{
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  "Package": "iCARH",
  "Version": "2.0.2.1",
  "Date": "2020-08-23",
  "Title": "Integrative Conditional Autoregressive Horseshoe Model",
  "Authors@R": "c(person(\"Takoua\", \"Jendoubi\", role = c(\"aut\", \"cre\"), email = \"t.jendoubi14@imperial.ac.uk\"), person(\"Timothy M.D.\", \"Ebbels\", role = c(\"aut\"), email = \"t.ebbels@imperial.ac.uk\") )",
  "Description": "Implements the integrative conditional autoregressive\nhorseshoe model discussed in Jendoubi, T., Ebbels, T.M.\nIntegrative analysis of time course metabolic data and\nbiomarker discovery. BMC Bioinformatics 21, 11 (2020)\n<doi:10.1186/s12859-019-3333-0>. The model consists in three\nlevels: Metabolic pathways level modeling interdependencies\nbetween variables via a conditional auto-regressive (CAR)\ncomponent, integrative analysis level to identify potential\nassociations between heterogeneous omic variables via a\nHorseshoe prior and experimental design level to capture\nexperimental design conditions through a mixed-effects model.\nThe package also provides functions to simulate data from the\nmodel, construct pathway matrices, post process and plot model\nparameters.",
  "biocViews": "",
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    "Date": "2026-05-16 08:07:31 UTC",
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  "Author": "Takoua Jendoubi [aut, cre], Timothy M.D. Ebbels [aut]",
  "Maintainer": "Takoua Jendoubi <t.jendoubi14@imperial.ac.uk>",
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  "Repository": "https://takouajendoubi.r-universe.dev",
  "Date/Publication": "2020-08-27 06:50:07 UTC",
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    "extra/citation.html",
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    "iCARH.checkRhats",
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    "iCARH.plotARCoeff",
    "iCARH.plotBeta",
    "iCARH.plotDataImputation",
    "iCARH.plotPathwayPerturbation",
    "iCARH.plotTreatmentEffect",
    "iCARH.simulate",
    "iCARH.waic"
  ],
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      "page": "iCARH.getBeta",
      "title": "Return model parameters",
      "topics": [
        "iCARH.getARCoeff",
        "iCARH.getBeta",
        "iCARH.getDataImputation",
        "iCARH.getPathwaysCoeff",
        "iCARH.getTreatmentEffect"
      ]
    },
    {
      "page": "iCARH.getPathwaysMat",
      "title": "Builds pathways adjacency matrices",
      "topics": [
        "iCARH.getPathwaysMat"
      ]
    },
    {
      "page": "iCARH.model",
      "title": "Runs the integrative CAR Horseshoe model",
      "topics": [
        "iCARH.model"
      ]
    },
    {
      "page": "iCARH.params",
      "title": "Summarize and return model parameters",
      "topics": [
        "iCARH.params"
      ]
    },
    {
      "page": "iCARH.plotBeta",
      "title": "Postprocess and plot model parameters",
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        "iCARH.checkRhats",
        "iCARH.mad",
        "iCARH.plotARCoeff",
        "iCARH.plotBeta",
        "iCARH.plotDataImputation",
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        "iCARH.waic"
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    {
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