Chronic stress is associated with altered gut microbiota profile and relevant metabolites in adolescents

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Citation
PMID PubMed identifier for scientific articles.
DOI Digital object identifier for electronic documents.
URI Uniform resource identifier for web resources.
Authors
Ying L., Yuhao W., Yafang H., Jiao L., Lina D., Qinze S., Chenghai Y., Shaoxiong Z., Yuexi G., Mingwang S., Zelin C., Chuangchuang W., Zihan G., Xin L., Lu M., Lei Z.
Journal
BMC microbiology
Year
2025
Keywords:
16S rRNA, Adolescents, Chronic stress, Gut microbiota, Metabolism, Metagenomics
BACKGROUND: Gut microbiota and microbiota-derived metabolites have been implicated in the regulation of stress-related diseases, yet their associations with chronic stress in adolescents remain unclear. Multi-omics studies on this topic in adolescents are still limited. This study aimed to characterize gut microbiota and metabolites in adolescents under chronic stress. METHODS: In this cross-sectional study, we assessed chronic stress in 124 adolescents aged 12–16 years using the Adolescent Life Events Scale and the Study Stress Scale. Participants were stratified by stress level into low (n = 42), medium (n = 41), and high stress (n = 41) groups. Fecal samples were collected from all participants for 16S rRNA gene sequencing. Subsequently, a subset of 30 adolescents with high stress and 29 low stress adolescents underwent metagenomic sequencing and untargeted metabolomics. RESULTS: Adolescents experiencing high-chronic stress showed lower alpha diversity, differential beta diversity, and a more complicated microbial network compared to those experiencing lower stress. Spearman’s rank correlation and Kruskal-Wallis test identified five genera with decreased abundances in high stress adolescents, including Faecalibacterium, Bacteroides, Akkermansia, Lachnospiraceae unclassified, and Ruminococcus (Pfdr<0.05). Additionally, 12 species showed decreased abundances and 5 increased abundances, and logistic regression analysis further revealed that the relative abundances of Bifidobacterium catenulatum, Streptococcus suis, Ruminococcus sp. CAG 108, and Phascolarctobacterium faecium were associated with chronic stress (Pfdr<0.05), after adjusting for sex, age, fruit consumption, and body mass index. We identified 21 differential metabolites, predominantly enriched in metabolic pathways based on KEGG analysis. Moreover, 19 out of these metabolites were significantly correlated with at least one of the four species significantly associated with chronic stress. These metabolites may explain health effects of species associated with chronic stress. CONCLUSIONS: Chronic stress in adolescents is associated with altered gut microbiota composition and metabolite profiles, providing insights into possible mechanisms underlying stress-related diseases and highlighting the importance of longitudinal studies to clarify temporal and causal relationships. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12866-025-04094-1.

Experiment 1


Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Subjects

Location of subjects
China
Host species Species from which microbiome was sampled. Contact us to have more species added.
Homo sapiens
Body site Anatomical site where microbial samples were extracted from according to the Uber Anatomy Ontology
Feces Cow dung,Cow pat,Droppings,Dung,Excrement,Excreta,Faeces,Fecal material,Fecal matter,Fewmet,Frass,Guano,Matières fécales@fr,Merde@fr,Ordure,Partie de la merde@fr,Piece of shit,Porción de mierda@es,Portion of dung,Portion of excrement,Portion of faeces,Portion of fecal material,Portion of fecal matter,Portion of feces,Portion of guano,Portion of scat,Portionem cacas,Scat,Spoor,Spraint,Stool,Teil der fäkalien@de,Feces,feces
Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Stress-related disorder Stress-related disorder,stress-related disorder
Group 0 name Corresponds to the control (unexposed) group for case-control studies
low stress + medium stress
Group 1 name Corresponds to the case (exposed) group for case-control studies
high stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with high chronic stress levels
Group 0 sample size Number of subjects in the control (unexposed) group
83
Group 1 sample size Number of subjects in the case (exposed) group
41
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
3 months

Lab analysis

Sequencing type
16S
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
V3-V4
Sequencing platform Manufacturer and experimental platform used for quantifying microbial abundance
Illumina

Statistical Analysis

Data transformation Data transformation applied to microbial abundance measurements prior to differential abundance testing (if any).
relative abundances
Statistical test
LEfSe
Significance threshold p-value or FDR threshold used for differential abundance testing (if any)
0.05
MHT correction Have statistical tests be corrected for multiple hypothesis testing (MHT)?
No
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
2

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
decreased
Chao1 Abundance-based estimator of species richness
decreased
Simpson Estimator of species richness and species evenness: more weight on species evenness
decreased
Richness Number of species
decreased

Signature 2

Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: Figure 2a

Description: Linear discriminant analysis (LDA) scores for the bacterial taxa differentially abundant in adolescents with different chronic stress levels (LDA > 2).

Abundance in Group 1: increased abundance in high stress

NCBI Quality ControlLinks
Actinomycetota
Alphaproteobacteria
Bacteria
Pseudomonas plecoglossicida
Sphingomonadaceae
Sphingomonadales
Sphingomonas
unclassified Sphingomonas

Revision editor(s): Appleeyes

Experiment 2


Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
low stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with high chronic stress levels for the metagenomic subset
Group 0 sample size Number of subjects in the control (unexposed) group
29
Group 1 sample size Number of subjects in the case (exposed) group
30

Lab analysis

Sequencing type
WMS
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
Not specified

Statistical Analysis

Signature 1

Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 3c

Description: The specific bacteria taxa of two stress groups based on Linear Discriminant Analysis Effect Size (LEfSe) analysis.

Abundance in Group 1: increased abundance in high stress

NCBI Quality ControlLinks
Ascomycota
Saccharomyces
Saccharomycetaceae
Saccharomycetales
Saccharomycetes

Revision editor(s): Appleeyes

Experiment 3


Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Lab analysis

Statistical Analysis

Statistical test
Mann-Whitney (Wilcoxon)
MHT correction Have statistical tests be corrected for multiple hypothesis testing (MHT)?
Yes
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
Not specified


Signature 1

Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 3e

Description: The Wilcoxon rank-sum test was used to analyze the difference in the relative abundances in adolescents with low- and high-chronic stress. These analyses were based on gut microbial species that were significantly correlated with chronic stress, as identified by Spearman’s rank correlation.

Abundance in Group 1: decreased abundance in high stress

NCBI Quality ControlLinks
Arenibacter certesii
Coprococcus sp. ART55_1
Denitrificimonas caeni
Desulfovibrio sp. An276
Halomonas halocynthiae
Oscillibacter sp. PEA192
Phascolarctobacterium faecium
Roseburia faecis
Ruminococcus sp. AF17-11
Ruminococcus sp. AM36-18
Ruminococcus sp. CAG:108
Streptococcus suis

Revision editor(s): Appleeyes

Signature 2

Needs review

Curated date: 2025/10/08

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 3e

Description: The Wilcoxon rank-sum test was used to analyze the difference in the relative abundances in adolescents with low- and high-chronic stress. These analyses were based on gut microbial species that were significantly correlated with chronic stress, as identified by Spearman’s rank correlation.

Abundance in Group 1: increased abundance in high stress

NCBI Quality ControlLinks
Achromobacter insuavis
Bifidobacterium catenulatum
Bifidobacterium pseudocatenulatum CAG:263
Desulfovibrio sp. 3_1_syn3
Clostridium sp. AM25-23AC

Revision editor(s): Appleeyes

Experiment 4


Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
low stress + medium stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with high chronic stress levels
Group 0 sample size Number of subjects in the control (unexposed) group
83
Group 1 sample size Number of subjects in the case (exposed) group
41

Lab analysis

Sequencing type
16S
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
V3-V4

Statistical Analysis

Statistical test
Kruskall-Wallis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
decreased
Chao1 Abundance-based estimator of species richness
decreased
Simpson Estimator of species richness and species evenness: more weight on species evenness
decreased
Richness Number of species
decreased

Signature 1

Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: decreased abundance in high stress

NCBI Quality ControlLinks
Akkermansia
Bacteroides
Bacteroidota
Faecalibacterium
Ruminococcus
Thermodesulfobacteriota
Verrucomicrobiota
unclassified Lachnospiraceae

Revision editor(s): Appleeyes

Signature 2

Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: increased abundance in high stress

NCBI Quality ControlLinks
Chloroflexia

Revision editor(s): Appleeyes

Experiment 5


Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
low stress
Group 0 sample size Number of subjects in the control (unexposed) group
29
Group 1 sample size Number of subjects in the case (exposed) group
30

Lab analysis

Sequencing type
WMS
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
Not specified

Statistical Analysis

Statistical test
Logistic Regression
Confounders controlled for Confounding factors that have been accounted for by stratification or model adjustment
age, body mass index, sex, Confounders controlled for: "fruit consumption" is not in the list (abnormal glucose tolerance, acetaldehyde, acute graft vs. host disease, acute lymphoblastic leukemia, acute myeloid leukemia, adenoma, age, AIDS, alcohol consumption measurement, alcohol drinking, ...) of allowed values.fruit consumption


Signature 1

Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 3f

Description: Logistic regression analysis was used to analyze the adjusted associations between chronic stress and gut microbial species, identified in Fig. 3 (e). The logistic regression analysis adjusted for sex, age, food consumption, and body mass index as covariates.

Abundance in Group 1: decreased abundance in high stress

NCBI Quality ControlLinks
Arenibacter certesii
Coprococcus sp. ART55_1
Denitrificimonas caeni
Desulfovibrio sp. An276
Halomonas halocynthiae
Oscillibacter sp. PEA192
Phascolarctobacterium faecium
Roseburia faecis
Ruminococcus sp. AF17-11
Ruminococcus sp. AM36-18
Ruminococcus sp. CAG:108
Streptococcus suis

Revision editor(s): Appleeyes

Signature 2

Needs review

Curated date: 2025/10/10

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 3f

Description: Logistic regression analysis was used to analyze the adjusted associations between chronic stress and gut microbial species, identified in Fig. 3 (e). The logistic regression analysis adjusted for sex, age, food consumption, and body mass index as covariates.

Abundance in Group 1: increased abundance in high stress

NCBI Quality ControlLinks
Achromobacter insuavis
Bifidobacterium catenulatum
Bifidobacterium pseudocatenulatum CAG:263
Desulfovibrio sp. 3_1_syn3
Clostridium sp. AM25-23AC

Revision editor(s): Appleeyes

Experiment 6


Needs review

Curated date: 2025/10/16

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
medium stress + high stress
Group 1 name Corresponds to the case (exposed) group for case-control studies
low stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with low chronic stress levels
Group 0 sample size Number of subjects in the control (unexposed) group
82
Group 1 sample size Number of subjects in the case (exposed) group
42

Lab analysis

Sequencing type
16S
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
V3-V4

Statistical Analysis

Statistical test
LEfSe
MHT correction Have statistical tests be corrected for multiple hypothesis testing (MHT)?
No
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
2
Confounders controlled for Confounding factors that have been accounted for by stratification or model adjustment
Not specified

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
increased
Chao1 Abundance-based estimator of species richness
increased
Simpson Estimator of species richness and species evenness: more weight on species evenness
increased
Richness Number of species
increased

Signature 1

Needs review

Curated date: 2025/10/16

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2a

Description: Linear discriminant analysis (LDA) scores for the bacterial taxa differentially abundant in adolescents with different chronic stress levels (LDA > 2).

Abundance in Group 1: increased abundance in low stress

NCBI Quality ControlLinks
Alloprevotella
Desulfovibrio
Desulfovibrionaceae
Desulfovibrionales
Desulfovibrionia
Faecalibacterium
Lachnospiraceae
Lachnospiraceae bacterium NK4A136
unclassified Alloprevotella
unclassified Desulfovibrio
unclassified Faecalibacterium
unclassified Lachnospiraceae
uncultured Phascolarctobacterium sp.
Eubacteriales
Thermodesulfobacteriota

Revision editor(s): Appleeyes

Experiment 7


Needs review

Curated date: 2025/10/16

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
low stress + high stress
Group 1 name Corresponds to the case (exposed) group for case-control studies
medium stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with medium chronic stress levels
Group 0 sample size Number of subjects in the control (unexposed) group
83
Group 1 sample size Number of subjects in the case (exposed) group
41

Lab analysis

Statistical Analysis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Richness Number of species
unchanged

Signature 1

Needs review

Curated date: 2025/10/16

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2a

Description: Linear discriminant analysis (LDA) scores for the bacterial taxa differentially abundant in adolescents with different chronic stress levels (LDA > 2).

Abundance in Group 1: increased abundance in medium stress

NCBI Quality ControlLinks
Acidaminococcus
Akkermansia
Akkermansiaceae
Alistipes shahii
Bacteroidaceae
Bacteroidales
Bacteroides
Bacteroides fragilis
Bacteroides ovatus
Bacteroidia
Bacteroidota
Coprobacter fastidiosus
Enterobacter sp. Nj-68
Fenollaria
Intestinibacter
Klebsiella sp. BAB-5819
Muribaculaceae
Olsenella phocaeensis
Porphyromonadaceae
Porphyromonas
Ruminococcus
Sutterellaceae
Verrucomicrobiales
Verrucomicrobiia
Verrucomicrobiota
unclassified Akkermansia
unclassified Bacteroides
unclassified Bacteroidota
unclassified Fenollaria
unclassified Muribaculaceae
unclassified Ruminococcus
uncultured Ruminococcus sp.
Oscillospiraceae

Revision editor(s): Appleeyes

Experiment 8


Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Lab analysis

Statistical Analysis

Statistical test
Kruskall-Wallis
MHT correction Have statistical tests be corrected for multiple hypothesis testing (MHT)?
Yes
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
Not specified

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Richness Number of species
unchanged

Signature 1

Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: decreased abundance in medium stress

NCBI Quality ControlLinks
Thermodesulfobacteriota
Chloroflexia
Faecalibacterium
Lachnospiraceae
Ruminococcus

Revision editor(s): Appleeyes

Signature 2

Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: increased abundance in medium stress

NCBI Quality ControlLinks
Bacteroidota
Verrucomicrobiota
Bacteroides
Akkermansia

Revision editor(s): Appleeyes

Experiment 9


Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
medium stress + high stress
Group 1 name Corresponds to the case (exposed) group for case-control studies
low stress
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with low chronic stress levels
Group 0 sample size Number of subjects in the control (unexposed) group
82
Group 1 sample size Number of subjects in the case (exposed) group
42

Lab analysis

Statistical Analysis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
increased
Chao1 Abundance-based estimator of species richness
increased
Simpson Estimator of species richness and species evenness: more weight on species evenness
increased
Richness Number of species
increased

Signature 1

Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: decreased abundance in low stress

NCBI Quality ControlLinks
Bacteroidota
Verrucomicrobiota
Chloroflexia
Bacteroides
Akkermansia
Ruminococcus

Revision editor(s): Appleeyes

Signature 2

Needs review

Curated date: 2025/10/17

Curator: Appleeyes

Revision editor(s): Appleeyes

Source: figure 2c and 2e

Description: The Kruskal-Wallis test was used to analyze differences in the relative abundances of bacteria taxa at the phylum and genus levels among adolescents with varying stress levels.

Abundance in Group 1: increased abundance in low stress

NCBI Quality ControlLinks
Thermodesulfobacteriota
Faecalibacterium
Lachnospiraceae

Revision editor(s): Appleeyes