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ProteinGymR

This is thereleased version of ProteinGymR; for the devel version, seeProteinGymR.

Programmatic access to ProteinGym datasets in R/Bioconductor

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DOI: 10.18129/B9.bioc.ProteinGymR


Bioconductor version: Release (3.22)

The ProteinGymR package provides analysis-ready data resources from ProteinGym, generated by Notin et al., 2023, as well as built-in functionality to visualize the data. ProteinGym comprises a collection of benchmarks for evaluating the performance of models predicting the effect of point mutations. This package provides access to 1. deep mutational scanning (DMS) scores from 217 assays measuring the impact of all possible amino acid substitutions across 186 proteins, 2. model performance metrics and prediction scores from 79 variant prediction models in the zero-shot setting and 12 models in the semi-supervised setting.

Author: Tram Nguyen [aut, cre]ORCID iD ORCID: 0000-0003-4809-6227, Pascal Notin [aut], Aaron Kollasch [aut], Debora Marks [aut], Ludwig Geistlinger [aut]

Maintainer: Tram Nguyen <Tram_Nguyen at hms.harvard.edu>

Citation (from within R, entercitation("ProteinGymR")):

Installation

To install this package, start R (version "4.5") and enter:

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

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

Documentation

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

browseVignettes("ProteinGymR")
Data access and representationHTMLR Script
Visualization and explorationHTMLR Script
Reference ManualPDF

Need some help? Ask on the Bioconductor Support site!

Details

biocViewsCellCulture,ExperimentData,ExperimentHub,Homo_sapiens_Data,PackageTypeData,Proteome,ReproducibleResearch,SequencingData
Version1.4.0
LicenseArtistic-2.0
DependsR (>= 4.4.0)
ImportsExperimentHub,AnnotationHub,dplyr,purrr,queryup,spdl,tidyr,tidyselect,stringr,lifecycle,rlang,htmltools
System Requirements
URLhttps://github.com/ccb-hms/ProteinGymR
Bug Reportshttps://github.com/ccb-hms/ProteinGymR/issues
See More
Suggeststibble,BiocStyle,knitr,testthat (>= 3.0.0),ComplexHeatmap,circlize,pals,ggplot2 (>= 3.5.0), grDevices,ggExtra,bio3d,r3dmol,forcats,ggdist (>= 3.3.0)
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Build ReportBuild Report

Package Archives

FollowInstallation instructions to use this package in your R session.

Source PackageProteinGymR_1.4.0.tar.gz
Windows Binary (x86_64)
macOS Binary (x86_64)
macOS Binary (arm64)
Source Repositorygit clone https://git.bioconductor.org/packages/ProteinGymR
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/ProteinGymR
Package Short Urlhttps://bioconductor.org/packages/ProteinGymR/
Package Downloads ReportDownload Stats

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