MEMHDX
MEMHDX analyzes Hydrogen/Deuterium Exchange Mass Spectrometry (HDX-MS) datasets to quantify and validate deuterium incorporation and protein dynamics, including applications to large protein complexes and membrane proteins from data produced by modern mass spectrometers and Ultra-High Performance Liquid Chromatography (UHPLC).
Key Features:
- Automated workflow: Automates processing of large HDX-MS datasets to generate peptide-level fitted models and global experimental summaries.
- Statistical validation: Implements a mixed-effects model per peptide across experimental conditions and time points, accounting for temporal dynamics and the number of independent replicates and modelling both fixed and random effects.
- P-value adjustments: Computes two adjusted P-values per peptide assessing the 'Change in dynamics' and the 'Magnitude of ΔD', used for classification via a 'Logit' representation.
- Visualization outputs: Produces plots of raw data and fitted models for each peptide, visualizations of calculated P-values, a global experimental view, and mappings of peptides onto amino acid sequences and 3D structures to display deuterium incorporation.
Scientific Applications:
- Large protein complex analysis: Quantifies deuterium uptake and dynamics in large multi-subunit assemblies using HDX-MS data.
- Membrane protein studies: Assesses deuterium incorporation and conformational dynamics of membrane proteins under different conditions.
- Protein dynamics and interactions: Detects and quantifies condition-dependent structural changes and interaction-induced dynamics at peptide resolution.
Methodology:
Automated processing of HDX-MS datasets combined with peptide-wise mixed-effects modeling (accounting for fixed and random effects) across conditions and time points; calculation of two adjusted P-values per peptide ('Change in dynamics' and 'Magnitude of ΔD') with classification via a 'Logit' representation; generation of plots, fitted peptide models, P-value visualizations, global summaries, and peptide-to-structure mappings.
Topics
Collections
Details
- Maturity:
- Mature
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 12/4/2016
- Last Updated:
- 11/25/2024
Operations
Publications
Hourdel V, Volant S, O’Brien DP, Chenal A, Chamot-Rooke J, Dillies M, Brier S. MEMHDX: an interactive tool to expedite the statistical validation and visualization of large HDX-MS datasets. Bioinformatics. 2016;32(22):3413-3419. doi:10.1093/bioinformatics/btw420. PMID:27412089. PMCID:PMC5181559.