Learn R Programming

Handle Ambiguity of Protein Identifications from Shotgun Proteomics

Analyze ambiguous protein identifications using graph connected components (CCs)

The CCs4prot package allows to build a graph from shotgun proteomic identifications and calculate its connected components.

Reduce ambiguity of protein identifications by transcriptome-informed filtering

The CCs4prot package implements a transcriptome-informed filtering strategy to reduce ambiguity of protein identifications and allows to measure the impact of the filtering on ambiguity by assessment of the proportion and size of multi-protein CCs and by visual inspection of peptide-to-protein mappings for ambiguous identifications.

Install the CCs4prot R package

Download the package with the git clone command:

git clone https://github.com/laurafancello/CCs4prot.git

Initiate R and install the R package using devtools (devtools needs to be installed as well)

library("devtools")
devtools::install("CCs4prot")

Usage

To learn how to use CCs4prot, please refer to the introductory vignette posted at this link:

License

Distributed under the GPL-3 License.

Contact

Laura Fancello - laura.fancello@cea.fr
Thomas.Burger - thomas.burger@cea.fr

Copy Link

Version

Install

install.packages('net4pg')

Monthly Downloads

275

Version

0.1.2

License

GPL-3

Issues

Pull Requests

Stars

Forks

Maintainer

Laura Fancello

Last Published

December 14th, 2025

Functions in net4pg (0.1.2)

peptide_stats

Calculate percentage of shared vs specific peptides
cc_stats

Provide statistics on the CCs size
reduce_inc_matrix

Reduce size of incidence matrix for downstream analyses
get_cc

Generate graph and calculate its connected components
transcriptome_filter

Perform transcriptome-informed post-hoc filtering
get_adj_matrix

Generate adjacency matrix
read_inc_matrix

Read incidence matrix of proteomic identifications
net4pg-package

net4pg: Handle Ambiguity of Protein Identifications from Shotgun Proteomics
cc_composition

Get peptides and peptide-to-protein mappings for each connected component
plot_cc

Plot peptide-to-protein mapping graph