Evidence map›Paper›PMID 42277027›Full record

ArticleNature communications2026

TOFU-MAaPO: fast, scalable and reproducible analysis of large metagenome sequence data from the Sequence Read Archive.

Eike Matthias Wacker, Malte Christoph Rühlemann, Andre Franke, David Ellinghaus

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Eike Matthias WackerInstitute of Clinical Molecular Biology, Kiel University, Kiel, Germany.ORCID 0000-0002-2068-2550
Malte Christoph RühlemannInstitute of Clinical Molecular Biology, Kiel University, Kiel, Germany.ORCID 0000-0002-0685-0052
Andre FrankeInstitute of Clinical Molecular Biology, Kiel University, Kiel, Germany.ORCID 0000-0003-1530-5811
David EllinghausInstitute of Clinical Molecular Biology, Kiel University, Kiel, Germany. d.ellinghaus@ikmb.uni-kiel.de.ORCID 0000-0002-4332-6110

Funding

Deutsche Forschungsgemeinschaft (German Research Foundation) EL 831/5-1Deutsche Forschungsgemeinschaft (German Research Foundation) EXC 2167/2 - 390884018
6 · The paper itself

Abstract

Metagenomic shotgun sequencing data from over 600,000 metagenomes are publicly available in repositories such as NCBI's Sequence Read Archive (SRA). Technically advanced and easy-to-use best-practice metagenome software workflows for raw data pre-processing, assembly of metagenome-assembled genomes, and taxonomic and functional annotation of metagenome-assembled genomes are needed for reproducible analysis and harmonization of large-scale metagenomic datasets. We introduce TOFU-MAaPO (Taxonomic Or FUnctional Metagenomic Assembly and PrOfiling), a portable, automated single-command Nextflow pipeline for large-scale analysis of metagenomic short-read sequencing data. It analyzes metagenome files locally or directly from the SRA using accession or study IDs. In a benchmark against three established metagenome software pipelines, the TOFU-MAaPO workflow yielded 12%, 42% to 77% more high-quality metagenome-assembled genomes, likely reflecting the integration of multiple complementary binning tools with a unified refinement strategy. Using its assembly-free taxonomic abundance profiling module, we also automatically downloaded 16,462 uniquely identifiable and accessible human gut metagenome samples from the SRA and taxonomically annotated them against the Genome Taxonomy Database on a high-performance cluster in less than 55 hours, including download time. TOFU-MAaPO makes large metagenome projects more accessible to individual research groups and is freely available at https://github.com/ikmb/TOFU-MAaPO .

Indexed as

MetagenomeMetagenomicsSoftwareHigh-Throughput Nucleotide SequencingHumansReproducibility of ResultsSequence Analysis, DNAShotgun SequencingWorkflow

Identifiers

PMID42277027
PMCPMC13260335

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.