Back

Nanomotif: Leveraging DNA Methylation Motifs for Genome Recovery and Host Association of Plasmids in Metagenomes from Complex Microbial Communities

Heidelbach, S.; Dall, S. M.; Boejer, J. S.; Nissen, J.; van der Maas, L. N. L.; Sereika, M.; Kirkegaard, R.; Kousgaard, S. J.; Thorlacius-Ussing, O.; Jensen, S. I.; Hose, K.; Nielsen, T. D.; Albertsen, M.

2025-01-04 bioinformatics
10.1101/2024.04.29.591623 bioRxiv
Show abstract

DNA methylation is found across all domains of life but is a rarely used feature in recovery of metagenome-assembled genomes (MAGs). Recently, Oxford Nanopore introduced all context methylation detection models. We leveraged this to develop Nanomotif, which identifies and exploits methylation motifs for enhanced MAG recovery. We demonstrate how Nanomotif enables database-independent contamination removal from high-quality MAGs and host association of plasmids directly from Nanopore sequencing data in complex metagenomes.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.