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

P Paolo Manghi G Giacomo Antonello L Lucas Schiffer D Davide Golzato A Andres Wokaty F Francesco Beghini C Chloe Mirzayi K Kaelyn Long K Kai Gravel-Pucillo G Gianmarco Piccinno S Samuel David Gamboa-Tuz A Arianna Bonetti G Giacomo D’Amato R Rimsha Azhar K Kelly Eckenrode F Fatima Zohra V Valentina Giunchiglia M Marisa Keller A Anna Pedrotti I Ilya Likhotkin S Shaimaa Elsafoury L Ludwig Geistlinger A Aitor Blanco-Miguez A Andrew Maltez Thomas M Moreno Zolfo M Marcel Ramos M Mireia Valles-Colomer S Sabrina Tamburini F Francesco Asnicar H Heidi E. Jones C Curtis Huttenhower (Broad Institute of MIT and Harvard) V Vincent Carey (Brigham andWomen’s Hospital, Boston, MA, USA.) S Sean Davis E Edoardo Pasolli S Sehyun Oh N Nicola Segata L Levi Waldron

Abstract

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.

Article Details

Volume / Issue Vol. 17, Issue 1
Published December 23, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (37)

P

Paolo Manghi

G

Giacomo Antonello

L

Lucas Schiffer

D

Davide Golzato

A

Andres Wokaty

F

Francesco Beghini

C

Chloe Mirzayi

K

Kaelyn Long

K

Kai Gravel-Pucillo

G

Gianmarco Piccinno

S

Samuel David Gamboa-Tuz

A

Arianna Bonetti

G

Giacomo D’Amato

R

Rimsha Azhar

K

Kelly Eckenrode

F

Fatima Zohra

V

Valentina Giunchiglia

M

Marisa Keller

A

Anna Pedrotti

I

Ilya Likhotkin

S

Shaimaa Elsafoury

L

Ludwig Geistlinger

A

Aitor Blanco-Miguez

A

Andrew Maltez Thomas

M

Moreno Zolfo

M

Marcel Ramos

M

Mireia Valles-Colomer

S

Sabrina Tamburini

F

Francesco Asnicar

H

Heidi E. Jones

C

Curtis Huttenhower

Broad Institute of MIT and Harvard

V

Vincent Carey

Brigham andWomen’s Hospital, Boston, MA, USA.

S

Sean Davis

E

Edoardo Pasolli

S

Sehyun Oh

N

Nicola Segata

L

Levi Waldron