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Updated: Apr 28, 2026

Online Size-exclusion and Ion-exchange Chromatography on a SAXS Beamline
Published on: January 5, 2017
BilboMD: a web-accessible SAXS and AlphaFold-guided modeling pipeline.
Scott Classen1, Joshua Del Mundo1, Dhruva Kulkarni2
1Molecular Biophysics and Integrated Bioimaging, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, United States.
BilboMD is a new platform for modeling flexible macromolecules using scattering data. It simplifies integrative modeling with molecular dynamics (MD) simulations and advanced fitting tools, making complex analyses more accessible.
Area of Science:
- Structural Biology
- Biophysics
- Computational Biology
Background:
- Macromolecular modeling is crucial for understanding biological function.
- Experimental scattering data (SAXS/SANS) provides low-resolution structural information.
- Integrating experimental data with computational modeling remains challenging.
Purpose of the Study:
- To introduce BilboMD, a web-accessible platform for integrative modeling of flexible macromolecules.
- To streamline the process of conformational sampling and scattering data fitting.
- To reduce technical barriers for researchers in macromolecular modeling.
Main Methods:
- Utilizes a browser-based interface with high-performance computing resources.
- Incorporates molecular dynamics (MD) simulations for conformational sampling.
- Employs FoXS and MultiFoXS for small-angle X-ray scattering (SAXS) data fitting.
- Containerization ensures reproducibility of analyses.
- Input assistants streamline preparation of simulation parameters.
Main Results:
- BilboMD facilitates integrative modeling using SAXS and small-angle neutron scattering (SANS) data.
- The platform accelerates conformational sampling through GPU-enabled MD engines.
- It enables the establishment of multi-state models for flexible macromolecules.
- Input assistants simplify defining regions for conformational sampling, including AlphaFold PAE inference.
Conclusions:
- BilboMD democratizes ensemble-based SAXS modeling.
- The platform accelerates high-throughput SAXS/SANS analysis.
- BilboMD integrates experimental data with computational modeling, paving the way for AI-driven structure prediction.
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