Package: lute 1.3.0

Sean K Maden

lute: Framework for cell size scale factor normalized bulk transcriptomics deconvolution experiments

Provides a framework for adjustment on cell type size when performing bulk transcripomics deconvolution. The main framework function provides a means of reference normalization using cell size scale factors. It allows for marker selection and deconvolution using non-negative least squares (NNLS) by default. The framework is extensible for other marker selection and deconvolution algorithms, and users may reuse the generics, methods, and classes for these when developing new algorithms.

Authors:Sean K Maden [cre, aut], Stephanie Hicks [aut]

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lute.pdf |lute.html
lute/json (API)
NEWS

# Install 'lute' in R:
install.packages('lute', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/metamaden/lute/issues

On BioConductor:lute-1.3.0(bioc 3.21)lute-1.2.0(bioc 3.20)

rnaseqsequencingsinglecellcoveragetranscriptomicsnormalization

5.38 score 2 stars 3 scripts 104 downloads 34 exports 86 dependencies

Last updated 26 days agofrom:449b0aa536. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 24 2024
R-4.5-winNOTENov 24 2024
R-4.5-linuxNOTENov 24 2024
R-4.4-winNOTENov 24 2024
R-4.4-macNOTENov 24 2024
R-4.3-winNOTENov 24 2024
R-4.3-macNOTENov 24 2024

Exports:bisqueParamcellProportionsPredictionsdeconvolutioneset_to_sceeset_to_sefindmarkersParamget_celltypes_from_sceget_csf_referenceget_eset_from_matrixgetDeconvolutionExampleDatagetDeconvolutionExampleDataBisquegetDeconvolutionExampleDataSCDCindependentbulkParamluteluteSupportedDeconvolutionAlgorithmsnew_workflow_tablennlsParamparseDeconvolutionPredictionsResultsproportionsVectorsListrandomMarkersVectorsListrandomSingleCellExperimentreferencebasedParamreferenceFromSingleCellExperimentrmsermseTestsce_to_esetsce_to_sese_to_esetse_to_sceshowtypemarkerstypemarkersParamypb_from_scez_matrix_from_sce

Dependencies:abindaskpassassortheadbeachmatBHBiobaseBiocGenericsBiocNeighborsBiocParallelBiocSingularblustercliclustercodetoolscolorspacecpp11crayoncurlDelayedArraydplyrdqrngedgeRfansifarverformatRfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegtablehttrigraphIRangesirlbaisobandjsonlitelabelinglambda.rlatticelifecyclelimmalocfitmagrittrMASSMatrixMatrixGenericsmatrixStatsmetapodmgcvmimemunsellnlmeopensslpillarpkgconfigR6RColorBrewerRcpprlangrsvdS4ArraysS4VectorsScaledMatrixscalesscranscuttleSingleCellExperimentsitmosnowSparseArraystatmodSummarizedExperimentsystibbletidyselectUCSC.utilsutf8vctrsviridisLitewithrXVectorzlibbioc

lute algorithm class definitions and uses

Rendered fromlute_algorithm_classes.Rmdusingknitr::rmarkdownon Nov 24 2024.

Last update: 2024-07-03
Started: 2024-01-25

Pseudobulk cell size rescaling example

Rendered fromlute_pseudobulk_example.Rmdusingknitr::rmarkdownon Nov 24 2024.

Last update: 2024-03-19
Started: 2023-10-17

The lute user's guide

Rendered fromlute_users_guide.Rmdusingknitr::rmarkdownon Nov 24 2024.

Last update: 2024-07-03
Started: 2023-03-28

Readme and manuals

Help Manual

Help pageTopics
Inspect slot in deconvolutionParam object[[,deconvolutionParam,ANY,ANY-method
Inspect slot in typemarkersParam object[[,typemarkersParam,ANY,ANY-method
Make new object of class bisqueParambisqueParam
bisqueParam-classBisqueParam-class bisqueParam-class
Make new cellProportionsPredictions object.cellProportionsPredictions
cellProportionsPredictions-classcellProportionsPredictions-class
deconvolutionDeconvolute deconvolute, deconvolution Deconvolution,
Deconvolution method for bisqueParamdeconvolution,bisqueParam-method
Deconvolution generic behavior for object of class deconvolutionParamdeconvolution,deconvolutionParam-method
Deconvolution method for class independentbulkParamdeconvolution,independentbulkParam-method
Deconvolution method for nnlsParamdeconvolution,nnlsParam-method
Deconvolution generic behavior for object of class referencebasedParamdeconvolution,referencebasedParam-method
deconvolutionParam-classdeconParam-class DeconParam-class, deconvolutionParam-class DeconvolutionParam-class,
eset_to_sce Convert ExpressionSet to SingleCellExperiment.eset_to_sce
eset_to_seeset_to_se
Make new object of class findmarkersParamfindmarkersParam
findmarkersParam-classfindMarkersParam-class findmarkersParam-class FindmarkersParam-class,
get_celltypes_from_sceget_celltypes_from_sce
get_csf_referenceget_csf_reference
get_eset_from_matrixget_eset_from_matrix
getDeconvolutionExampleDatagetDeconvolutionExampleData
getDeconvolutionExampleDataBisquegetDeconvolutionExampleDataBisque
getDeconvolutionExampleDataSCDCgetDeconvolutionExampleDataSCDC
Make a new independentbulkParam objectindependentbulkParam
independentbulkParam-classindependentbulkParam-class
lute frameworklute
luteSupportedDeconvolutionAlgorithmsluteSupportedDeconvolutionAlgorithms
new_workflow_tablenew_workflow_table
Make new object of class nnlsParamnnlsParam
nnlsParam-classNNLSParam-class nnlsParam-class
parseDeconvolutionPredictionsResultsparseDeconvolutionPredictionsResults
proportionsVectorsListproportionsVectorsList
randomMarkersVectorsListrandomMarkersVectorsList
randomSingleCellExperimentrandomSingleCellExperiment
Make new object of class referencebasedParamreferencebasedParam
referencebasedParam-classreferencebasedParam-class
referenceFromSingleCellExperimentreferenceFromSingleCellExperiment
rmsermse
rmseTestrmseTest
sce_to_eset Convert SingleCellExperiment to ExpressionSet.sce_to_eset
sce_to_se Convert SingleCellExperiment to SummarizedExperiment.sce_to_se
se_to_esetse_to_eset
se_to_scese_to_sce
Show generic behavior for object of class bisqueParamshow,bisqueParam-method
Inspect cellProportionsPredictions object.show,cellProportionsPredictions-method
Show generic behavior for object of class deconvolutionParamshow,deconvolutionParam-method
Show generic behavior for object of class findmarkersParamshow,findmarkersParam-method
Method for independentbulkParamshow,independentbulkParam-method
Show generic behavior for object of class nnlsParamshow,nnlsParam-method
Show generic behavior for object of class referencebasedParamshow,referencebasedParam-method
Show generic behavior for object of class typemarkersParamshow,typemarkersParam-method
typemarkersTypeMarkers typemarkers Typemarkers,
Cell type markers method for findmarkersParamtypemarkers,findmarkersParam-method
Method for class typemarkersParamtypemarkers,typemarkersParam-method
Make new object of class typemarkersParamtypemarkersParam
typemarkersParam-classTypeMarkersParam-class typemarkersParam-class TypemarkersParam-class,
ypb_from_sceypb_from_sce
z_matrix_from_scez_matrix_from_sce