GP4

GP4 predicts subcellular localization of proteins in Gram-positive bacteria (including Firmicutes and Actinobacteria) by using a meta-prediction approach that mimics bacterial protein sorting mechanisms without relying on homology or annotated databases.


Key Features:

  • Comprehensive prediction approach: Integrates multiple prediction tools, each specialized for different sorting signals and cellular compartments.
  • Cell-wall protein prediction: Implements improved algorithms to predict cell-wall associated proteins and to distinguish types of interactions with the cell wall.
  • Lipoprotein prediction: Provides separate prediction capabilities for lipoproteins associated with bacterial membranes.
  • Non-canonical secretion pathway targeting: Extends predictions to proteins that are exported via non-canonical secretion pathways.
  • Homology-independent meta-prediction: Operates without reliance on homology-based methods or annotated databases, enabling application across diverse Gram-positive species.

Scientific Applications:

  • Biotechnology: Identification of proteins with industrial relevance based on predicted subcellular localization.
  • Pharmaceutical development: Prioritization of potential drug targets by localizing proteins relevant to pathogenicity or drug action.
  • Microbiology and pathogen research: Characterization of protein sorting in pathogens and exploration of localization in novel or engineered Gram-positive species.

Methodology:

Integrates multiple specialized prediction tools tailored for sorting signals and cellular compartments, applies algorithms for cell-wall associated proteins and lipoproteins, includes predictors for non-canonical secretion pathways, and functions as a meta-predictor that mimics natural bacterial sorting processes without using homology or annotated databases.

Topics

Details

Tool Type:
web application
Programming Languages:
Python
Added:
1/18/2021
Last Updated:
1/25/2021

Operations

Publications

Grasso S, van Rij T, van Dijl JM. GP4: an integrated Gram-Positive Protein Prediction Pipeline for subcellular localization mimicking bacterial sorting. Briefings in Bioinformatics. 2020;22(4). doi:10.1093/bib/bbaa302. PMID:33227814. PMCID:PMC8294519.

PMID: 33227814
Funding: - MSCA: 642836

Links