bioemu
CommunityDiffusion-based protein ensemble sampling.
Education & Research#steering#diffusion-model#boltzmann#conformational-sampling#protein-ensembles#md-emulation#cryptic-pockets
AuthorLiorZ
Version1.0.0
Installs0
System Documentation
What problem does it solve?
BioEmu enables sampling an ensemble of backbone conformations for a protein monomer from its sequence, delivering an ensemble instead of a single predicted structure, at a fraction of MD cost.
Core Features & Use Cases
- Ensemble sampling of monomer backbones with optional steering (SMC/FKC) to improve realism or target a collective variable; side-chain reconstruction via HPacker; optional short MD relaxation; and file outputs that support downstream analysis.
- Use cases include exploring cryptic pockets, estimating folding/free-energy landscapes (ΔG_fold), and performing conformational analyses to guide design and validation workflows.
- Compatible with Bring-Your-Own-MSA or standard ColabFold embedding pipelines, with resumable sampling and steerable configurations for reproducibility.
Quick Start
Run a quick test by sampling a small ensemble from a sequence using a modest number of samples and inspect the topology.pdb and samples.xtc outputs.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
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Please help me install this Skill: Name: bioemu Download link: https://github.com/LiorZ/protein-design-skills/archive/main.zip#bioemu Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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