Scop3P-Toolkit: executable structure-aware workflows linking PTMs, peptides, and mutations to protein function
Preprint
Abstract
Post-translational modifications (PTMs) and genetic variants regulate protein function, signalling, and disease, but their interpretation requires integration of sequence annotations with structural, interaction, and biophysical context. Although resources such as Scop3P, UniProt, the Protein Data Bank, and AlphaFold provide extensive annotations and structural information, integrating these data into reproducible structure-aware analyses still requires custom scripting and manual coordination between multiple independent tools. To address this challenge, we developed Scop3P-Toolkit , an open-source executable analytical environment for interactive analysis of PTMs, mutations, and proteomics-derived peptides in their structural context. The toolkit integrates protein annotation retrieval with structural mapping, residue interaction network analysis, comparative structural analysis, and residue-level biophysical profiling within a unified framework. Experimentally supported phosphosites, phosphopeptides, and phosphoproteomics evidence are provided for human proteins through Scop3P, with optional integration of curated UniProt PTM annotations. UniProt-derived PTMs, sequence features, and genetic variants are available for proteins from any species, extending the framework beyond the human phosphoproteome. Scop3P-Toolkit supports structure-centric analyses including interpretation of PTMs and disease-associated variants, analysis of residue interaction networks and their rewiring across alternative conformations, structural localisation of peptides, and exploration of protein–protein, protein–ligand, and host–pathogen interfaces. Interactive visualisation links sequence annotations, three-dimensional structures, residue interaction networks, and biophysical profiles, enabling coordinated exploration across multiple molecular representations. The toolkit is distributed as Jupyter notebooks, browser-based Voilà applications, and a Galaxy interactive tool, providing transparent, accessible, and reproducible workflows for both computational and experimental researchers. By integrating biological annotation resources into executable, structure-aware workflows, Scop3P-Toolkit enables reproducible interpretation of PTMs, mutations, and proteomics data.Keywords
Funding Information
- BOF grant from Ghent University (BOF/01P07523)
- FWO International Research Infrastructure (I000323N)
- EC Horizon Europe COMBINE grant (101191739)
This publication has 27 references indexed in Scilit:
- Assessing the relation between protein phosphorylation, AlphaFold3 models, and conformational variabilityProtein Science, 2025
- Highly accurate protein structure prediction with AlphaFoldNature, 2021
- Array programming with NumPyNature, 2020
- Scop3P: A Comprehensive Resource of Human Phosphosites within Their Full ContextJournal of Proteome Research, 2020
- SciPy 1.0: fundamental algorithms for scientific computing in PythonNature Methods, 2020
- RET revisited: expanding the oncogenic portfolioNature Reviews Cancer, 2014
- Molecular Mechanisms of Disease-Causing Missense MutationsJournal of Molecular Biology, 2013
- Evolution of protein structures and interactions from the perspective of residue contact networksCurrent Opinion in Structural Biology, 2013
- Interpreting the protein language using proteomicsNature Reviews Molecular Cell Biology, 2006
- Dictionary of protein secondary structure: Pattern recognition of hydrogen‐bonded and geometrical featuresBiopolymers, 1983