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From microbes to milestones: Gut bacterial abundances and functional pathways associate with neurodevelopment following preterm birth.

Overview

Authors: Kadi Vaher1,2, Aisling Kenny1, Paula Lusarreta Parga3, Lorena Jiménez-Sánchez2,4, Helen Turner2,5, Rebekah Smikle1, Amy Corrigan1, Hilary Cruickshank5, Magda Rudnicka5, Sue Fletcher-Watson2,4, Debby Bogaert3,6, James P. Boardman1,2
ORCID iDs: Kadi Vaher
  1. Centre for Reproductive Health, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
  2. Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
  3. Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, United Kingdom
  4. Salvesen Mindroom Research Centre, University of Edinburgh, Edinburgh, United Kingdom
  5. Simpson Centre for Reproductive Health, Royal Infirmary Edinburgh, Edinburgh, United Kingdom
  6. Department of Pediatric Immunology and Infectious Diseases, Wilhelmina Children's Hospital and University Medical Center Utrecht, Utrecht, the Netherlands
Institutions: MRC Centre for Reproductive Health (United Kingdom); University of Edinburgh (United Kingdom); Centre for Inflammation Research (United Kingdom); Edinburgh Royal Infirmary (United Kingdom); University Medical Center Utrecht (Netherlands); Wilhelmina Children's Hospital (Netherlands)
Journal: Gut microbiology, volume 2, article None
Dates: received 11 December 2025; accepted 2 March 2026; published online June 2026; in print June 2026
Type: Research article · Language: English
License: CC BY-NC
Identifiers: DOI 10.1016/j.gutmic.2026.100006 · PMID 42465693 · PMCID PMC13375144 · OpenAlex W7133303491
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: human (organism), other condition (population), autism (population), developmental (subfield)
Methods: Statistics, Machine learning, Preprocessing, Connectivity, Smoothing, state filtering, decompositions
Keywords: Gut microbiome, Metagenomics, Preterm, Neurodevelopment, Autistic traits, Executive functioning, Temperament
Topic: Gut microbiota and health (Molecular Biology, Biochemistry, Genetics and Molecular Biology), according to OpenAlex
Funding: Wellcome; UKRI MRC programme
Citations: not cited yet (Europe PMC); 145 references in the paper

Abstract

The early life gut microbiome has been identified as a potential driver of neurocognitive development. Evidence for this relationship in preterm children, who are at increased risk of both gut microbiome disruptions and neurodevelopmental impairment, is scarce. In a sample of 73 very preterm infants drawn from a prospective birth cohort, we assessed associations between the neonatal gut microbiome and neurodevelopmental outcomes at 9 months and 2 years. The gut microbiome taxonomic and functional profiles were obtained from stool samples collected prior to NICU discharge using shotgun metagenomics. Neurodevelopment was assessed using a battery of outcome measures. We took a consensus-based analytic approach, applying several different methods to investigate microbiome-outcome relationships and focussing on results which were consistently significant across methods. We found the most robust evidence for associations between the abundances of several gut bacterial species and measures related to autistic traits (e.g. Klebsiella spp.), socio-emotional development, including temperament (e.g. Enterobacter cloacae complex, Veillonella parvula), and executive functioning (Clostridium perfringens). The abundances of functional modules involved in gut-brain signalling, particularly those involved in histamine and quinolinic acid metabolism, were associated with outcome measures related to executive functioning and cognitive-behavioural flexibility. This study provides evidence that the neonatal gut microbiome composition may affect longer-term neurodevelopmental profiles following preterm birth, particularly those related to socio-emotional development, autistic traits and executive functioning.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Code

No file of the authors' code could be read here: it is described below, and read at its source.

git.ecdf.ed.ac.uk/jbrl/microbiome-and-developmental-outcomes

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: the link answers
Software Heritage: not checked
Found in: “Data availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
  • 27 September 2026: the link answers (HTTP 200)

OSF ekdr7

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: files inventoried
Size: 1 file, 0 scripts
Software Heritage: not checked
Found in: the references
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
  • 27 September 2026: the link answers (HTTP 200)
At the source:

The paper's code and data availability statement is in the Data section.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 2 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 0 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data availability

Data are deposited in Edinburgh Data Vault; access is considered under the study’s Data Access and Collaboration policy. Analysis code is available on GitLab. Details are provided in the main text.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 2, 28 September 2026

  • Publisher: n/a → Elsevier BV
  • Authors: added Kadi Vaher (0000-0002-0733-2505); removed Kadi Vaher

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 12 authors, 7 keywords, 2 funders, 135 references.

Cite

This paper

Vaher, K., Kenny, A., Lusarreta Parga, P., Jiménez-Sánchez, L., Turner, H., Smikle, R., Corrigan, A., Cruickshank, H., Rudnicka, M., Fletcher-Watson, S., Bogaert, D., & Boardman, J. P. (2026). From microbes to milestones: Gut bacterial abundances and functional pathways associate with neurodevelopment following preterm birth. Gut microbiology, 2, None. https://doi.org/10.1016/j.gutmic.2026.100006

BibTeX

@article{vaher2026microbes,
author = {Vaher, Kadi and Kenny, Aisling and Lusarreta Parga, Paula and Jiménez-Sánchez, Lorena and Turner, Helen and Smikle, Rebekah and Corrigan, Amy and Cruickshank, Hilary and Rudnicka, Magda and Fletcher-Watson, Sue and Bogaert, Debby and Boardman, James P.},
title = {{From microbes to milestones: Gut bacterial abundances and functional pathways associate with neurodevelopment following preterm birth}},
journal = {Gut microbiology},
year = {2026},
month = jun,
volume = {2},
pages = {None},
publisher = {Elsevier BV},
issn = {3051-1720},
doi = {10.1016/j.gutmic.2026.100006},
url = {https://doi.org/10.1016/j.gutmic.2026.100006},
pmid = {42465693},
pmcid = {PMC13375144}
}

RIS

TY - JOUR
AU - Vaher, Kadi
AU - Kenny, Aisling
AU - Lusarreta Parga, Paula
AU - Jiménez-Sánchez, Lorena
AU - Turner, Helen
AU - Smikle, Rebekah
AU - Corrigan, Amy
AU - Cruickshank, Hilary
AU - Rudnicka, Magda
AU - Fletcher-Watson, Sue
AU - Bogaert, Debby
AU - Boardman, James P.
TI - From microbes to milestones: Gut bacterial abundances and functional pathways associate with neurodevelopment following preterm birth
T2 - Gut microbiology
J2 - Gut Microbiol
PY - 2026
DA - 2026/06/01
VL - 2
SP - None
SN - 3051-1720
PB - Elsevier BV
DO - 10.1016/j.gutmic.2026.100006
UR - https://doi.org/10.1016/j.gutmic.2026.100006
LA - en
ER -

CSL-JSON

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