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synergyfinder

Calculate and Visualize Synergy Scores for Drug Combinations

Bioconductor version: 3.24 · Package version: 3.21.0

Efficient implementations for analyzing pre-clinical multiple drug combination datasets. It provides efficient implementations for 1.the popular synergy scoring models, including HSA, Loewe, Bliss, and ZIP to quantify the degree of drug combination synergy; 2. higher order drug combination data analysis and synergy landscape visualization for unlimited number of drugs in a combination; 3. statistical analysis of drug combination synergy and sensitivity with confidence intervals and p-values; 4. synergy barometer for harmonizing multiple synergy scoring methods to provide a consensus metric of synergy; 5. evaluation of synergy and sensitivity simultaneously to provide an unbiased interpretation of the clinical potential of the drug combinations. Based on this package, we also provide a web application (http://www.synergyfinder.org) for users who prefer graphical user interface.

Installation

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

BiocManager::install("synergyfinder")

Details

MaintainerShuyu Zheng <shuyu.zheng@helsinki.fi>
AuthorShuyu Zheng [aut, cre], Jing Tang [aut]
LicenseMozilla Public License 2.0
URLhttp://www.synergyfinder.org
Downloads rank580
Source branchdevel
biocViewsSoftware, StatisticalMethod

Documentation

Download

Follow the installation instructions to use this package in your R session.

Source packagesynergyfinder_3.21.0.tar.gz
Windows binary (x86_64)synergyfinder_3.21.0.zip
macOS binary (arm64)synergyfinder_3.21.0.tgz
macOS binary (x86_64)synergyfinder_3.21.0.tgz
Dependencies

Depends: R (>= 4.0.0)

Imports: drc (>= 3.0-1), reshape2 (>= 1.4.4), tidyverse (>= 1.3.0), dplyr (>= 1.0.3), tidyr (>= 1.1.2), purrr (>= 0.3.4), furrr (>= 0.2.2), ggplot2 (>= 3.3.3), ggforce (>= 0.3.2), grid (>= 4.0.2), vegan (>= 2.5-7), gstat (>= 2.0-6), sp (>= 1.4-5), methods (>= 4.0.2), SpatialExtremes (>= 2.0-9), ggrepel (>= 0.9.1), kriging (>= 1.1), plotly (>= 4.9.3), stringr (>= 1.4.0), future (>= 1.21.0), mice (>= 3.13.0), lattice (>= 0.20-41), nleqslv (>= 3.3.2), stats (>= 4.0.2), graphics (>= 4.0.2), grDevices (>= 4.0.2), magrittr (>= 2.0.1), pbapply (>= 1.4-3), metR (>= 0.9.1)

Suggests: knitr, rmarkdown