Structure-based protein function prediction using graph convolutional networks

The rapid increase in the number of proteins in sequence databases and the diversity of their functions challenge computational approaches for automated function prediction. Here, we introduce DeepFRI, a Graph Convolutional Network for predicting protein functions by leveraging sequence features ext...

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Bibliographic Details
Published in:Nature communications Vol. 12; no. 1; pp. 3168 - 14
Main Authors: Gligorijević, Vladimir, Renfrew, P. Douglas, Kosciolek, Tomasz, Leman, Julia Koehler, Berenberg, Daniel, Vatanen, Tommi, Chandler, Chris, Taylor, Bryn C., Fisk, Ian M., Vlamakis, Hera, Xavier, Ramnik J., Knight, Rob, Cho, Kyunghyun, Bonneau, Richard
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 26.05.2021
Nature Publishing Group
Nature Portfolio
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ISSN:2041-1723, 2041-1723
Online Access:Get full text
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