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
| Maintainer | Shuyu Zheng <shuyu.zheng@helsinki.fi> |
| Author | Shuyu Zheng [aut, cre], Jing Tang [aut] |
| License | Mozilla Public License 2.0 |
| URL | http://www.synergyfinder.org |
| Downloads rank | 580 |
| Source branch | devel |
| biocViews | Software, StatisticalMethod |
Documentation
Download
Follow the installation instructions to use this package in your R session.
| Source package | synergyfinder_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)