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A deep siamese neural network improves metagenome-assembled genomes in microbiome datasets across different environments

Authors :
Shaojun Pan
Chengkai Zhu
Xing-Ming Zhao
Luis Pedro Coelho
Source :
Nature Communications, Vol 13, Iss 1, Pp 1-12 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

Here, the authors present SemiBin, a siamese deep neural network framework that incorporates information from reference genomes, able to extract better metagenome-assembled genomes (MAGs) in several host-associated and environmental habitats.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
13
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.3d66df9610a447cf8e9b9acf728b7a73
Document Type :
article
Full Text :
https://doi.org/10.1038/s41467-022-29843-y