{
  "_id": "6a1adf6e1d7bb097a09ec37c",
  "Package": "liana",
  "Type": "Package",
  "Title": "LIANA: a LIgand-receptor ANalysis frAmework",
  "Version": "0.1.14.9000",
  "Authors@R": "c(\nperson(\ngiven = \"Zaoqu\",\nfamily = \"Liu\",\nrole = c(\"cre\", \"ctb\"),\nemail = \"liuzaoqu@163.com\",\ncomment = c(ORCID = \"0000-0002-0452-742X\")\n),\nperson(\ngiven = \"Daniel\",\nfamily = \"Dimitrov\",\nrole = c(\"aut\"),\nemail = \"daniel.dimitrov@uni-heidelberg.de\",\ncomment = c(ORCID = \"0000-0002-5197-2112\")\n),\nperson(\ngiven = \"Charlotte\",\nfamily = \"Boys\",\nrole = c(\"aut\"),\nemail = \"mm228@stud.uni-heidelberg.de\",\ncomment = c(ORCID = \"0000-0003-3955-5110\")\n),\nperson(\ngiven = \"Martin\",\nfamily = \"Garrido Rodriguez\",\nrole = c(\"aut\"),\nemail = \"martin.garrido@uni-heidelberg.de\",\ncomment = c(ORCID = \"0000-0003-4125-5643\")\n),\nperson(\ngiven = \"Denes\",\nfamily = \"Turei\",\nrole = c(\"aut\"),\nemail = \"turei.denes@gmail.com\",\ncomment = c(ORCID = \"0000-0002-7249-9379\")\n),\nperson(\ngiven = \"James\",\nfamily = \"Nagai\",\nrole = c(\"aut\"),\nemail = \"jshinitinaga@ukaachen.de\",\ncomment = c(ORCID = \"0000-0002-7655-7206\")\n))",
  "Description": "LIANA provides a number of methods and resources for\nligand-receptor interaction inference from scRNA-seq data. This\nversion is specifically designed for Seurat v4 and SeuratObject\nv4 compatibility. It includes improved Python environment\nhandling and better integration with existing workflows.",
  "License": "GPL-3 + file LICENSE",
  "URL": "https://zaoqu-liu.github.io/liana/,\nhttps://github.com/Zaoqu-Liu/liana",
  "BugReports": "https://github.com/Zaoqu-Liu/liana/issues",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "biocViews": "scater, scran, SingleCellExperiment, ComplexHeatmap",
  "Remotes": [
    "sqjin/CellChat",
    "saezlab/OmnipathR",
    "saezlab/decoupleR",
    "Zaoqu-Liu/Connectome"
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  "RoxygenNote": "7.3.3",
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  "Repository": "https://zaoqu-liu.r-universe.dev",
  "Date/Publication": "2026-01-25 04:59:47 UTC",
  "RemoteUrl": "https://github.com/Zaoqu-Liu/liana",
  "RemoteRef": "main",
  "RemoteSha": "a14953e154850f6fcf1a73a35a39050724090314",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-30 09:16:59 UTC",
    "User": "root"
  },
  "Author": "Zaoqu Liu [cre, ctb] (ORCID: <https://orcid.org/0000-0002-0452-742X>),\nDaniel Dimitrov [aut] (ORCID: <https://orcid.org/0000-0002-5197-2112>),\nCharlotte Boys [aut] (ORCID: <https://orcid.org/0000-0003-3955-5110>),\nMartin Garrido Rodriguez [aut] (ORCID:\n<https://orcid.org/0000-0003-4125-5643>),\nDenes Turei [aut] (ORCID: <https://orcid.org/0000-0002-7249-9379>),\nJames Nagai [aut] (ORCID: <https://orcid.org/0000-0002-7655-7206>)",
  "Maintainer": "Zaoqu Liu <liuzaoqu@163.com>",
  "MD5sum": "37dcd1532f30b46fe219efd02dab1908",
  "_user": "zaoqu-liu",
  "_type": "src",
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  "_created": "2026-05-30T09:16:59.000Z",
  "_published": "2026-05-30T13:00:30.330Z",
  "_distro": "noble",
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    "author": "Zaoqu-Liu <liuzaoqu@163.com>",
    "committer": "Zaoqu-Liu <liuzaoqu@163.com>",
    "message": "fix: 移除 basilisk 硬依赖以解决 R-universe 构建问题\n\n- 将 basilisk 从 Imports 移到 Suggests（可选依赖）\n- 在 liana_tensor_c2c 中添加 requireNamespace 检查\n- 更新 NAMESPACE 移除 basilisk import\n- 从 Remotes 中移除 basilisk 相关条目\n\n这应该能绕过 R-universe 中的一些构建问题。\n主要的 gh/httr2 版本冲突 bug 需要 R-universe 官方修复。\n",
    "time": 1769317187
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  "_maintainer": {
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    "email": "liuzaoqu@163.com",
    "login": "zaoqu-liu",
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    "description": "AI4S",
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  "_usedby": 0,
  "_updates": [
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      "week": "2026-04",
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  "_topics": [
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    "scran",
    "singlecellexperiment",
    "complexheatmap",
    "quarto"
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    "name": "LIU Zaoqu",
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  "_exports": [
    "assign_lr_weights",
    "calculate_gini",
    "call_cellchat",
    "call_connectome",
    "call_italk",
    "call_natmi",
    "call_sca",
    "call_squidpy",
    "cellchat_formatDB",
    "chord_freq",
    "compile_ligrec",
    "conn_formatDB",
    "decomplexify",
    "decompose_tensor",
    "filter_nonabundant_celltypes",
    "FormatConnectome",
    "FormatiTALK",
    "FormatSCA",
    "generate_homologs",
    "generate_lr_geneset",
    "generate_omni",
    "generate_orthologs",
    "get_abundance_summary",
    "get_c2c_factors",
    "get_connectome",
    "get_curated_omni",
    "get_logfc",
    "get_lr_resources",
    "get_natmi",
    "get_sca",
    "heat_freq",
    "italk_formatDB",
    "join_means",
    "liana_aggregate",
    "liana_bysample",
    "liana_call",
    "liana_defaults",
    "liana_dotplot",
    "liana_heatmap",
    "liana_pipe",
    "liana_prep",
    "liana_tensor_c2c",
    "liana_wrap",
    "mean0",
    "minmax",
    "plot_abundance_summary",
    "plot_c2c_cells",
    "plot_c2c_overview",
    "plot_context_boxplot",
    "plot_context_heat",
    "plot_lr_heatmap",
    "rank_aggregate",
    "rank_method",
    "recomplexify",
    "sca_formatDB",
    "select_resource",
    "show_homologene",
    "show_methods",
    "show_resources"
  ],
  "_help": [
    {
      "page": "assign_lr_weights",
      "title": "Helper function to assign weights",
      "topics": [
        "assign_lr_weights"
      ]
    },
    {
      "page": "call_cellchat",
      "title": "Run CellChat with OmniPath function [[DEPRECATED]]",
      "topics": [
        "call_cellchat"
      ]
    },
    {
      "page": "call_connectome",
      "title": "Function to call connectome with databases from OmniPath [[DEPRECATED]]",
      "topics": [
        "call_connectome"
      ]
    },
    {
      "page": "call_italk",
      "title": "Run iTALK with OmniPath data [[DEPRECATED]]",
      "topics": [
        "call_italk"
      ]
    },
    {
      "page": "call_natmi",
      "title": "Call NATMI Pipeline from R with Resources Querried from OmniPath [[DEPRECATED]]",
      "topics": [
        "call_natmi"
      ]
    },
    {
      "page": "call_sca",
      "title": "Function to call SingleCellSignalR with databases from OmniPath [[DEPRECATED]]",
      "topics": [
        "call_sca"
      ]
    },
    {
      "page": "call_squidpy",
      "title": "Call Squidpy Pipeline via reticulate with OmniPath and format results",
      "topics": [
        "call_squidpy"
      ]
    },
    {
      "page": "chord_freq",
      "title": "Frequency ChordDiagram",
      "topics": [
        "chord_freq"
      ]
    },
    {
      "page": "decomplexify",
      "title": "Helper Function to 'decomplexify' ligands and receptors into individual subunits",
      "topics": [
        "decomplexify"
      ]
    },
    {
      "page": "decompose_tensor",
      "title": "Wrapper function to run `cell2cell_tensor` decomposition on a prebuilt tensor.",
      "topics": [
        "decompose_tensor"
      ]
    },
    {
      "page": "filter_nonabundant_celltypes",
      "title": "Filter nun-abundant cell types",
      "topics": [
        "filter_nonabundant_celltypes"
      ]
    },
    {
      "page": "FormatConnectome",
      "title": "Helper function to filter and format connectome",
      "topics": [
        "FormatConnectome"
      ]
    },
    {
      "page": "FormatiTALK",
      "title": "Helper Function to Filter and format iTalk results",
      "topics": [
        "FormatiTALK"
      ]
    },
    {
      "page": "FormatNatmi",
      "title": "Load NATMI results from folder and format appropriately",
      "topics": [
        "FormatNatmi"
      ]
    },
    {
      "page": "FormatSCA",
      "title": "Helper function to format SingleCellSignalR results",
      "topics": [
        "FormatSCA"
      ]
    },
    {
      "page": "generate_homologs",
      "title": "Function to generate a homologous OmniPath resource",
      "topics": [
        "generate_homologs"
      ]
    },
    {
      "page": "generate_lr_geneset",
      "title": "Generate a geneset resource for each LR",
      "topics": [
        "generate_lr_geneset"
      ]
    },
    {
      "page": "generate_orthologs",
      "title": "Deprecated call to generate_homologs",
      "topics": [
        "generate_orthologs"
      ]
    },
    {
      "page": "get_c2c_factors",
      "title": "Returns tensor cell2cell results",
      "topics": [
        "get_c2c_factors"
      ]
    },
    {
      "page": "get_connectome",
      "title": "Function to obtain connectome-like weights",
      "topics": [
        "get_connectome"
      ]
    },
    {
      "page": "get_curated_omni",
      "title": "Function to Generate the Curated (Default) LIANA resource",
      "topics": [
        "get_curated_omni"
      ]
    },
    {
      "page": "get_logfc",
      "title": "Function to obtain logFC weights",
      "topics": [
        "get_logfc"
      ]
    },
    {
      "page": "get_lr_resources",
      "title": "Helper function that returns the name of each intercell resource in OmniPath",
      "topics": [
        "get_lr_resources"
      ]
    },
    {
      "page": "get_natmi",
      "title": "Function to obtain NATMI-like weights",
      "topics": [
        "get_natmi"
      ]
    },
    {
      "page": "get_partners",
      "title": "Retrieves intercellular communication partners (ligands or receptors) from one ligand-receptor resource.",
      "topics": [
        "get_partners"
      ]
    },
    {
      "page": "get_permutations",
      "title": "Helper Function to generate shuffled means",
      "topics": [
        "get_permutations"
      ]
    },
    {
      "page": "get_sca",
      "title": "Function to obtain SingleCellSignalR-like scores",
      "topics": [
        "get_sca"
      ]
    },
    {
      "page": "heat_freq",
      "title": "Communication Frequency heatmap plot",
      "topics": [
        "heat_freq"
      ]
    },
    {
      "page": "liana_aggregate",
      "title": "Function to Aggregate CCC Method Results",
      "topics": [
        "liana_aggregate"
      ]
    },
    {
      "page": "liana_bysample",
      "title": "Wrapper around `liana_wrap` to run liana for each sample.",
      "topics": [
        "liana_bysample"
      ]
    },
    {
      "page": "liana_call",
      "title": "Wrapper Function to obtain scores via liana_pipe",
      "topics": [
        "liana_call"
      ]
    },
    {
      "page": "liana_defaults",
      "title": "Function to pass Default Arguments for each method",
      "topics": [
        "liana_defaults"
      ]
    },
    {
      "page": "liana_dotplot",
      "title": "Liana dotplot interactions by source and target cells",
      "topics": [
        "liana_dotplot"
      ]
    },
    {
      "page": "liana_heatmap",
      "title": "Communication by cell type Heatmap",
      "topics": [
        "liana_heatmap"
      ]
    },
    {
      "page": "liana_message",
      "title": "LIANA message/warning helper function to allow for verbosity",
      "topics": [
        "liana_message"
      ]
    },
    {
      "page": "liana_pipe",
      "title": "Liana Pipe which runs DE analysis and merges needed information for LR inference",
      "topics": [
        "liana_pipe"
      ]
    },
    {
      "page": "liana_prep",
      "title": "Function to handle different types of object as input and do basic quality checks",
      "topics": [
        "liana_prep"
      ]
    },
    {
      "page": "liana_scores",
      "title": "Function to obtain different scoring schemes",
      "topics": [
        "liana_scores"
      ]
    },
    {
      "page": "liana_tensor_c2c",
      "title": "Wrapper function to run `cell2cell_tensor` with LIANA output.",
      "topics": [
        "liana_tensor_c2c"
      ]
    },
    {
      "page": "liana_wrap",
      "title": "LIANA wrapper function",
      "topics": [
        "liana_wrap"
      ]
    },
    {
      "page": "min0",
      "title": "Helper Function which returns the value closest to 0",
      "topics": [
        "min0"
      ]
    },
    {
      "page": "minmax",
      "title": "Helper min-max normalization function",
      "topics": [
        "minmax"
      ]
    },
    {
      "page": "plot_c2c_cells",
      "title": "Plot the product of loadings between the source and target loadings within a factor",
      "topics": [
        "plot_c2c_cells"
      ]
    },
    {
      "page": "plot_c2c_overview",
      "title": "Function to plot an Overview of tensor-c2c results",
      "topics": [
        "plot_c2c_overview"
      ]
    },
    {
      "page": "plot_context_boxplot",
      "title": "Generate boxplots with significance",
      "topics": [
        "plot_context_boxplot"
      ]
    },
    {
      "page": "plot_context_heat",
      "title": "Plot a Heatmap of context loadings",
      "topics": [
        "plot_context_heat"
      ]
    },
    {
      "page": "plot_lr_heatmap",
      "title": "Function to plot a UMAP of context loadings",
      "topics": [
        "plot_lr_heatmap"
      ]
    },
    {
      "page": "preprocess_scores",
      "title": "Helper function to deal with tensor sparsity and liana's scores as in Python",
      "topics": [
        "preprocess_scores"
      ]
    },
    {
      "page": "rank_aggregate",
      "title": "Aggregate CCC Method results and by both magnitude and specificity ranks",
      "topics": [
        "rank_aggregate"
      ]
    },
    {
      "page": "rank_method",
      "title": "Helper function to rank each method",
      "topics": [
        "rank_method"
      ]
    },
    {
      "page": "select_resource",
      "title": "Helper Function to Handle resource choices",
      "topics": [
        "select_resource"
      ]
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