What problem does it solve?
This Skill provides powerful tools for protein design and analysis, enabling users to generate sequences, predict structures, and analyze functions using Evolutionary Scale Modeling (ESM) technology.
Core Features & Use Cases
- Protein Sequence Generation: Create novel protein sequences with desired properties using ESM3's generative modeling capabilities.
- Structure Prediction: Predict 3D protein structures from sequences or design sequences for target structures.
- Protein Embeddings: Generate high-quality embeddings for downstream tasks like function prediction, classification, or similarity analysis.
- Function Conditioning and Annotation: Generate proteins with specific functional annotations or predict function from sequence.
- Chain-of-Thought Generation: Iteratively refine protein designs using ESM3's chain-of-thought generation approach.
- Batch Processing: Process multiple proteins efficiently using Forge API.
- Use Case: A researcher wants to design a protein with specific functional properties for a new drug. They can use this Skill to generate sequences, predict structures, and analyze functions to refine their design.
Quick Start
Use the esm skill to generate a protein sequence with the desired properties, e.g., sequence="MPRTKEINDAGLIVHSPQWFYK" function_annotations=["enzymatic_activity"].