Repository phage_host
Name: phage_host
Owner: pedro_araujo
Synopsis: Predict interactions between phages and bacterial strains.
PhageHost is a set of python scripts that predict phage-host interactions for
E. coli, K. pneumoniae and A. baumannii phages, using supervised machine 
learning models. The models were built from a dataset containing 252 features
and 23 987 entries with balanced outputs of 'Yes' and 'No'. The positive cases
of interaction predicted are described in the file "NCBI_Phage_Bacteria_Data.csv",
contained within this tool, while the negative were randomly assigned by pairing
phages with bacteria of different species.

The prediction resorts to complete host proteome and to phage tail proteins,
that are inferred within the tool. This inference is made with a locally created
database of phage protein functions, available in the file "phagesProteins.json".
Unknown proteins are predicted against this database. To help with this
prediction, the use of InterProScan is made optional.
Type: unrestricted
Revision: 2:3e1e8be4e65c
This revision can be installed: True
Times cloned / installed: 80

Contents of this repository

Name Description Version Minimum Galaxy Version
prediction of phage-bacteria interactions 0.1.0 16.01

Categories
Machine Learning - Tools for machine learning
Sequence Analysis - Tools for performing Protein and DNA/RNA analysis