Childhood gut microbiome is linked to internalizing symptoms at school age via the functional connectome

F Francesca R. Querdasi J Jessica P. Uy J Jennifer S. Labus J Jia Xu (Center for Catalytic Hydrocarbon Functionalizations) N Neerja Karnani A Ai Peng Tan (Department of Diagnostic Radiology, Yong Loo Lin School of Medicine, National University of Singapore) B Birit B. F. P. Broekman P Peter D. Gluckman (Institute for Human Development and Potential, Agency for Science, Technology and Research) Y Yap Seng Chong H Helen Chen M Marielle V. Fortier L Lourdes Mary Daniel F Fabian Yap J Johan G. Eriksson S Shirong Cai (Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center) M Mary Foong-Fong Chong J Jia Ying Toh K Keith M. Godfrey M Michael J. Meaney (Institute for Human Development and Potential, Agency for Science, Technology and Research) B Bridget L. Callaghan

Abstract

Abstract The microbiome-gut-brain-axis plays a critical role in mental health. However, research linking the microbiome to brain function is limited, particularly during development, when tremendous plasticity occurs and many mental health issues, like depression and anxiety, initially manifest. Further complicating attempts to understand interactions between the brain and microbiome is the complex and multidimensional nature of both systems. In the current observational study (N = 55), we use sparse partial least squares to identify linear combinations of brain networks (brain signatures) derived from resting state fMRI scans at age 6 years that maximally covary with internalizing symptoms at age 7.5 years, before identifying microbe abundances (microbial profiles) derived from 16S rRNA sequencing of stool samples at age 2 years that maximally covary with those brain signatures. Finally, we test whether any early microbial profiles are indirectly associated with later internalizing symptoms via the brain signatures, highlighting potential microbial programming effects. We find that microbes in the Clostridiales order and Lachnospiraceae family are associated with internalizing symptoms in middle childhood through connectivity alterations within emotion-related brain networks.

Article Details

Volume / Issue Vol. 16, Issue 1
Published October 30, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (20)

F

Francesca R. Querdasi

J

Jessica P. Uy

J

Jennifer S. Labus

J

Jia Xu

Center for Catalytic Hydrocarbon Functionalizations

N

Neerja Karnani

A

Ai Peng Tan

Department of Diagnostic Radiology, Yong Loo Lin School of Medicine, National University of Singapore

B

Birit B. F. P. Broekman

P

Peter D. Gluckman

Institute for Human Development and Potential, Agency for Science, Technology and Research

Y

Yap Seng Chong

H

Helen Chen

M

Marielle V. Fortier

L

Lourdes Mary Daniel

F

Fabian Yap

J

Johan G. Eriksson

S

Shirong Cai

Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center

M

Mary Foong-Fong Chong

J

Jia Ying Toh

K

Keith M. Godfrey

M

Michael J. Meaney

Institute for Human Development and Potential, Agency for Science, Technology and Research

B

Bridget L. Callaghan