ArticleBiology direct2018
MEGAN-LR: new algorithms allow accurate binning and easy interactive exploration of metagenomic long reads and contigs.
Article in Biology direct, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 107 papers.
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107 citing papers in PubMed.
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- A review of computational approaches for metagenomics by long-read sequencing.Science China. Life sciences · 2026Review
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- Strain-level metagenomic profiling using pangenome graphs with PanTax.Genome research · 2026Article
- A Polinton-like Virus ofViruses · 2026Article
- MMonitor for real-time monitoring of microbial communities using long reads.Cell reports methods · 2026Article
- MADRe: Strain-level metagenomic classification through assembly-driven database reduction.GigaScience · 2026Article
- Bioinformatic tools for microbiome analysis: from raw sequences to biological insights.Frontiers in microbiology · 2026Review
- Exploring the ocular microecology and its role in pterygium based on metagenomics.Microbiology spectrum · 2025Article
- Environmental RNA-Based Metatranscriptomics as a Novel Biomonitoring Tool: A Case Study of Glyphosate-Based Herbicide Effects on Freshwater Eukaryotic Communities.Molecular ecology · 2025Article
- CarpeDeam: a de novo metagenome assembler for heavily damaged ancient datasets.Genome biology · 2025Article
- Computational Tools and Resources for Long-read Metagenomic Sequencing Using Nanopore and PacBio.Genomics, proteomics & bioinformatics · 2025Review
- CAMI Benchmarking Portal: online evaluation and ranking of metagenomic software.Nucleic acids research · 2025Article
- Exploring the potential of tick transcriptomes for virus screening: A data reuse approach for tick-borne virus surveillance.PLoS neglected tropical diseases · 2025Article
- Species-resolved profiling of antibiotic resistance genes in complex metagenomes through long-read overlapping with Argo.Nature communications · 2025Article
- Multiple roles of DNA methylation in sea-ice bacterial communities and associated viruses.The ISME journal · 2025Article
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7 authors.
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Abstract
backgroundThere are numerous computational tools for taxonomic or functional analysis of microbiome samples, optimized to run on hundreds of millions of short, high quality sequencing reads. Programs such as MEGAN allow the user to interactively navigate these large datasets. Long read sequencing technologies continue to improve and produce increasing numbers of longer reads (of varying lengths in the range of 10k-1M bps, say), but of low quality. There is an increasing interest in using long reads in microbiome sequencing, and there is a need to adapt short read tools to long read datasets.
methodsWe describe a new LCA-based algorithm for taxonomic binning, and an interval-tree based algorithm for functional binning, that are explicitly designed for long reads and assembled contigs. We provide a new interactive tool for investigating the alignment of long reads against reference sequences. For taxonomic and functional binning, we propose to use LAST to compare long reads against the NCBI-nr protein reference database so as to obtain frame-shift aware alignments, and then to process the results using our new methods.
resultsAll presented methods are implemented in the open source edition of MEGAN, and we refer to this new extension as MEGAN-LR (MEGAN long read). We evaluate the LAST+MEGAN-LR approach in a simulation study, and on a number of mock community datasets consisting of Nanopore reads, PacBio reads and assembled PacBio reads. We also illustrate the practical application on a Nanopore dataset that we sequenced from an anammox bio-rector community. REVIEWERS: This article was reviewed by Nicola Segata together with Moreno Zolfo, Pete James Lockhart and Serghei Mangul.
conclusionThis work extends the applicability of the widely-used metagenomic analysis software MEGAN to long reads. Our study suggests that the presented LAST+MEGAN-LR pipeline is sufficiently fast and accurate.
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