Package: sigminer.prediction 0.2.0

sigminer.prediction: Train and Predict Cancer Subtype with Keras Model based on Mutational Signatures

Mutational signatures represent mutational processes occured in cancer evolution, thus are stable and genetic resources for subtyping. This tool provides functions for training neutral network models to predict the subtype a sample belongs to based on 'keras' and 'sigminer' packages.

Authors:Shixiang Wang [aut, cre]

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sigminer.prediction.pdf |sigminer.prediction.html✨
sigminer.prediction/json (API)

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

Peer review:

Bug tracker:https://github.com/shixiangwang/sigminer.prediction/issues

On CRAN:

kerasmutational-signaturesprostate-cancersigminer

2.60 score 8 stars 2 scripts 1 mentions 7 exports 141 dependencies

Last updated 3 years agofrom:0572bfc65f. Checks:1 OK, 6 ERROR. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 13 2025
R-4.5-winERRORJan 13 2025
R-4.5-linuxERRORJan 13 2025
R-4.4-winERRORJan 13 2025
R-4.4-macERRORJan 13 2025
R-4.3-winERRORJan 13 2025
R-4.3-macERRORJan 13 2025

Exports:batch_modeling_and_fittingcopy_modellist_trained_modelsload_trained_modelmodeling_and_fittingprepare_datatidy

Dependencies:abindbackportsbase64encBiobaseBiocGenericsBiocManagerbootbroomcarcarDatacaretclasscliclockclustercodetoolscolorspaceconfigcorrplotcowplotcpp11data.tableDerivdiagramdigestDNAcopydoBydoParalleldplyre1071fansifarverforeachFormulafurrrfuturefuture.applygenericsggplot2ggpubrggrepelggsciggsignifglobalsgluegowergridBasegridExtragtablehardhathereipredisobanditeratorsjsonlitekerasKernSmoothlabelinglatticelavalifecyclelistenvlme4lubridatemaftoolsmagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqaModelMetricsmodelrmunsellnlmenloptrNMFnnetnumDerivparallellypbkrtestpheatmappillarpkgconfigplyrpngpolynompROCprocessxprodlimprogressrproxypspurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppEigenRcppTOMLRdpackrecipesreformulasregistryreshape2reticulateRhtslibrlangrngtoolsrpartrprojrootrstatixrstudioapiscalesshapesigminerSparseMSQUAREMstringistringrsurvivaltensorflowtfautographtfrunstibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewhiskerwithryamlzeallotzlibbioc