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

Childhood gut microbiome is linked to internalizing symptoms at school age via the functional connectome
Childhood gut microbiome is linked to internalizing symptoms at school age via the functional connectome
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.
2041-1723
Querdasi, Francesca R.
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Uy, Jessica P.
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Labus, Jennifer S.
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Xu, Jia
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Karnani, Neerja
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Tan, Ai Peng
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Broekman, Birit B.F.P.
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Gluckman, Peter D.
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Chong, Yap-Seng
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Chen, Helen
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Fortier, Marielle V.
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Daniel, Lourdes Mary
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Yap, Fabian
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Eriksson, Johan G.
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Cai, Shirong
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Chong, Mary Foong-Fong
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Toh, Jia Ying
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Godfrey, Keith M.
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Meaney, Michael J.
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Callaghan, Bridget L.
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Querdasi, Francesca R.
b02f8b5a-2705-4676-b5dc-5f977e08b13f
Uy, Jessica P.
3778ea1b-30c0-48f1-8153-c2ed039b5a2e
Labus, Jennifer S.
128ee669-b592-4e5a-9809-8d1c26b2ae62
Xu, Jia
935ace43-be8c-4e31-aa35-0d9b8925c2c9
Karnani, Neerja
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Tan, Ai Peng
aa74aa67-3429-4b8b-9782-fa3925eaa59b
Broekman, Birit B.F.P.
a0d96900-4c12-42ee-94a5-bf315ce705c1
Gluckman, Peter D.
d77aebc9-ecb7-4cbc-9893-a523ae179bbc
Chong, Yap-Seng
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Chen, Helen
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Fortier, Marielle V.
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Daniel, Lourdes Mary
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Yap, Fabian
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Eriksson, Johan G.
eb96b1c5-af07-4a52-8a73-7541451d32cd
Cai, Shirong
0d23d2c5-889d-4f33-887f-b52e3d341ba4
Chong, Mary Foong-Fong
1e188259-b1ab-4448-9e65-5b6a0fd99502
Toh, Jia Ying
bae40ae7-536e-451c-a758-b2b8674681ac
Godfrey, Keith M.
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Meaney, Michael J.
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Callaghan, Bridget L.
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Querdasi, Francesca R., Uy, Jessica P., Labus, Jennifer S., Xu, Jia, Karnani, Neerja, Tan, Ai Peng, Broekman, Birit B.F.P., Gluckman, Peter D., Chong, Yap-Seng, Chen, Helen, Fortier, Marielle V., Daniel, Lourdes Mary, Yap, Fabian, Eriksson, Johan G., Cai, Shirong, Chong, Mary Foong-Fong, Toh, Jia Ying, Godfrey, Keith M., Meaney, Michael J. and Callaghan, Bridget L. (2025) Childhood gut microbiome is linked to internalizing symptoms at school age via the functional connectome. Nature Communications, 16, [9359]. (doi:10.1038/s41467-025-64988-6).

Record type: Article

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.

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Accepted/In Press date: 29 September 2025
e-pub ahead of print date: 30 October 2025
Published date: 30 October 2025

Identifiers

Local EPrints ID: 507269
URI: http://eprints.soton.ac.uk/id/eprint/507269
ISSN: 2041-1723
PURE UUID: 2fde9c3e-9f50-4e7f-a148-2562cd5dae14
ORCID for Keith M. Godfrey: ORCID iD orcid.org/0000-0002-4643-0618

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Date deposited: 02 Dec 2025 18:08
Last modified: 06 Dec 2025 02:33

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Contributors

Author: Francesca R. Querdasi
Author: Jessica P. Uy
Author: Jennifer S. Labus
Author: Jia Xu
Author: Neerja Karnani
Author: Ai Peng Tan
Author: Birit B.F.P. Broekman
Author: Peter D. Gluckman
Author: Yap-Seng Chong
Author: Helen Chen
Author: Marielle V. Fortier
Author: Lourdes Mary Daniel
Author: Fabian Yap
Author: Johan G. Eriksson
Author: Shirong Cai
Author: Mary Foong-Fong Chong
Author: Jia Ying Toh
Author: Michael J. Meaney
Author: Bridget L. Callaghan

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