Case-002: Protein Conformation Modeling

Case Draft

Problem

Predict protein conformation and stability from sequence and structure signals.

Why Important

Supports drug discovery and functional protein analysis.

Physics / Chemistry / Biology involved

• Molecular biology
• Biophysics
• Protein interaction modeling

Mathematical Model

• Structure-constrained optimization
• Probabilistic and geometric constraints

AI Method

• Structure prediction models
• Sequence-to-structure representation learning

HPC Method

• Multi-GPU batch inference
• Parallel feature pipelines

Software Implementation

Candidate tool: ProteinFold-Assistant (prototype)

• Tool page: /en/software-factory/proteinfold-assistant

Validation

• Public structure benchmark metrics
• Downstream task quality checks

Toolization Path

For pre-experiment screening and structure analysis workflows.