Functional archetypes in the human gut microbiome reveal metabolic diversity, stability, and influence disease-associated signatures

The identified functional archetypes provide a robust framework for addressing interindividual variability and potential confounding in gut microbiome-based disease studies. By incorporating archetypes as potential confounders or stratification factors, researchers can reduce variability, uncover novel pathways, and improve the precision of microbiome-targeted interventions. The deep-learning framework can be applied to other host-associated microbial ecosystems, providing new insights into microbial functional dynamics and their implications for the host's health.

Authors

Institutions

Publication Details

Journal
Microbiome
Published
2025-11-26
DOI
https://doi.org/10.1186/s40168-025-02240-5
Primary Topic
Gut microbiota and health
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Functional archetypes in the human gut microbiome reveal metabolic diversity, stability, and influence disease-associated signatures

Vanessa Dumeaux, E. Cai, Dalwinder Singh, Alan Y. Deng et al.
Microbiome
Gut microbiota and health
article

Functional archetypes in the human gut microbiome reveal metabolic diversity, stability, and influence disease-associated signatures

Vanessa Dumeaux, E. Cai, Dalwinder Singh, Alan Y. Deng, Mohamed Meawad, Rohan Sonthalia
article en

Abstract

The identified functional archetypes provide a robust framework for addressing interindividual variability and potential confounding in gut microbiome-based disease studies. By incorporating archetypes as potential confounders or stratification factors, researchers can reduce variability, uncover novel pathways, and improve the precision of microbiome-targeted interventions. The deep-learning framework can be applied to other host-associated microbial ecosystems, providing new insights into microbial functional dynamics and their implications for the host's health.

MicrobiomeVol. 13(1)
Western University (CA), Lawson Health Research Institute (CA)
Mitacs, Natural Sciences and Engineering Research Council of Canada
Openalex Percentile: Top 67%
Gut microbiota and health
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.