
        "DimPlot_LIGER"
      ]
    },
    {
      "page": "DimPlot_scCustom",
      "title": "DimPlot with modified default settings",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "DimPlot_scCustom"
      ]
    },
    {
      "page": "DiscretePalette_scCustomize",
      "title": "Discrete color palettes",
      "concept": [
        "palettes"
      ],
      "topics": [
        "DiscretePalette_scCustomize"
      ]
    },
    {
      "page": "DotPlot_scCustom",
      "title": "Customized DotPlot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "DotPlot_scCustom"
      ]
    },
    {
      "page": "ElbowPlot_scCustom",
      "title": "ElbowPlot with modifications",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "ElbowPlot_scCustom"
      ]
    },
    {
      "page": "Embeddings",
      "title": "Extract matrix of embeddings",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Embeddings.liger"
      ]
    },
    {
      "page": "ensembl_exAM_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_exAM_list"
      ]
    },
    {
      "page": "ensembl_hemo_id",
      "title": "Ensembl Hemo IDs",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_hemo_id"
      ]
    },
    {
      "page": "ensembl_ieg_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_ieg_list"
      ]
    },
    {
      "page": "ensembl_lncRNA_id",
      "title": "Ensembl lncRNA IDs",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_lncRNA_id"
      ]
    },
    {
      "page": "ensembl_malat1_list",
      "title": "MALAT1 gene lists",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_malat1_list"
      ]
    },
    {
      "page": "ensembl_mito_id",
      "title": "Ensembl Mito IDs",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_mito_id"
      ]
    },
    {
      "page": "ensembl_ribo_id",
      "title": "Ensembl Ribo IDs",
      "concept": [
        "data"
      ],
      "topics": [
        "ensembl_ribo_id"
      ]
    },
    {
      "page": "exAM_gene_list",
      "title": "exAM gene lists",
      "concept": [
        "data"
      ],
      "topics": [
        "exAM_gene_list"
      ]
    },
    {
      "page": "exAM_Scoring",
      "title": "Add exAM Gene List Module Scores",
      "concept": [
        "qc_util"
      ],
      "topics": [
        "exAM_Scoring"
      ]
    },
    {
      "page": "Extract_Modality",
      "title": "Extract multi-modal data into list by modality",
      "concept": [
        "read_merge_util"
      ],
      "topics": [
        "Extract_Modality"
      ]
    },
    {
      "page": "Extract_Sample_Meta",
      "title": "Extract sample level meta.data",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Extract_Sample_Meta"
      ]
    },
    {
      "page": "Extract_Top_Markers",
      "title": "Extract Top N Marker Genes",
      "concept": [
        "marker_annotation_util"
      ],
      "topics": [
        "Extract_Top_Markers"
      ]
    },
    {
      "page": "Factor_Cor_Plot",
      "title": "Factor Correlation Plot",
      "concept": [
        "liger_plotting"
      ],
      "topics": [
        "Factor_Cor_Plot"
      ]
    },
    {
      "page": "Feature_Present",
      "title": "Check if genes/features are present",
      "concept": [
        "check_util"
      ],
      "topics": [
        "Feature_Present"
      ]
    },
    {
      "page": "FeaturePlot_DualAssay",
      "title": "Customize FeaturePlot of two assays",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "FeaturePlot_DualAssay"
      ]
    },
    {
      "page": "FeaturePlot_scCustom",
      "title": "Customize FeaturePlot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "FeaturePlot_scCustom"
      ]
    },
    {
      "page": "Features",
      "title": "Extract Features from LIGER Object",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Features.liger"
      ]
    },
    {
      "page": "FeatureScatter_scCustom",
      "title": "Modified version of FeatureScatter",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "FeatureScatter_scCustom"
      ]
    },
    {
      "page": "Fetch_Meta",
      "title": "Get meta data from object",
      "concept": [
        "get_set_util",
        "liger_object_util"
      ],
      "topics": [
        "Fetch_Meta",
        "Fetch_Meta.liger",
        "Fetch_Meta.Seurat"
      ]
    },
    {
      "page": "Find_Factor_Cor",
      "title": "Find Factor Correlations",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Find_Factor_Cor"
      ]
    },
    {
      "page": "Get_Reference_LIGER",
      "title": "Get Reference Dataset",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Get_Reference_LIGER"
      ]
    },
    {
      "page": "Hue_Pal",
      "title": "Hue_Pal",
      "concept": [
        "palettes"
      ],
      "topics": [
        "Hue_Pal"
      ]
    },
    {
      "page": "Idents",
      "title": "Extract or set default identities from object",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Idents.liger",
        "Idents<-.liger"
      ]
    },
    {
      "page": "ieg_gene_list",
      "title": "Immediate Early Gene (IEG) gene lists",
      "concept": [
        "data"
      ],
      "topics": [
        "ieg_gene_list"
      ]
    },
    {
      "page": "Iterate_Barcode_Rank_Plot",
      "title": "Iterative Barcode Rank Plots",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Iterate_Barcode_Rank_Plot"
      ]
    },
    {
      "page": "Iterate_Cluster_Highlight_Plot",
      "title": "Iterate Cluster Highlight Plot",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_Cluster_Highlight_Plot"
      ]
    },
    {
      "page": "Iterate_DimPlot_bySample",
      "title": "Iterate DimPlot By Sample",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_DimPlot_bySample"
      ]
    },
    {
      "page": "Iterate_FeaturePlot_scCustom",
      "title": "Iterative Plotting of Gene Lists using Custom FeaturePlots",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_FeaturePlot_scCustom"
      ]
    },
    {
      "page": "Iterate_Meta_Highlight_Plot",
      "title": "Iterate Meta Highlight Plot",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_Meta_Highlight_Plot"
      ]
    },
    {
      "page": "Iterate_PC_Loading_Plots",
      "title": "Iterate PC Loading Plots",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_PC_Loading_Plots"
      ]
    },
    {
      "page": "Iterate_Plot_Density_Custom",
      "title": "Iterative Plotting of Gene Lists using Custom Density Plots",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_Plot_Density_Custom"
      ]
    },
    {
      "page": "Iterate_Plot_Density_Joint",
      "title": "Iterative Plotting of Gene Lists using Custom Joint Density Plots",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_Plot_Density_Joint"
      ]
    },
    {
      "page": "Iterate_VlnPlot_scCustom",
      "title": "Iterative Plotting of Gene Lists using VlnPlot_scCustom",
      "concept": [
        "iterative_plotting"
      ],
      "topics": [
        "Iterate_VlnPlot_scCustom"
      ]
    },
    {
      "page": "JCO_Four",
      "title": "Four Color Palette (JCO)",
      "concept": [
        "palettes"
      ],
      "topics": [
        "JCO_Four"
      ]
    },
    {
      "page": "lncRNA_gene_list",
      "title": "lncRNA gene list",
      "concept": [
        "data"
      ],
      "topics": [
        "lncRNA_gene_list"
      ]
    },
    {
      "page": "MAD_Stats",
      "title": "Median Absolute Deviation Statistics",
      "concept": [
        "stats"
      ],
      "topics": [
        "MAD_Stats"
      ]
    },
    {
      "page": "Map_New_Meta",
      "title": "Create new variable from categories in meta.data",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Map_New_Meta"
      ]
    },
    {
      "page": "Median_Stats",
      "title": "Median Statistics",
      "concept": [
        "stats"
      ],
      "topics": [
        "Median_Stats"
      ]
    },
    {
      "page": "Merge_Seurat_List",
      "title": "Merge a list of Seurat Objects",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "Merge_Seurat_List"
      ]
    },
    {
      "page": "Merge_Sparse_Data_All",
      "title": "Merge a list of Sparse Matrices",
      "concept": [
        "read_merge_util"
      ],
      "topics": [
        "Merge_Sparse_Data_All"
      ]
    },
    {
      "page": "Merge_Sparse_Multimodal_All",
      "title": "Merge a list of Sparse Matrices contain multi-modal data.",
      "concept": [
        "read_merge_util"
      ],
      "topics": [
        "Merge_Sparse_Multimodal_All"
      ]
    },
    {
      "page": "Meta_Highlight_Plot",
      "title": "Meta Highlight Plot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "Meta_Highlight_Plot"
      ]
    },
    {
      "page": "Meta_Numeric",
      "title": "Check if meta data columns are numeric",
      "concept": [
        "check_util"
      ],
      "topics": [
        "Meta_Numeric"
      ]
    },
    {
      "page": "Meta_Present",
      "title": "Check if meta data are present",
      "concept": [
        "check_util"
      ],
      "topics": [
        "Meta_Present"
      ]
    },
    {
      "page": "Meta_Remove_Seurat",
      "title": "Remove meta data columns containing Seurat Defaults",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Meta_Remove_Seurat"
      ]
    },
    {
      "page": "Move_Legend",
      "title": "Move Legend Position",
      "concept": [
        "themes"
      ],
      "topics": [
        "Move_Legend"
      ]
    },
    {
      "page": "msigdb_qc_ensembl_list",
      "title": "QC Gene Lists",
      "concept": [
        "data"
      ],
      "topics": [
        "msigdb_qc_ensembl_list"
      ]
    },
    {
      "page": "msigdb_qc_gene_list",
      "title": "QC Gene Lists",
      "concept": [
        "data"
      ],
      "topics": [
        "msigdb_qc_gene_list"
      ]
    },
    {
      "page": "NavyAndOrange",
      "title": "Navy and Orange Dual Color Palette",
      "concept": [
        "palettes"
      ],
      "topics": [
        "NavyAndOrange"
      ]
    },
    {
      "page": "PalettePlot",
      "title": "Plot color palette in viewer",
      "concept": [
        "palettes"
      ],
      "topics": [
        "PalettePlot"
      ]
    },
    {
      "page": "PC_Plotting",
      "title": "PC Plots",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "PC_Plotting"
      ]
    },
    {
      "page": "Percent_Expressing",
      "title": "Calculate percent of expressing cells",
      "concept": [
        "stats"
      ],
      "topics": [
        "Percent_Expressing"
      ]
    },
    {
      "page": "Plot_Cells_per_Sample",
      "title": "Plot Number of Cells/Nuclei per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Plot_Cells_per_Sample"
      ]
    },
    {
      "page": "Plot_Density_Custom",
      "title": "Nebulosa Density Plot",
      "concept": [
        "other_seurat_plotting"
      ],
      "topics": [
        "Plot_Density_Custom"
      ]
    },
    {
      "page": "Plot_Density_Joint_Only",
      "title": "Nebulosa Joint Density Plot",
      "concept": [
        "other_seurat_plotting"
      ],
      "topics": [
        "Plot_Density_Joint_Only"
      ]
    },
    {
      "page": "Plot_Median_Genes",
      "title": "Plot Median Genes per Cell per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Plot_Median_Genes"
      ]
    },
    {
      "page": "Plot_Median_Mito",
      "title": "Plot Median Percent Mito per Cell per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Plot_Median_Mito"
      ]
    },
    {
      "page": "Plot_Median_Other",
      "title": "Plot Median other variable per Cell per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Plot_Median_Other"
      ]
    },
    {
      "page": "Plot_Median_UMIs",
      "title": "Plot Median UMIs per Cell per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Plot_Median_UMIs"
      ]
    },
    {
      "page": "plotFactors_scCustom",
      "title": "Customized version of plotFactors",
      "concept": [
        "liger_plotting"
      ],
      "topics": [
        "plotFactors_scCustom"
      ]
    },
    {
      "page": "Proportion_Plot",
      "title": "Cell Proportion Plot",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Proportion_Plot"
      ]
    },
    {
      "page": "Proportion_Plot_per_Sample",
      "title": "Cell Proportion Plot per Sample",
      "concept": [
        "stats_plotting"
      ],
      "topics": [
        "Proportion_Plot_per_Sample"
      ]
    },
    {
      "page": "Pull_Cluster_Annotation",
      "title": "Pull cluster information from annotation csv file.",
      "concept": [
        "marker_annotation_util"
      ],
      "topics": [
        "Pull_Cluster_Annotation"
      ]
    },
    {
      "page": "Pull_Directory_List",
      "title": "Pull Directory List",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Pull_Directory_List"
      ]
    },
    {
      "page": "QC_Histogram",
      "title": "QC Histogram Plots",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Histogram"
      ]
    },
    {
      "page": "QC_Plot_GenevsFeature",
      "title": "QC Plots Genes vs Misc",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plot_GenevsFeature"
      ]
    },
    {
      "page": "QC_Plot_UMIvsFeature",
      "title": "QC Plots UMI vs Misc",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plot_UMIvsFeature"
      ]
    },
    {
      "page": "QC_Plot_UMIvsGene",
      "title": "QC Plots Genes vs UMIs",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plot_UMIvsGene"
      ]
    },
    {
      "page": "QC_Plots_Combined_Vln",
      "title": "QC Plots Genes, UMIs, & % Mito",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_Combined_Vln"
      ]
    },
    {
      "page": "QC_Plots_Complexity",
      "title": "QC Plots Cell \"Complexity\"",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_Complexity"
      ]
    },
    {
      "page": "QC_Plots_Feature",
      "title": "QC Plots Feature",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_Feature"
      ]
    },
    {
      "page": "QC_Plots_Genes",
      "title": "QC Plots Genes",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_Genes"
      ]
    },
    {
      "page": "QC_Plots_Mito",
      "title": "QC Plots Mito",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_Mito"
      ]
    },
    {
      "page": "QC_Plots_UMIs",
      "title": "QC Plots UMIs",
      "concept": [
        "object_qc_plotting"
      ],
      "topics": [
        "QC_Plots_UMIs"
      ]
    },
    {
      "page": "Random_Cells_Downsample",
      "title": "Randomly downsample by identity",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Random_Cells_Downsample"
      ]
    },
    {
      "page": "Read_Add_cNMF",
      "title": "Read and add results from cNMF",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_Add_cNMF"
      ]
    },
    {
      "page": "Read_CellBender_h5_Mat",
      "title": "Load CellBender h5 matrices (corrected)",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_CellBender_h5_Mat"
      ]
    },
    {
      "page": "Read_CellBender_h5_Multi_Directory",
      "title": "Load CellBender h5 matrices (corrected) from multiple directories",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_CellBender_h5_Multi_Directory"
      ]
    },
    {
      "page": "Read_CellBender_h5_Multi_File",
      "title": "Load CellBender h5 matrices (corrected) from multiple files",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_CellBender_h5_Multi_File"
      ]
    },
    {
      "page": "Read_GEO_Delim",
      "title": "Load in NCBI GEO data formatted as single file per sample",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_GEO_Delim"
      ]
    },
    {
      "page": "Read_Metrics_10X",
      "title": "Read Overall Statistics from 10X Cell Ranger Count",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_Metrics_10X"
      ]
    },
    {
      "page": "Read_Metrics_CellBender",
      "title": "Read Overall Statistics from CellBender",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_Metrics_CellBender"
      ]
    },
    {
      "page": "Read_Velocity",
      "title": "Load RNA Velocity results",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read_Velocity"
      ]
    },
    {
      "page": "Read10X_GEO",
      "title": "Load in NCBI GEO data from 10X",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read10X_GEO"
      ]
    },
    {
      "page": "Read10X_h5_GEO",
      "title": "Load in NCBI GEO data from 10X in HDF5 file format",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read10X_h5_GEO"
      ]
    },
    {
      "page": "Read10X_h5_Multi_Directory",
      "title": "Load 10X h5 count matrices from multiple directories",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read10X_h5_Multi_Directory"
      ]
    },
    {
      "page": "Read10X_Multi_Directory",
      "title": "Load 10X count matrices from multiple directories",
      "concept": [
        "read_&_write"
      ],
      "topics": [
        "Read10X_Multi_Directory"
      ]
    },
    {
      "page": "Reduction_Loading_Present",
      "title": "Check if reduction loadings are present",
      "concept": [
        "check_util"
      ],
      "topics": [
        "Reduction_Loading_Present"
      ]
    },
    {
      "page": "ReFilter_SeuratObject",
      "title": "Re-filter Seurat object",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "ReFilter_SeuratObject"
      ]
    },
    {
      "page": "Rename_Clusters",
      "title": "Rename Clusters",
      "concept": [
        "get_set_util",
        "marker_annotation_util"
      ],
      "topics": [
        "Rename_Clusters",
        "Rename_Clusters.liger",
        "Rename_Clusters.Seurat"
      ]
    },
    {
      "page": "Replace_Suffix",
      "title": "Replace barcode suffixes",
      "concept": [
        "barcode_util"
      ],
      "topics": [
        "Replace_Suffix"
      ]
    },
    {
      "page": "scCustomize_Palette",
      "title": "Color Palette Selection for scCustomize",
      "concept": [
        "palettes"
      ],
      "topics": [
        "scCustomize_Palette"
      ]
    },
    {
      "page": "Seq_QC_Plot_Alignment_Combined",
      "title": "QC Plots Sequencing metrics (Alignment) (Layout)",
      "concept": [
        "seq_qc_plotting_layout"
      ],
      "topics": [
        "Seq_QC_Plot_Alignment_Combined"
      ]
    },
    {
      "page": "Seq_QC_Plot_Antisense",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Antisense"
      ]
    },
    {
      "page": "Seq_QC_Plot_Basic_Combined",
      "title": "QC Plots Sequencing metrics (Layout)",
      "concept": [
        "seq_qc_plotting_layout"
      ],
      "topics": [
        "Seq_QC_Plot_Basic_Combined"
      ]
    },
    {
      "page": "Seq_QC_Plot_Exonic",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Exonic"
      ]
    },
    {
      "page": "Seq_QC_Plot_Genes",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Genes"
      ]
    },
    {
      "page": "Seq_QC_Plot_Genome",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Genome"
      ]
    },
    {
      "page": "Seq_QC_Plot_Intergenic",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Intergenic"
      ]
    },
    {
      "page": "Seq_QC_Plot_Intronic",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Intronic"
      ]
    },
    {
      "page": "Seq_QC_Plot_Number_Cells",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Number_Cells"
      ]
    },
    {
      "page": "Seq_QC_Plot_Reads_in_Cells",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Reads_in_Cells"
      ]
    },
    {
      "page": "Seq_QC_Plot_Reads_per_Cell",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Reads_per_Cell"
      ]
    },
    {
      "page": "Seq_QC_Plot_Saturation",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Saturation"
      ]
    },
    {
      "page": "Seq_QC_Plot_Total_Genes",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_Total_Genes"
      ]
    },
    {
      "page": "Seq_QC_Plot_Transcriptome",
      "title": "QC Plots Sequencing metrics (Alignment)",
      "concept": [
        "seq_qc_plotting_alignment"
      ],
      "topics": [
        "Seq_QC_Plot_Transcriptome"
      ]
    },
    {
      "page": "Seq_QC_Plot_UMIs",
      "title": "QC Plots Sequencing metrics",
      "concept": [
        "seq_qc_plotting_basic"
      ],
      "topics": [
        "Seq_QC_Plot_UMIs"
      ]
    },
    {
      "page": "seq_zeros",
      "title": "Create sequence with zeros",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "seq_zeros"
      ]
    },
    {
      "page": "Setup_scRNAseq_Project",
      "title": "Setup project directory structure",
      "concept": [
        "organization_util"
      ],
      "topics": [
        "Setup_scRNAseq_Project"
      ]
    },
    {
      "page": "Single_Color_Palette",
      "title": "Single Color Palettes for Plotting",
      "concept": [
        "palettes"
      ],
      "topics": [
        "Single_Color_Palette"
      ]
    },
    {
      "page": "SpatialDimPlot_scCustom",
      "title": "SpatialDimPlot with modified default settings",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "SpatialDimPlot_scCustom"
      ]
    },
    {
      "page": "Split_Layers",
      "title": "Split Seurat object into layers",
      "concept": [
        "object_conversion"
      ],
      "topics": [
        "Split_Layers"
      ]
    },
    {
      "page": "Split_Vector",
      "title": "Split vector into list",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "Split_Vector"
      ]
    },
    {
      "page": "Stacked_VlnPlot",
      "title": "Stacked Violin Plot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "Stacked_VlnPlot"
      ]
    },
    {
      "page": "Store_Misc_Info_Seurat",
      "title": "Store misc data in Seurat object",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Store_Misc_Info_Seurat"
      ]
    },
    {
      "page": "Store_Palette_Seurat",
      "title": "Store color palette in Seurat object",
      "concept": [
        "get_set_util"
      ],
      "topics": [
        "Store_Palette_Seurat"
      ]
    },
    {
      "page": "Subset_LIGER",
      "title": "Subset LIGER object",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Subset_LIGER"
      ]
    },
    {
      "page": "theme_ggprism_mod",
      "title": "Modified ggprism theme",
      "concept": [
        "themes"
      ],
      "topics": [
        "theme_ggprism_mod"
      ]
    },
    {
      "page": "Top_Genes_Factor",
      "title": "Extract top loading genes for LIGER factor",
      "concept": [
        "liger_object_util",
        "marker_annotation_util"
      ],
      "topics": [
        "Top_Genes_Factor",
        "Top_Genes_Factor.liger",
        "Top_Genes_Factor.Seurat"
      ]
    },
    {
      "page": "UnRotate_X",
      "title": "Unrotate x axis on VlnPlot",
      "concept": [
        "themes"
      ],
      "topics": [
        "UnRotate_X"
      ]
    },
    {
      "page": "Updated_HGNC_Symbols",
      "title": "Update HGNC Gene Symbols",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "Updated_HGNC_Symbols"
      ]
    },
    {
      "page": "Updated_MGI_Symbols",
      "title": "Update MGI Gene Symbols",
      "concept": [
        "misc_util"
      ],
      "topics": [
        "Updated_MGI_Symbols"
      ]
    },
    {
      "page": "Variable_Features_ALL_LIGER",
      "title": "Perform variable gene selection over whole dataset",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "Variable_Features_ALL_LIGER"
      ]
    },
    {
      "page": "VariableFeaturePlot_scCustom",
      "title": "Custom Labeled Variable Features Plot",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "VariableFeaturePlot_scCustom"
      ]
    },
    {
      "page": "viridis_shortcut",
      "title": "Viridis Shortcuts",
      "concept": [
        "palettes"
      ],
      "topics": [
        "viridis_dark_high",
        "viridis_inferno_dark_high",
        "viridis_inferno_light_high",
        "viridis_light_high",
        "viridis_magma_dark_high",
        "viridis_magma_light_high",
        "viridis_plasma_dark_high",
        "viridis_plasma_light_high"
      ]
    },
    {
      "page": "VlnPlot_scCustom",
      "title": "VlnPlot with modified default settings",
      "concept": [
        "seurat_plotting"
      ],
      "topics": [
        "VlnPlot_scCustom"
      ]
    },
    {
      "page": "WhichCells",
      "title": "Extract Cells for particular identity",
      "concept": [
        "liger_object_util"
      ],
      "topics": [
        "WhichCells.liger"
      ]
    }
  ],
  "_readme": "https://github.com/samuel-marsh/sccustomize/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "askpass",
    "base64enc",
    "beeswarm",
    "BH",
    "bitops",
    "bslib",
    "cachem",
    "Cairo",
    "caTools",
    "circlize",
    "cli",
    "cluster",
    "codetools",
    "colorspace",
    "commonmark",
    "cowplot",
    "cpp11",
    "crosstalk",
    "curl",
    "data.table",
    "deldir",
    "digest",
    "dotCall64",
    "dplyr",
    "dqrng",
    "evaluate",
    "farver",
    "fastDummies",
    "fastmap",
    "fitdistrplus",
    "FNN",
    "fontawesome",
    "forcats",
    "fs",
    "future",
    "future.apply",
    "generics",
    "ggbeeswarm",
    "ggplot2",
    "ggprism",
    "ggrastr",
    "ggrepel",
    "ggridges",
    "GlobalOptions",
    "globals",
    "glue",
    "goftest",
    "gplots",
    "gridExtra",
    "gtable",
    "gtools",
    "here",
    "highr",
    "hms",
    "htmltools",
    "htmlwidgets",
    "httpuv",
    "httr",
    "ica",
    "igraph",
    "irlba",
    "isoband",
    "janitor",
    "jquerylib",
    "jsonlite",
    "KernSmooth",
    "knitr",
    "labeling",
    "later",
    "lattice",
    "lazyeval",
    "lifecycle",
    "listenv",
    "lmtest",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "matrixStats",
    "mcprogress",
    "memoise",
    "mime",
    "miniUI",
    "nlme",
    "openssl",
    "otel",
    "paletteer",
    "parallelly",
    "patchwork",
    "pbapply",
    "pillar",
    "pkgconfig",
    "plotly",
    "plyr",
    "png",
    "polyclip",
    "prismatic",
    "progressr",
    "promises",
    "purrr",
    "R6",
    "ragg",
    "RANN",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppAnnoy",
    "RcppArmadillo",
    "RcppEigen",
    "RcppHNSW",
    "RcppProgress",
    "RcppTOML",
    "rematch2",
    "reshape2",
    "reticulate",
    "rlang",
    "rmarkdown",
    "ROCR",
    "rprojroot",
    "RSpectra",
    "rstudioapi",
    "Rtsne",
    "S7",
    "sass",
    "scales",
    "scattermore",
    "sctransform",
    "Seurat",
    "SeuratObject",
    "shape",
    "shiny",
    "sitmo",
    "snakecase",
    "sourcetools",
    "sp",
    "spam",
    "spatstat.data",
    "spatstat.explore",
    "spatstat.geom",
    "spatstat.random",
    "spatstat.sparse",
    "spatstat.univar",
    "spatstat.utils",
    "stringi",
    "stringr",
    "survival",
    "sys",
    "systemfonts",
    "tensor",
    "textshaping",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "tinytex",
    "utf8",
    "uwot",
    "vctrs",
    "vipor",
    "viridisLite",
    "withr",
    "xfun",
    "xtable",
    "yaml",
    "zoo"
  ],
  "_score": 10.115284911993824,
  "_indexed": true,
  "_nocasepkg": "sccustomize",
  "_universes": [
    "samuel-marsh"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "3.3.0",
      "date": "2026-05-11T19:23:42.000Z",
      "distro": "noble",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "fbdb0d7f5a1b3333555f4d9db81def1bb1804eaed16ec310dc14b1ba339389ac",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "3.3.0",
      "date": "2026-05-11T19:24:32.000Z",
      "distro": "noble",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "ae97441e8814629b0d02c07e022cdf72fdb1db8841e4bacf8f697781cb140ecd",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "3.3.0",
      "date": "2026-05-11T19:23:13.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "72ab0618848356e2d8eb7041e5cbda0c91eaff6a25d79012e7ca499258d0de02",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "3.3.0",
      "date": "2026-05-11T19:22:28.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "3018b2d66bb337ea8d6f88626baf6fc5b74a671a66388a41f4454acd054c0288",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "3.3.0",
      "date": "2026-05-11T19:22:01.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "592abb7355c9bc1bbe05af117ba1b632f05c1ff3b0650d5939f3593a99e40260",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "3.3.0",
      "date": "2026-05-11T19:22:14.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "ff68c8e8fda876a892ac5702534a37a55d3244af4679002e74534eefeabdb5ef",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "3.3.0",
      "date": "2026-05-11T19:21:44.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "c16bd4d958ed9a34e234a5364ad514689ffbf4aa3d76527c478fcb1bd795c662",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "3.3.0",
      "date": "2026-05-22T11:18:09.000Z",
      "commit": "c23a7122fe9f403d31966d65050967a28953b175",
      "fileid": "941b2b676b823966460d4cd613c141d09c1db40b3815c4005c41b2854d13a394",
      "status": "success",
      "buildurl": "https://github.com/r-universe/samuel-marsh/actions/runs/25691607420"
    }
  ]
}