Brewery
Brewery predicts protein structural annotations (PSAs) from amino acid sequences using ab initio, evolutionary-informed methods.
Key Features:
- Ab Initio Prediction: Operates independently of template-based methods to predict PSAs for proteins lacking homologous structures.
- Use of Evolutionary Data: Integrates multiple sources of evolutionary information and intrinsic sequence-derived properties to inform predictions.
- Secondary Structure Prediction: Predicts secondary structure elements such as alpha-helices and beta-sheets.
- Structural Motifs Identification: Identifies recurring structural motifs relevant to protein function and interactions.
- Relative Solvent Accessibility: Estimates residue solvent exposure to inform stability and interaction analyses.
- Contact Density Prediction: Predicts contact density maps to provide insights into residue spatial arrangements.
Scientific Applications:
- Three-dimensional structure prediction: Supports inferring 3D structures from amino acid sequences for proteins without structural templates.
- Novel fold characterization: Enables study of proteins with novel folds absent from structural databases.
- Functional and interaction analysis: Facilitates investigation of protein function and interaction networks through structural annotations.
- Evolutionary studies: Assists analysis of evolutionary relationships via integration of evolutionary information in structural predictions.
Methodology:
Brewery applies template-independent ab initio prediction methods that rely on intrinsic sequence-derived properties and integration of multiple evolutionary datasets to generate PSAs including secondary structure, structural motifs, relative solvent accessibility, and contact density maps.
Topics
Details
- License:
- CC-BY-NC-SA-4.0
- Tool Type:
- command-line tool, library
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 2/6/2021
Operations
Publications
Torrisi M, Pollastri G. Brewery: deep learning and deeper profiles for the prediction of 1D protein structure annotations. Bioinformatics. 2020;36(12):3897-3898. doi:10.1093/bioinformatics/btaa204. PMID:32207516.
Downloads
- Container filehttps://hub.docker.com/r/mircare/brewery