Evidence map›Paper›PMID 33020656›Full record

ArticleNature methods2020

metaFlye: scalable long-read metagenome assembly using repeat graphs.

Mikhail Kolmogorov, Derek M Bickhart, Bahar Behsaz, Alexey Gurevich, Mikhail Rayko, Sung Bong Shin, Kristen Kuhn, Jeffrey Yuan, Evgeny Polevikov, Timothy P L Smith and 1 more

Abstract read
In one paragraph

Article in Nature methods, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 669 papers.

0numbers the graph read from it
0cells of the map it votes in
669citing 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

669 citing papers in PubMed.

  1. Article
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  6. Phenotypic divergence is driven by mobile genetic elements in a heritable insect symbiont.Proceedings of the National Academy of Sciences of the United States of America · 2026
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  8. Draft genome sequence ofMicrobiology resource announcements · 2026
    Article
  9. Complete genome sequence ofMicrobiology resource announcements · 2026
    Article
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  20. International journal of systematic and evolutionary microbiology · 2026
    Article

609 more citing papers are in PubMed but not listed here.

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

11 authors.

Mikhail KolmogorovDepartment of Computer Science and Engineering, University of California, San Diego, CA, USA.ORCID http://orcid.org/0000-0002-5489-9045
Derek M BickhartCell Wall Biology and Utilization Laboratory, Dairy Forage Research Center, USDA, Madison, WI, USA.
Bahar BehsazGraduate Program in Bioinformatics and System Biology, University of California, San Diego, CA, USA.
Alexey GurevichCenter for Algorithmic Biotechnology, St. Petersburg State University, St. Petersburg, Russia.
Mikhail RaykoCenter for Algorithmic Biotechnology, St. Petersburg State University, St. Petersburg, Russia.ORCID http://orcid.org/0000-0002-3737-1521
Sung Bong ShinUSDA-ARS US Meat Animal Research Center, Clay Center, NE, USA.
Kristen KuhnUSDA-ARS US Meat Animal Research Center, Clay Center, NE, USA.
Jeffrey YuanGraduate Program in Bioinformatics and System Biology, University of California, San Diego, CA, USA.ORCID http://orcid.org/0000-0003-3855-1994
Evgeny PolevikovCenter for Algorithmic Biotechnology, St. Petersburg State University, St. Petersburg, Russia.
Timothy P L SmithUSDA-ARS US Meat Animal Research Center, Clay Center, NE, USA.ORCID http://orcid.org/0000-0003-1611-6828
Pavel A PevznerDepartment of Computer Science and Engineering, University of California, San Diego, CA, USA. ppevzner@ucsd.edu.ORCID http://orcid.org/0000-0002-0418-165X

Funding

Host and microbial basis of human ulcerative colitis and pouchitis: Identification, role, mechanisms, and resource development of host susceptibility and pathobiont factorsRC2DK122394 · NIDDK · UNIVERSITY OF CHICAGO · PI CHANG, EUGENE B · 2019 to 2023
$10.2M
TrainingP41GM103484 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI PEVZNER, PAVEL A · 2012 to 2018
$8.7M
DEVELOPMENT OF ONLINE COMPUTATIONAL GENOMICS SPECIALIZATIONR25HG011022 · NHGRI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI PEVZNER, PAVEL A · 2020 to 2024
$749k
NHGRI NIH HHS R25 HG011022NIDDK NIH HHS RC2 DK122394NIGMS NIH HHS P41 GM103484
6 · The paper itself

Abstract

Long-read sequencing technologies have substantially improved the assemblies of many isolate bacterial genomes as compared to fragmented short-read assemblies. However, assembling complex metagenomic datasets remains difficult even for state-of-the-art long-read assemblers. Here we present metaFlye, which addresses important long-read metagenomic assembly challenges, such as uneven bacterial composition and intra-species heterogeneity. First, we benchmarked metaFlye using simulated and mock bacterial communities and show that it consistently produces assemblies with better completeness and contiguity than state-of-the-art long-read assemblers. Second, we performed long-read sequencing of the sheep microbiome and applied metaFlye to reconstruct 63 complete or nearly complete bacterial genomes within single contigs. Finally, we show that long-read assembly of human microbiomes enables the discovery of full-length biosynthetic gene clusters that encode biomedically important natural products.

Indexed as

AlgorithmsAnimalsBenchmarkingGastrointestinal MicrobiomeGenome, BacterialGenome, HumanHumansMetagenomeMetagenomicsMicrobiotaSequence Analysis, DNASheepSoftwareSpecies Specificity

Identifiers

PMID33020656
PMCPMC10699202

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.