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adabmDCA 2.0-A Flexible but Easy-to-Use Package for Direct Coupling Analysis
Lorenzo Rosset1,2, Roberto Netti1, Anna Paola Muntoni3
1Department of Computational, Quantitative and Synthetic Biology, Sorbonne Université, CNRS, Paris, France.
Abstract:
In this methods article, we provide a flexible but easy-to-use implementation of direct coupling analysis (DCA) based on Boltzmann machine learning, together with a tutorial on how to use it. The package adabmDCA 2.0 is available in different programming languages (C , Julia, Python) usable on different architectures (single-core and multicore CPU, GPU) using a common front-end interface. In addition to several learning protocols for dense and sparse generative DCA models, it allows to directly address common downstream tasks like residue-residue contact prediction, mutational-effect prediction, scoring of sequence libraries, and generation of artificial sequences for sequence design. It is readily applicable to protein and RNA sequence data.
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