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Nearest neighbor search on embeddings rapidly identifies distant protein relations

Since 1992, all state-of-the-art methods for fast and sensitive identification of evolutionary, structural, and functional relations between proteins (also referred to as “homology detection”) use sequences and sequence-profiles (PSSMs). Protein Language Models (pLMs) generalize sequences, possibly...

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Detalles Bibliográficos
Autores principales: Schütze, Konstantin, Heinzinger, Michael, Steinegger, Martin, Rost, Burkhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9714024/
https://www.ncbi.nlm.nih.gov/pubmed/36466147
http://dx.doi.org/10.3389/fbinf.2022.1033775