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smartid

This is the development version of smartid; for the stable release version, see smartid.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19

Scoring and Marker Selection Method Based on Modified TF-IDF


Bioconductor version: Development (3.24)

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.

Author: Jinjin Chen [aut, cre] ORCID iD ORCID: 0000-0001-7923-5723

Maintainer: Jinjin Chen <chen.j at wehi.edu.au>

Citation (from within R, enter citation("smartid")):

Jinjin Chen. smartid: Scoring and Marker Selection Method Based on Modified TF-IDF. doi:10.18129/B9.bioc.smartid, R package version 1.9.2, https://bioconductor.org/packages/smartid.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("smartid")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("smartid")
A quick start guide to smartid: Scoring and MARker selection method based on modified Tf-IDf HTML R Script
Reference ManualPDF
NEWSText
LICENSEText

Details

biocViews GeneExpression, Software, Transcriptomics
Version1.9.2
In Bioconductor sinceBioC 3.19 (R-4.4) (2.5 years)
License MIT + file LICENSE
Depends R (>= 4.4)
Imports dplyr, ggplot2, graphics, Matrix, mclust, methods, mixtools, sparseMatrixStats, stats, SummarizedExperiment, tidyr, utils
System Requirements
URLhttps://davislaboratory.github.io/smartid
Bug Reportshttps://github.com/DavisLaboratory/smartid/issues
See More
Suggests BiocStyle, dbscan, ggpubr, knitr, rmarkdown, scater, splatter, testthat (>= 3.0.0), tibble, tidytext, UpSetR
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package smartid_1.9.2.tar.gz
Windows Binary (x86_64) smartid_1.9.2.zip
macOS Binary (big-sur-x86_64) smartid_1.9.2.tgz
macOS Binary (sonoma-arm64) smartid_1.9.2.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/smartid
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/smartid
Package Short Url https://bioconductor.org/packages/smartid/
Package Downloads ReportDownload Stats