bioRxivBioinformaticsPreprint
Identifying Taxonomic Units in Metagenomic DNA Streams
Abstract
With the emergence of portable DNA sequencers, such as Oxford Nanopore Technology MinION, metagenomic DNA sequencing can be performed in real-time and directly in the field. However, because metagenomic DNA analysis is computationally and memory intensive, and the current methods are designed for batch processing, the current metagenomic tools are not well suited for mobile devices. In this paper, we propose a new memory-efficient method to identify Operational Taxonomic Units (OTUs) in metagenomic DNA streams. Our method is based on finding connected components in overlap graphs constructed over a real-time stream of long DNA reads as produced by MinION platform. We propose an efficient algorithm to maintain connected components when an overlap graph is streamed, and show how redundant information can be removed from the stream by transitive closures. Through experiments on simulated and real-world metagenomic data, we demonstrate that the resulting solution is able to recover OTUs with high precision while remaining suitable for mobile computing devices.
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- OCTOPUS: Disk-based, Multiplatform, Mobile-friendly Metagenomics Classifier
Simone Marini, Alexander Davis Barquero, … Mattia Prosperi·bioRxiv·Mar 15, 2024
- SKiM: Accurately Classifying Metagenomic ONT Reads in Limited Memory
Trevor Schneggenburger, Jarosław Żola·BioinformaticsPeer-reviewed·Sep 24, 2025
- A computational strategy for rapid on-site 16S metabarcoding with Oxford Nanopore sequencing
Stefano Maria Marino·bioRxiv·Aug 25, 2020
- A portable system for metagenomic analyses using nanopore-based sequencer and laptop computers can realize rapid on-site determination of bacterial compositions
Satomi Mitsuhashi, Kirill A. Kryukov, … Tadashi Imanishi·Scientific ReportsPeer-reviewed·Jul 12, 2017
- OGRE: Overlap Graph-based metagenomic Read clustEring
Marleen Balvert, Xiao Ling Luo, … Bas E. Dutilh·BioinformaticsPeer-reviewed·Aug 25, 2020
- In-situ metagenomics: A platform for rapid sequencing and analysis of metagenomes in less than one day
Javier Tamames, Diego Jiménez‐Lalana, … Asunción de los Rı́os·Molecular Ecology ResourcesPeer-reviewed·Dec 8, 2023