{
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  "Package": "spiDE",
  "Title": "Context-specific, neighbourhood-dependent differential\nexpression",
  "Version": "0.99.37",
  "Authors@R": "c(\nperson(given = \"Dharmesh D.\",\nfamily = \"Bhuva\",\nrole = c(\"aut\", \"cre\"),\nemail = \"d.bhuva@uq.edu.au\",\ncomment = c(ORCID = \"0000-0002-6398-9157\")),\nperson(given = \"Chin Wee\",\nfamily = \"Tan\",\nrole = c(\"aut\"),\nemail = \"cwtan@wehi.edu.au\",\ncomment = c(ORCID = \"0000-0001-9695-7218\"))\n)",
  "Description": "spiDE identifies context-specific, neighbourhood-dependent\ndifferential expression in spatial transcriptomics data. Within\nan index cell type, it asks whether a gene's expression changes\nwith the local density (niche) of another cell type within\npatients, and whether that dependence differs between two\nconditions. Niche covariates are Gaussian kernel density\nestimates of each cell type. For every index cell type a\nper-gene negative binomial GLM with a patient intercept is\nfitted with SpaNorm's Newton solver; its niche slopes are then\ntested across patients, either from each patient's own slopes\nwith weighted limma (the slopes engine) or with a\npatient-clustered CR2 sandwich (the sandwich engine). The\npooled test asks whether a slope is consistently non-zero; the\ncondition-specific test whether it differs between conditions.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
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  "RoxygenNote": "8.0.0",
  "biocViews": "Software, Spatial, DifferentialExpression, GeneExpression,\nTranscriptomics, Regression, CellBiology",
  "URL": "https://bhuvalab.github.io/spiDE,\nhttps://github.com/BhuvaLab/spiDE",
  "BugReports": "https://github.com/BhuvaLab/spiDE/issues",
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  "Repository": "https://biocstaging.r-universe.dev",
  "Date/Publication": "2026-11-05 01:11:34 UTC",
  "RemoteUrl": "https://github.com/BiocStaging/spiDE",
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  "Packaged": {
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    "User": "root"
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  "Author": "Dharmesh D. Bhuva [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-6398-9157>),\nChin Wee Tan [aut] (ORCID: <https://orcid.org/0000-0001-9695-7218>)",
  "Maintainer": "Dharmesh D. Bhuva <d.bhuva@uq.edu.au>",
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  "_created": "2026-11-10T01:57:08.000Z",
  "_published": "2026-11-10T02:05:13.798Z",
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    "orcid": "0000-0002-6398-9157",
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    "description": "NHMRC Emerging Leardership Fellow working on systems biology and spatial statistics.",
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  "_topics": [
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    "plotSpillover",
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    "spiDEColours",
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      "title": "A small synthetic SpatialExperiment for spiDE examples",
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  "_help": [
    {
      "page": "buildNiches",
      "title": "Build niche covariate matrices",
      "topics": [
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        "buildNiches,ANY-method"
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    },
    {
      "page": "fitSpiDE",
      "title": "Fit spiDE's per-patient niche models",
      "topics": [
        "fitSpiDE",
        "fitSpiDE,SpatialExperiment-method"
      ]
    },
    {
      "page": "mergeNiches",
      "title": "Merge niche cell-type columns into groups",
      "topics": [
        "mergeNiches",
        "mergeNiches,ANY-method"
      ]
    },
    {
      "page": "patientIntercepts",
      "title": "Each patient's intercept",
      "topics": [
        "patientIntercepts",
        "patientIntercepts,SpiDEFit-method",
        "patientIntercepts,SpiDEResults-method"
      ]
    },
    {
      "page": "patientSlopes",
      "title": "Each patient's niche slopes",
      "topics": [
        "patientSlopes",
        "patientSlopes,SpiDEFit-method",
        "patientSlopes,SpiDEResults-method"
      ]
    },
    {
      "page": "plotCallMap",
      "title": "Where the calls are",
      "topics": [
        "plotCallMap"
      ]
    },
    {
      "page": "plotNicheMap",
      "title": "The niche covariate in tissue",
      "topics": [
        "plotNicheMap"
      ]
    },
    {
      "page": "plotNicheResponse",
      "title": "Expression against niche density: the cells behind a slope",
      "topics": [
        "plotNicheResponse"
      ]
    },
    {
      "page": "plotPatientEffects",
      "title": "What the patient intercepts, or slopes, capture",
      "topics": [
        "plotPatientEffects"
      ]
    },
    {
      "page": "plotPatientSlopes",
      "title": "Each patient's niche slope for a triplet",
      "topics": [
        "plotPatientSlopes"
      ]
    },
    {
      "page": "plotPValues",
      "title": "p-values by test and expression band",
      "topics": [
        "plotPValues"
      ]
    },
    {
      "page": "plotSpillover",
      "title": "Are the calls the niche type's own markers?",
      "topics": [
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    },
    {
      "page": "plotTopTriplets",
      "title": "The strongest triplets, or those of chosen genes",
      "topics": [
        "plotTopTriplets"
      ]
    },
    {
      "page": "plotTripletHeatmap",
      "title": "Niche-response profiles of genes or gene sets",
      "topics": [
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      ]
    },
    {
      "page": "results",
      "title": "Extract spiDE's test results",
      "topics": [
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        "results,SpiDEResults-method"
      ]
    },
    {
      "page": "spiDE",
      "title": "Run spiDE end to end",
      "topics": [
        "spiDE",
        "spiDE,SpatialExperiment-method"
      ]
    },
    {
      "page": "spiDEColours",
      "title": "The spiDE colours",
      "topics": [
        "spiDEColours"
      ]
    },
    {
      "page": "SpiDEFit-class",
      "title": "The fitted per-patient niche models of spiDE",
      "topics": [
        "$,SpiDEFit-method",
        "SpiDEFit-class"
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    },
    {
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      "title": "The results of spiDE's niche tests",
      "topics": [
        "$,SpiDEResults-method",
        "SpiDEResults-class"
      ]
    },
    {
      "page": "spiGSEA",
      "title": "Gene-set tests on spiDE's niche results",
      "topics": [
        "spiGSEA",
        "spiGSEA,SpiDEResults-method"
      ]
    },
    {
      "page": "testNicheAbundance",
      "title": "Test whether patients with more of a niche cell type express genes differently",
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        "testNicheAbundance,ANY-method"
      ]
    },
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        "testSpiDE,SpiDEFit-method"
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    },
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      "title": "The spiDE plot theme",
      "topics": [
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    },
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      "page": "toySpiDE",
      "title": "A small synthetic SpatialExperiment for spiDE examples",
      "topics": [
        "toySpiDE"
      ]
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      "title": "Designing a study with spiDE",
      "author": "Dharmesh D. Bhuva",
      "engine": "knitr::rmarkdown",
      "headings": [
        "How much data does a study need?",
        "The benchmark",
        "Reading the minimum detectable effect",
        "Patients and cells per patient",
        "The condition-specific test",
        "Small designs: 5 to 7 patients per condition",
        "False discoveries to expect",
        "Practical recommendations",
        "Session information"
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      "filename": "spiDE.html",
      "title": "Getting started with spiDE",
      "author": "Dharmesh D. Bhuva",
      "engine": "knitr::rmarkdown",
      "headings": [
        "spiDE",
        "Load the data",
        "Build the niches",
        "Choose a bandwidth",
        "Fit the model",
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        "The pooled test",
        "The condition-specific test",
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      "created": "2026-07-10 04:37:28",
      "modified": "2026-10-22 02:32:11",
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      "title": "The spiDE model",
      "author": "Dharmesh D. Bhuva",
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      "headings": [
        "The question",
        "What kinds of effects can spiDE find?",
        "both groups spread evenly over the same range of patient mean densities",
        "per panel and patient: the mean niche density m, the level a at that",
        "density, and the within-patient slope b",
        "each patient's own least-squares line over the central 90% of its",
        "densities, and the patient's mean"
      ],
      "created": "2026-07-10 07:25:56",
      "modified": "2026-10-22 02:32:11",
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    },
    {
      "source": "spiDE-calibration.Rmd",
      "filename": "spiDE-calibration.html",
      "title": "Validation: calibration and accuracy",
      "author": "Dharmesh D. Bhuva",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Can we trust the calls?",
        "How calibration is checked",
        "The cohorts",
        "The slopes engine (the default)",
        "The sandwich engine",
        "Accuracy and power, with a known truth",
        "Sequencing depth",
        "Gene sets",
        "The between-patient test",
        "What has not been measured",
        "Session information"
      ],
      "created": "2026-08-04 19:59:59",
      "modified": "2026-10-22 02:32:11",
      "commits": 22
    }
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