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AlphaPulldown v2.0.1

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@DimaMolod DimaMolod released this 11 Nov 09:53
· 30 commits to main since this release

AlphaPulldown 2.0.1 Release Notes

πŸš€ Automated Workflows with Snakemake

Introduced a streamlined pipeline for modeling tasks, leveraging Snakemake for automation, scalability, and reproducibility. Installation is now simplified with Docker/Singularity containers.

πŸ”§ Unified Configuration Syntax

All AlphaPulldown modes now share a unified configuration syntax, simplifying input setup and enabling automatic sequence retrieval with UniProt IDs.

πŸ› οΈ Modular Backend Support

Reorganized the codebase to support multiple modeling backends flexibly. UniFold and AlphaLink2 are now integrated, with the potential to add more in the future.

πŸ”— Cross-Link-Driven Modeling

AlphaLink2 integration supports modeling with cross-linking mass spectrometry (XL-MS) data, enhancing the accuracy of complex structural models.

πŸ’Ύ Significant Storage Optimization

Achieved more than 90% reduction in storage through input feature and output file compression, promoting sustainability in large-scale modeling.

πŸ“¦ ModelCIF Format Support

Models can now be stored in ModelCIF format, aligning with FAIR principles for improved model accessibility and simpler model deposition in databases.

🧩 Extended Modeling Capabilities

Increased flexibility with customizable modeling parameters, multimeric template support, and options to control MSA and template impact on predictions.

πŸ“Š Enhanced Analysis Pipeline

Enriched the analysis toolkit with additional evaluation metrics like average pLDDT and PAE scores at protein interfaces for better assessment of model confidence.

πŸ”„ Improved Codebase and Documentation

Refactored code, introduced CI/CD pipelines, automated testing, and expanded documentation for a smoother user experience.

🌐 Repository of Precomputed Features

Released a web-based repository of precomputed input features for multiple model organisms, reducing redundant computations and accelerating workflows.


πŸ› οΈ Corrections and Improvements from 2.0.0

  • Added original run_alphafold.py to installed scripts
    You can now run the entire AlphaFold pipeline directly, ensuring compatibility and ease of use with existing workflows.

  • Lifted Restriction on Output Directory Name Length
    The maximum length for output directory names is now extended to the maximum supported by your operating system, providing greater flexibility in naming conventions.


As always, we appreciate your feedback and contributions to make AlphaPulldown even better.

Happy modeling!