Package: ssPATHS 1.21.0

Natalie R. Davidson

ssPATHS: ssPATHS: Single Sample PATHway Score

This package generates pathway scores from expression data for single samples after training on a reference cohort. The score is generated by taking the expression of a gene set (pathway) from a reference cohort and performing linear discriminant analysis to distinguish samples in the cohort that have the pathway augmented and not. The separating hyperplane is then used to score new samples.

Authors:Natalie R. Davidson

ssPATHS_1.21.0.tar.gz
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ssPATHS_1.21.0.tgz(r-4.4-any)ssPATHS_1.21.0.tgz(r-4.3-any)
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ssPATHS.pdf |ssPATHS.html
ssPATHS/json (API)

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

Peer review:

Datasets:
  • expected_score_output - Gene Expression Values for PDAC Cancer Cell Lines exposed to Hypoxia
  • gene_weights_reference - Gene Expression Values for PDAC Cancer Cell Lines exposed to Hypoxia
  • new_samp_df - Gene Expression Values for PDAC Cancer Cell Lines exposed to Hypoxia
  • tcga_expr_df - Gene Expression Values for PDAC Cancer Cell Lines exposed to Hypoxia

On BioConductor:ssPATHS-1.21.0(bioc 3.21)ssPATHS-1.20.0(bioc 3.20)

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

softwaregeneexpressionbiomedicalinformaticsrnaseqpathwaystranscriptomicsdimensionreductionclassification

4.00 score 1 scripts 160 downloads 4 exports 109 dependencies

Last updated 2 months agofrom:bd3f81eeb2. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 30 2024
R-4.5-winOKNov 30 2024
R-4.5-linuxOKNov 30 2024
R-4.4-winOKNov 30 2024
R-4.4-macOKNov 30 2024
R-4.3-winOKNov 30 2024
R-4.3-macOKNov 30 2024

Exports:get_classification_accuracyget_gene_weightsget_hypoxia_genesget_new_samp_score

Dependencies:abindaskpassbackportsBiobaseBiocGenericsbitbit64bitopsbroomcaToolsclicliprcodetoolscolorspacecpp11crayoncurlDelayedArraydmldplyrevaluatefansifarverforcatsforeachgeeMgeepackgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggformulaggplot2ggridgesglmnetgluegplotsgtablegtoolshavenhighrhmshttrIRangesisobanditeratorsjsonliteKernSmoothkinship2knitrlabelinglabelledlatticelfdalifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsMESSmgcvmimemosaicCoremunsellmvtnormnlmeopensslpillarpkgconfigplyrprettyunitsprogresspurrrquadprogR6rARPACKRColorBrewerRcppRcppArmadilloRcppEigenreadrrlangROCRRSpectraS4ArraysS4VectorsscalesshapeSparseArraystringistringrSummarizedExperimentsurvivalsystibbletidyrtidyselecttzdbUCSC.utilsutf8vctrsviridisLitevroomwithrxfunXVectoryamlzlibbioc

Using ssPATHS

Rendered fromssPATHS.Rnwusingutils::Sweaveon Nov 30 2024.

Last update: 2020-07-23
Started: 2019-07-26