{
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  "Package": "DRomics",
  "Title": "Dose Response for Omics",
  "Version": "2.6.3",
  "Authors@R": "c(person(\"Marie-Laure\", \"Delignette-Muller\", role = \"aut\", email = \"marielaure.delignettemuller@vetagro-sup.fr\", comment = c(ORCID = \"0000-0001-5453-3994\")),\nperson(\"Elise\", \"Billoir\", role = \"aut\", email = \"elise.billoir@univ-lorraine.fr\", comment = c(ORCID = \"0000-0001-9012-3298\")),\nperson(\"Floriane\", \"Larras\", role = \"ctb\", email = \"floriane.larras@kreatis.eu\"),\nperson(\"Aurelie\", \"Siberchicot\", role = c(\"aut\", \"cre\"), email = \"aurelie.siberchicot@univ-lyon1.fr\", comment = c(ORCID = \"0000-0002-7638-8318\")))",
  "Description": "Several functions are provided for dose-response (or\nconcentration-response) characterization from omics data.\n'DRomics' is especially dedicated to omics data obtained using\na typical dose-response design, favoring a great number of\ntested doses (or concentrations) rather than a great number of\nreplicates (no need of replicates). 'DRomics' provides\nfunctions 1) to check, normalize and or transform data, 2) to\nselect monotonic or biphasic significantly responding items\n(e.g. probes, metabolites), 3) to choose the best-fit model\namong a predefined family of monotonic and biphasic models to\ndescribe each selected item, 4) to derive a benchmark dose or\nconcentration and a typology of response from each fitted\ncurve. In the available version data are supposed to be\nsingle-channel microarray data in log2, RNAseq data in raw\ncounts, or already pretreated continuous omics data (such as\nmetabolomic data) in log scale. In order to link responses\nacross biological levels based on a common method, 'DRomics'\nalso handles apical data as long as they are continuous and\nfollow a normal distribution for each dose or concentration,\nwith a common standard error. For further details see\nDelignette-Muller et al (2023) <DOI:10.24072/pcjournal.325> and\nLarras et al (2018) <DOI:10.1021/acs.est.8b04752>.",
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  "URL": "https://drgarden.pages.in2p3.fr/DRomics/,\nhttps://lbbe.univ-lyon1.fr/fr/dromics",
  "Contact": "Marie-Laure Delignette-Muller\n<marielaure.delignettemuller@vetagro-sup.fr>",
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  "Repository": "https://lbbe-software.r-universe.dev",
  "Date/Publication": "2026-05-13 09:37:37 UTC",
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  "Packaged": {
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    "User": "root"
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  "Author": "Marie-Laure Delignette-Muller [aut] (ORCID:\n<https://orcid.org/0000-0001-5453-3994>),\nElise Billoir [aut] (ORCID: <https://orcid.org/0000-0001-9012-3298>),\nFloriane Larras [ctb],\nAurelie Siberchicot [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-7638-8318>)",
  "Maintainer": "Aurelie Siberchicot <aurelie.siberchicot@univ-lyon1.fr>",
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    "trendplot"
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      "title": "Computation of confidence interval on benchmark doses by bootstrap",
      "topics": [
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        "plot.bmdboot",
        "print.bmdboot"
      ]
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    {
      "page": "bmdcalc",
      "title": "Computation of benchmark doses for responsive items",
      "topics": [
        "bmdcalc",
        "plot.bmdcalc",
        "print.bmdcalc"
      ]
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    {
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      "title": "Filtering BMDs according to estimation quality",
      "topics": [
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      "title": "BMD plot optionally with confidence intervals on BMD",
      "topics": [
        "bmdplot"
      ]
    },
    {
      "page": "bmdplotwithgradient",
      "title": "BMD plot with color gradient",
      "topics": [
        "bmdplotwithgradient"
      ]
    },
    {
      "page": "continuousanchoringdata",
      "title": "Import and check of continuous anchoring apical data",
      "topics": [
        "continuousanchoringdata",
        "plot.continuousanchoringdata",
        "print.continuousanchoringdata"
      ]
    },
    {
      "page": "metabolomicdata",
      "title": "Import and check of continuous omic data (e.g. metabolomic data)",
      "topics": [
        "continuousomicdata",
        "metabolomicdata",
        "plot.continuousomicdata",
        "print.continuousomicdata"
      ]
    },
    {
      "page": "curvesplot",
      "title": "Plot of fitted curves",
      "topics": [
        "curvesplot"
      ]
    },
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      "title": "Dose response modelling for responsive items",
      "topics": [
        "drcfit",
        "plot.drcfit",
        "plotfit2pdf",
        "print.drcfit"
      ]
    },
    {
      "page": "ecdfplotwithCI",
      "title": "ECDF plot of a variable with given confidence intervals on this variable",
      "topics": [
        "ecdfplotwithCI"
      ]
    },
    {
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      "title": "ECDF plot of a given quantile of a variable calculated by group",
      "topics": [
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    },
    {
      "page": "formatdata4DRomics",
      "title": "Build an R object that can be used as data input in DRomics",
      "topics": [
        "formatdata4DRomics"
      ]
    },
    {
      "page": "itemselect",
      "title": "Selection of significantly responsive items",
      "topics": [
        "itemselect",
        "print.itemselect"
      ]
    },
    {
      "page": "microarraydata",
      "title": "Import, check and normalization of single-channel microarray data",
      "topics": [
        "microarraydata",
        "omicdata",
        "plot.microarraydata",
        "print.microarraydata"
      ]
    },
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      "page": "PCAdataplot",
      "title": "Performs and plots the results of a PCA on omic data",
      "topics": [
        "PCAdataplot"
      ]
    },
    {
      "page": "RNAseqdata",
      "title": "Import, check and normalization and transformation of RNAseq data",
      "topics": [
        "plot.RNAseqdata",
        "print.RNAseqdata",
        "RNAseqdata"
      ]
    },
    {
      "page": "Scenedesmus",
      "title": "Concentration-response effect of triclosan in Scenedesmus vacuolatus",
      "topics": [
        "Scenedesmus",
        "Scenedesmus_apical",
        "Scenedesmus_metab"
      ]
    },
    {
      "page": "selectgroups",
      "title": "Selection of groups on which to focus",
      "topics": [
        "selectgroups"
      ]
    },
    {
      "page": "sensitivityplot",
      "title": "Plot of a summary of BMD values per group of items",
      "topics": [
        "sensitivityplot"
      ]
    },
    {
      "page": "targetplot",
      "title": "Dose-reponse plot for target items",
      "topics": [
        "targetplot"
      ]
    },
    {
      "page": "trendplot",
      "title": "Plot of the repartition of trends per group",
      "topics": [
        "trendplot"
      ]
    },
    {
      "page": "zebraf",
      "title": "Transcriptomic dose-response to ionizing radiation in zebrafish with batch effect",
      "topics": [
        "zebraf"
      ]
    },
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      "title": "Dose-response kidney transcriptomic effect of Tetrachloroethylene in mouse",
      "topics": [
        "Zhou",
        "Zhou_kidney_pce"
      ]
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  "_vignettes": [
    {
      "source": "DRomics_vignette.Rmd",
      "filename": "DRomics_vignette.html",
      "title": "Overview of the DRomics package",
      "author": "Marie Laure Delignette-Muller, Aurélie Siberchicot, Elise Billoir, Floriane Larras",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Main workflow",
        "Step 1: importation, check and normalization / transformation of data if needed",
        "General format of imported data",
        "Importation of data from a unique text file",
        "Importation of data as an R object",
        "What types of data can be analyzed using DRomics ?",
        "Description of the classical types of data handled by DRomics",
        "An example with RNAseq data",
        "An example with microarray data",
        "An example with metabolomic data",
        "An example with continuous anchoring apical data",
        "Handling of data collected through specific designs",
        "An example with in situ (observational) RNAseq data",
        "An example with RNAseq data from an experiment with a batch effect",
        "Step 2: selection of significantly responding items",
        "Step 3: fit of dose-response models, choice of the best fit for each curve",
        "Fit of the best model",
        "Plot of fitted curves",
        "Plot of residuals",
        "Description of the family of dose-response models fitted in DRomics",
        "Reminder on least squares regression",
        "Step 4: calculation of benchmark doses (BMD)",
        "Calculation of BMD",
        "Plots of the BMD distribution",
        "Calculation of confidence intervals on the BMDs by bootstrap",
        "Filtering BMDs according to estimation quality",
        "Plot of fitted curves with BMD values and confidence intervals",
        "Plot of all the fitted curves in one figure with points at BMD-BMR values",
        "Description of the outputs of the complete DRomics workflow",
        "Help for biological interpretation of DRomics outputs",
        "Interpretation of DRomics results in a simple case with only one data set obtained in one experimental condition",
        "Augmentation of the data frame of DRomics results with biological annotation",
        "Various plots of results by biological group",
        "BMD ECDF plots split by group defined from biological annotation",
        "Sensitivity plot of biological groups",
        "Trend plot per biological group",
        "Plot of dose-response curves per biological group",
        "Comparison of DRomics results obtained at different experimental levels, for example in a multi-omics approach",
        "Augmentation of the data frames of DRomics results with biological annotation",
        "Binding of the data frames corresponding the results at each experimental level",
        "Comparison of results obtained at the different experimental levels using basic R functions",
        "Comparison of results obtained at the different experimental levels using DRomics functions",
        "ECDF plot of BMD values per group and experimental level using DRomics functions",
        "Plot of the trend repartition per group and experimental level",
        "Sensitivity plot per group and experimental level",
        "Selection of groups on which to focus using the selectgroups() function",
        "BMD ECDF plot with color gradient split by group and experimental level",
        "Plot of the dose-response curves for a selection of groups",
        "References"
      ],
      "created": "2020-12-22 10:33:09",
      "modified": "2024-08-02 09:37:28",
      "commits": 63
    }
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