TOP
TOP Constructs Transferable Model Across Gene Expression Platforms
Bioconductor version: Release (3.19)
TOP constructs a transferable model across gene expression platforms for prospective experiments. Such a transferable model can be trained to make predictions on independent validation data with an accuracy that is similar to a re-substituted model. The TOP procedure also has the flexibility to be adapted to suit the most common clinical response variables, including linear response, binomial and Cox PH models.
Author: Harry Robertson [aut, cre] , Nicholas Robertson [aut]
Maintainer: Harry Robertson <harry.robertson at sydney.edu.au>
citation("TOP")
):
Installation
To install this package, start R (version "4.4") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("TOP")
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("TOP")
Introduction to TOP | HTML | R Script |
Reference Manual |
Details
biocViews | GeneExpression, Software, Survival |
Version | 1.4.0 |
In Bioconductor since | BioC 3.17 (R-4.3) (1.5 years) |
License | GPL-3 |
Depends | R (>= 3.5.0) |
Imports | assertthat, caret, ClassifyR, directPA, doParallel, dplyr, ggnewscale, ggplot2, ggraph, ggrepel, ggthemes, glmnet, Hmisc, igraph, latex2exp, limma, magrittr, methods, plotly, pROC, purrr, reshape2, stats, stringr, survival, tibble, tidygraph, tidyr, statmod |
System Requirements | |
URL | https://github.com/Harry25R/TOP |
Bug Reports | https://github.com/Harry25R/TOP/issues |
See More
Suggests | knitr, rmarkdown, BiocStyle, Biobase, curatedOvarianData, ggbeeswarm, ggsci, survminer, tidyverse |
Linking To | |
Enhances | |
Depends On Me | |
Imports Me | |
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Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | TOP_1.4.0.tar.gz |
Windows Binary | TOP_1.4.0.zip |
macOS Binary (x86_64) | TOP_1.4.0.tgz |
macOS Binary (arm64) | TOP_1.4.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/TOP |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/TOP |
Bioc Package Browser | https://code.bioconductor.org/browse/TOP/ |
Package Short Url | https://bioconductor.org/packages/TOP/ |
Package Downloads Report | Download Stats |