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smartid

Scoring and Marker Selection Method Based on Modified TF-IDF

Bioconductor version: 3.23 · Package version: 1.8.0

This package enables automated selection of group specific signature, especially for rare population. The package is developed for generating specifc lists of signature genes based on Term Frequency-Inverse Document Frequency (TF-IDF) modified methods. It can also be used as a new gene-set scoring method or data transformation method. Multiple visualization functions are implemented in this package.

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("smartid")

Details

MaintainerJinjin Chen <chen.j@wehi.edu.au>
AuthorJinjin Chen [aut, cre] (ORCID: <https://orcid.org/0000-0001-7923-5723>)
LicenseMIT + file LICENSE
URLhttps://davislaboratory.github.io/smartid
Bug Reportshttps://github.com/DavisLaboratory/smartid/issues
Downloads rank186
Source branchRELEASE_3_23
biocViewsGeneExpression, Software, Transcriptomics

Documentation

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Dependencies

Depends: R (>= 4.4)

Imports: dplyr, ggplot2, graphics, Matrix, mclust, methods, mixtools, sparseMatrixStats, stats, SummarizedExperiment, tidyr, utils

Suggests: BiocStyle, dbscan, ggpubr, knitr, rmarkdown, scater, splatter, testthat (>= 3.0.0), tibble, tidytext, UpSetR