{
  "_id": "6a1aca6e1d7bb097a09dd43b",
  "Package": "MIRit",
  "Title": "Integrate microRNA and gene expression to decipher pathway\ncomplexity",
  "Version": "1.9.0",
  "Date": "2023-11-23",
  "Authors@R": "c(\nperson(\"Jacopo\", \"Ronchi\", email = \"jacopo.ronchi@unimib.it\",\nrole = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0001-5520-4631\")),\nperson(\"Maria\", \"Foti\", email = \"maria.foti@unimib.it\",\nrole = c(\"fnd\"), comment = c(ORCID = \"0000-0002-4481-1900\")))",
  "Description": "MIRit is an R package that provides several methods for\ninvestigating the relationships between miRNAs and genes in\ndifferent biological conditions. In particular, MIRit allows to\nexplore the functions of dysregulated miRNAs, and makes it\npossible to identify miRNA-gene regulatory axes that control\nbiological pathways, thus enabling the users to unveil the\ncomplexity of miRNA biology. MIRit is an all-in-one framework\nthat aims to help researchers in all the central aspects of an\nintegrative miRNA-mRNA analyses, from differential expression\nanalysis to network characterization.",
  "License": "GPL (>= 3)",
  "URL": "https://jacopo-ronchi.github.io/MIRit/,\nhttps://github.com/jacopo-ronchi/MIRit",
  "BugReports": "https://github.com/jacopo-ronchi/MIRit/issues",
  "biocViews": "Software, GeneRegulation, NetworkEnrichment,\nNetworkInference, Epigenetics, FunctionalGenomics,\nSystemsBiology, Network, Pathways, GeneExpression,\nDifferentialExpression",
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  "Collate": "'AllGenerics.R' 'AllClasses.R' 'MIRit-package.R'\n'RcppExports.R' 'association.R' 'batch-correction.R' 'data.R'\n'differential-expression.R' 'enrichment.R' 'integration.R'\n'show-methods.R' 'targets.R' 'topological-integration.R'\n'utils.R' 'visualization.R'",
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  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 13:02:17 UTC",
  "RemoteUrl": "https://github.com/bioc/MIRit",
  "RemoteRef": "HEAD",
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  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-30 07:48:36 UTC",
    "User": "root"
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  "Author": "Jacopo Ronchi [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-5520-4631>),\nMaria Foti [fnd] (ORCID: <https://orcid.org/0000-0002-4481-1900>)",
  "Maintainer": "Jacopo Ronchi <jacopo.ronchi@unimib.it>",
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  "_published": "2026-05-30T11:30:54.491Z",
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    "enrichedFeatures",
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    "enrichmentDotplot",
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    "geneSet",
    "getEvidence",
    "getTargets",
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    "gseaRidgeplot",
    "integratedPathways",
    "integration",
    "integrationDatabase",
    "integrationDotplot",
    "listPathways",
    "loadExamples",
    "mirnaDE",
    "MirnaExperiment",
    "mirnaIntegration",
    "mirnaTargets",
    "mirVariantPlot",
    "pairedSamples",
    "performGeneDE",
    "performMirnaDE",
    "plotCorrelation",
    "plotDE",
    "plotDimensions",
    "plotVolcano",
    "preparePathways",
    "searchDisease",
    "setTargets",
    "show",
    "significantGenes",
    "significantMirnas",
    "supportedOrganisms",
    "topologicalAnalysis",
    "visualizeNetwork"
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      "file": "geneCounts.rda",
      "class": [
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        "array"
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        "PTC 2",
        "PTC 3",
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      "table": true,
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      "title": "Count matrix for microRNA expression in thyroid cancer",
      "object": "mirnaCounts",
      "file": "mirnaCounts.rda",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
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        "PTC 2",
        "PTC 3",
        "PTC 4",
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        "PTC 7",
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      "table": true,
      "tojson": true
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  "_help": [
    {
      "page": "addDifferentialExpression",
      "title": "Manually add differential expression results to a MirnaExperiment object",
      "topics": [
        "addDifferentialExpression"
      ]
    },
    {
      "page": "augmentedPathways",
      "title": "Access the miRNA-augmented pathways that were used during TAIPA",
      "topics": [
        "augmentedPathways"
      ]
    },
    {
      "page": "batchCorrection",
      "title": "Correct for batch effects in miRNA and gene expression measurements",
      "topics": [
        "batchCorrection"
      ]
    },
    {
      "page": "deAccessors",
      "title": "Extract differentially expressed miRNAs and genes from a 'MirnaExperiment' object",
      "topics": [
        "deAccessors",
        "geneDE",
        "mirnaDE"
      ]
    },
    {
      "page": "deAnalysis",
      "title": "Perform differential expression analysis",
      "topics": [
        "deAnalysis",
        "performGeneDE",
        "performMirnaDE"
      ]
    },
    {
      "page": "enrichedFeatures",
      "title": "Extract the names of the pre-ranked features in a GSEA experiment",
      "topics": [
        "enrichedFeatures"
      ]
    },
    {
      "page": "enrichGenes",
      "title": "Perform functional enrichment analysis of genes",
      "topics": [
        "enrichGenes"
      ]
    },
    {
      "page": "enrichmentBarplot",
      "title": "Create a barplot for functional enrichment analysis",
      "topics": [
        "enrichmentBarplot"
      ]
    },
    {
      "page": "enrichmentDatabase",
      "title": "Access the database used for functional enrichment analyses",
      "topics": [
        "enrichmentDatabase"
      ]
    },
    {
      "page": "enrichmentDotplot",
      "title": "Create a dotplot for functional enrichment analysis",
      "topics": [
        "enrichmentDotplot"
      ]
    },
    {
      "page": "enrichmentMethod",
      "title": "Access the method used for functional enrichment analyses",
      "topics": [
        "enrichmentMethod"
      ]
    },
    {
      "page": "enrichmentMetric",
      "title": "Extract the GSEA ranking metric used for functional enrichment analyses",
      "topics": [
        "enrichmentMetric"
      ]
    },
    {
      "page": "enrichmentResults",
      "title": "Access the results of functional enrichment analyses",
      "topics": [
        "enrichmentResults"
      ]
    },
    {
      "page": "enrichTargets",
      "title": "Perform an enrichment analysis of integrated microRNA targets",
      "topics": [
        "enrichTargets"
      ]
    },
    {
      "page": "findMirnaSNPs",
      "title": "Find disease-associated SNPs occurring at DE-miRNA loci",
      "topics": [
        "findMirnaSNPs"
      ]
    },
    {
      "page": "FunctionalEnrichment-class",
      "title": "The 'FunctionalEnrichment' class",
      "topics": [
        "enrichedFeatures,FunctionalEnrichment-method",
        "enrichmentDatabase,FunctionalEnrichment-method",
        "enrichmentMethod,FunctionalEnrichment-method",
        "enrichmentMetric,FunctionalEnrichment-method",
        "enrichmentResults,FunctionalEnrichment-method",
        "FunctionalEnrichment",
        "FunctionalEnrichment-class",
        "geneSet,FunctionalEnrichment-method",
        "show,FunctionalEnrichment-method"
      ]
    },
    {
      "page": "geneCounts",
      "title": "Count matrix for gene expression in thyroid cancer",
      "topics": [
        "geneCounts"
      ]
    },
    {
      "page": "geneSet",
      "title": "Extract the gene-sets used for functional enrichment analyses",
      "topics": [
        "geneSet"
      ]
    },
    {
      "page": "getEvidence",
      "title": "Get the scientific evidence for a particular disease-SNP association",
      "topics": [
        "getEvidence"
      ]
    },
    {
      "page": "getTargets",
      "title": "Get microRNA targets",
      "topics": [
        "getTargets"
      ]
    },
    {
      "page": "gseaPlot",
      "title": "Create a GSEA plot that displays the running enrichment score (ES) for a given pathway",
      "topics": [
        "gseaPlot"
      ]
    },
    {
      "page": "gseaRidgeplot",
      "title": "Create a ridgeplot to display the results of GSEA analysis",
      "topics": [
        "gseaRidgeplot"
      ]
    },
    {
      "page": "integratedPathways",
      "title": "Access the results of integrative miRNA-mRNA pathway analyses",
      "topics": [
        "integratedPathways"
      ]
    },
    {
      "page": "integration",
      "title": "Explore the results of the integration analysis between miRNAs and genes",
      "topics": [
        "integration"
      ]
    },
    {
      "page": "integrationDatabase",
      "title": "Extract the database used for integrative miRNA-mRNA pathway analyses",
      "topics": [
        "integrationDatabase"
      ]
    },
    {
      "page": "integrationDotplot",
      "title": "Display integrated miRNA-mRNA augmented pathways in a dotplot",
      "topics": [
        "integrationDotplot"
      ]
    },
    {
      "page": "IntegrativePathwayAnalysis-class",
      "title": "The 'IntegrativePathwayAnalysis' class",
      "topics": [
        "augmentedPathways,IntegrativePathwayAnalysis-method",
        "integratedPathways,IntegrativePathwayAnalysis-method",
        "integrationDatabase,IntegrativePathwayAnalysis-method",
        "IntegrativePathwayAnalysis",
        "IntegrativePathwayAnalysis-class",
        "show,IntegrativePathwayAnalysis-method"
      ]
    },
    {
      "page": "listPathways",
      "title": "List all the available biological pathways in KEGG, Reactome and WikiPathways",
      "topics": [
        "listPathways"
      ]
    },
    {
      "page": "loadExamples",
      "title": "Load example MIRit objects",
      "topics": [
        "loadExamples"
      ]
    },
    {
      "page": "mirnaCounts",
      "title": "Count matrix for microRNA expression in thyroid cancer",
      "topics": [
        "mirnaCounts"
      ]
    },
    {
      "page": "MirnaExperiment",
      "title": "The constructor function for MirnaExperiment",
      "topics": [
        "MirnaExperiment"
      ]
    },
    {
      "page": "MirnaExperiment-class",
      "title": "The 'MirnaExperiment' class",
      "topics": [
        "geneDE,MirnaExperiment-method",
        "integration,MirnaExperiment-method",
        "mirnaDE,MirnaExperiment-method",
        "MirnaExperiment-class",
        "mirnaTargets,MirnaExperiment-method",
        "pairedSamples,MirnaExperiment-method",
        "show,MirnaExperiment-method",
        "significantGenes,MirnaExperiment-method",
        "significantMirnas,MirnaExperiment-method"
      ]
    },
    {
      "page": "mirnaIntegration",
      "title": "Integrate microRNA and gene expression",
      "topics": [
        "mirnaIntegration"
      ]
    },
    {
      "page": "mirnaTargets",
      "title": "Explore miRNA-target pairs",
      "topics": [
        "mirnaTargets"
      ]
    },
    {
      "page": "mirVariantPlot",
      "title": "Create a trackplot to show the association between miRNAs and disease-SNPs",
      "topics": [
        "mirVariantPlot"
      ]
    },
    {
      "page": "pairedSamples",
      "title": "View the relationship between miRNA and gene samples",
      "topics": [
        "pairedSamples"
      ]
    },
    {
      "page": "plotCorrelation",
      "title": "Plot correlation between miRNAs and genes within biological groups",
      "topics": [
        "plotCorrelation"
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      "title": "Integrate miRNA and gene expression data with MIRit",
      "author": "Jacopo Ronchi",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "What is MIRit",
        "How to cite MIRit",
        "Installation",
        "Data preparation",
        "Load example data",
        "Paired vs unpaired data",
        "Set up expression matrices",
        "Define sample metadata",
        "Create a MirnaExperiment object",
        "Differential expression analysis",
        "Visualize expression variability",
        "Perform miRNA and gene differential expression",
        "Available methods for RNA-Seq and microarrays",
        "Model design",
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        "Advanced parameters",
        "Add differential expression results from other technologies",
        "Visualize differentially expressed features",
        "Access differential expression tables",
        "Create a volcano plot for miRNAs and genes",
        "Produce differential expression bar plots",
        "Functional enrichment analysis",
        "Available approaches: ORA, GSEA and CAMERA",
        "Available databases and categories",
        "Supported species",
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        "Visualize enriched sets",
        "Access results table",
        "Enrichment dot plots and bar plots",
        "Other plots for GSEA",
        "Retrieve miRNA targets",
        "Databases with miRNA-mRNA interactions",
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        "Assess the effects of miRNAs on target genes",
        "Correlation analysis for paired data",
        "Statistical correlation coefficients",
        "Perform a correlation analysis in MIRit",
        "Account for the group effect in correlation analysis",
        "Explore the succesfully integrated miRNA-target pairs",
        "Visualize the correlation between miRNAs and genes",
        "Association tests for unpaired data",
        "Fisher's exact test",
        "Boschloo's exact test",
        "Perform one-sideded association tests in MIRit",
        "Rotation gene-set tests for unpaired data",
        "Session info",
        "References"
      ],
      "created": "2023-02-19 23:56:30",
      "modified": "2026-02-20 13:13:26",
      "commits": 30
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