Evidence map›Paper›PMID 41436448›Full record

SynthesisNature communications2025

Meta-analysis of 22,710 human microbiome metagenomes defines an oral-to-gut microbial enrichment score and associations with host health and disease.

Paolo Manghi, Giacomo Antonello, Lucas Schiffer, Davide Golzato, Andres Wokaty, Francesco Beghini, Chloe Mirzayi, Kaelyn Long, Kai Gravel-Pucillo, Gianmarco Piccinno and 27 more

Abstract readMeta-Analysis
In one paragraph

Synthesis in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing 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

16 citing papers in PubMed.

  1. Review
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  7. Review
  8. The island biology of the host microbiome.Trends in microbiology · 2026
    Review
  9. Article
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  11. Article
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  14. Article
  15. Article
  16. Importance of human microbiome: an update.Frontiers in microbiomes · 2026
    Review
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

37 authors.

Paolo Manghi *Department CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0003-0846-6529
Giacomo Antonello *Department CIBIO, University of Trento, Trento, Italy.
Lucas SchifferSection of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA.ORCID http://orcid.org/0000-0003-3628-0326
Davide GolzatoDepartment CIBIO, University of Trento, Trento, Italy.
Andres WokatyGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Francesco BeghiniDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0002-8105-9607
Chloe MirzayiGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Kaelyn LongGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Kai Gravel-PucilloGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Gianmarco PiccinnoDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0003-1947-1817
Samuel David Gamboa-TuzGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.ORCID http://orcid.org/0000-0002-6863-7943
Arianna BonettiDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0002-1146-6741
Giacomo D'AmatoDepartment CIBIO, University of Trento, Trento, Italy.
Rimsha AzharGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Kelly EckenrodeGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Fatima ZohraGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Valentina GiunchigliaDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0002-2165-7840
Marisa KellerDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0002-1485-415X
Anna PedrottiDepartment CIBIO, University of Trento, Trento, Italy.
Ilya LikhotkinInstitute of Pharmacy and Molecular Biotechnology (IPMB), University of Heidelberg, Heidelberg, Germany.
Shaimaa ElsafouryGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.ORCID http://orcid.org/0000-0002-0120-7746
Ludwig GeistlingerGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Aitor Blanco-MiguezDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0001-7386-5572
Andrew Maltez ThomasDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0001-5789-3354
Moreno ZolfoDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0001-6661-4046
Marcel RamosGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.ORCID http://orcid.org/0000-0002-3242-0582
Mireia Valles-ColomerDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0002-1988-6054
Sabrina TamburiniIEO, European Institute of Oncology, IRCCS, Milan, Italy.ORCID http://orcid.org/0000-0002-2485-7418
Francesco AsnicarDepartment CIBIO, University of Trento, Trento, Italy.ORCID http://orcid.org/0000-0003-3732-1468
Heidi E JonesGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.
Curtis HuttenhowerHarvard T.H. Chan School of Public Health, Boston, MA, USA.ORCID http://orcid.org/0000-0002-1110-0096
Vincent CareyChanning Division of Network Medicine, Mass General Brigham, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0003-4046-0063
Sean DavisDepartment of Biostatistics and Informatics, University of Colorado Anschutz School of Medicine, Aurora, CO, USA.ORCID http://orcid.org/0000-0002-8991-6458
Edoardo PasolliDepartment of Agricultural Sciences, University of Naples, Naples, Italy.ORCID http://orcid.org/0000-0003-0799-3490
Sehyun OhGraduate School of Public Health and Health Policy and Institute for Implementation Science in Population Health, City University of New York, New York, NY, USA.ORCID http://orcid.org/0000-0002-9490-3061
Nicola SegataDepartment CIBIO, University of Trento, Trento, Italy. nicola.segata@unitn.it.ORCID http://orcid.org/0000-0002-1583-5794
Levi WaldronDepartment CIBIO, University of Trento, Trento, Italy. levi.waldron@sph.cuny.edu.ORCID http://orcid.org/0000-0003-2725-0694

Funding

Exploiting Public Metagenomic Data to Uncover Cancer-Microbiome RelationshipsR01CA230551 · NCI · GRADUATE SCHOOL OF PUBLIC HEALTH AND HEALTH POLICY · PI Levi Waldron · 2020 to 2026
$3.9M
NCI NIH HHS R01 CA230551U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) 5R01CA230551
6 · The paper itself

Abstract

Large public datasets of the human microbiome now exist but combining them for large-scale analysis is difficult due to a lack of standardization. We developed curatedMetagenomicData (cMD) 3, a uniformly processed collection of over 22,000 human microbiome samples with manually curated metadata from 94 studies and 42 countries. This large and diverse resource allows for meta-analysis of the links between microbes and human health. Through meta-analysis, we identified hundreds of microbial species and thousands of microbial functions significantly associated with a person's sex, age, body mass index, and disease status, and catalog these as references. We developed an "oral enrichment score" (OES) based on the relative abundance of bacteria typically found in the oral cavity and not in the gut. Higher OES in the gut is a consistent feature in individuals with disease, suggesting that the relative abundance of oral bacteria in the gut is a simple and quantifiable signal of altered microbiome health. These analyses identify modest but widely shared patterns in human microbiomes, serving as a reproducible and readily updatable reference.

Indexed as

BacteriaGastrointestinal MicrobiomeMetagenomeMicrobiotaMouthHumansMetagenomics

Identifiers

PMID41436448
PMCPMC12780261

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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.