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Reaching alignment-profile-based accuracy in predicting protein secondary and tertiary structural properties without alignment

Abstract Protein language models have emerged as an alternative to multiple sequence alignment for enriching sequence information and improving downstream prediction tasks such as biophysical, structural, and functional properties. Here we show that a method called SPOT-1D-LM combines traditional on...

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Hauptverfasser: Jaspreet Singh, Kuldip Paliwal, Thomas Litfin, Jaswinder Singh, Yaoqi Zhou
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2022-05-01
Schriftenreihe:Scientific Reports
Online Zugang:https://doi.org/10.1038/s41598-022-11684-w
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