Alterations of bacteriome, mycobiome and metabolome characteristics in PCOS patients with normal/overweight individuals

From BugSigDB
Reviewed Marked as Reviewed by KateRasheed on 2025-6-11
Citation
PMID PubMed identifier for scientific articles.
DOI Digital object identifier for electronic documents.
URI Uniform resource identifier for web resources.
Authors
Yin G, Chen F, Chen G, Yang X, Huang Q, Chen L, Chen M, Zhang W, Ou M, Cao M, Lin H, Chen M, Xu H, Ren J, Chen Y, Chen Z
Journal
Journal of ovarian research
Year
2022
Keywords:
Diagnostic model, Metabolome, Mycobiome, Obesity, PCOS
To characterize the gut bacteriome, mycobiome and serum metabolome profiles in polycystic ovary syndrome (PCOS) patients with normal/overweight individuals and evaluate a potential microbiota-related diagnostic method development for PCOS, 16S rRNA and ITS2 gene sequencing using 88 fecal samples and 87 metabolome analysis from serum samples are conducted and PCOS classifiers based on multiomics markers are constructed. There are significant bacterial, fungal community and metabolite differences among PCOS patients and healthy volunteers with normal/overweight individuals. Healthy individuals with overweight/obesity display less abnormal metabolism than PCOS patients and uniquely higher abundance of the fungal genus Mortierella. Nine bacterial genera, 4 predicted pathways, 11 fungal genera and top 30 metabolites are screened out which distinguish PCOS from healthy controls, with AUCs of 0.84, 0.64, 0.85 and 1, respectively. The metabolite-derived model is more accurate than the microbe-based model in discriminating normal BMI PCOS (PCOS-LB) from normal BMI healthy (Healthy-LB), PCOS-HB from Healthy-HB. Featured bacteria, fungi, predicted pathways and serum metabolites display higher associations with free androgen index (FAI) in the cooccurrence network. In conclusion, our data reveal that hyperandrogenemia plays a central role in the dysbiosis of intestinal microecology and the change in metabolic status in patients with PCOS and that its effect exceeds the role of BMI. Healthy women with high BMI showed unique microbiota and metabolic features.The priority of predictive models in discriminating PCOS from healthy status in this study were serum metabolites, fungal taxa and bacterial taxa.

Experiment 1


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/03

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

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
Polycystic ovary syndrome Cystic disease of ovaries,hyperandrogenemia,Multicystic ovaries,multicystic ovaries,Ovarian Degeneration, Sclerocystic,Ovarian Syndrome, Polycystic,Ovarian Syndromes, Polycystic,Ovaries, Sclerocystic,Ovary Syndrome, Polycystic,Ovary, Sclerocystic,PCO - Polycystic ovaries,Pco1,PCOD - Polycystic ovarian disease,PCOS,Pcos,PCOS - Polycystic ovarian syndrome,PCOS1,Polycystic ovarian disease,polycystic ovarian disease,Polycystic ovarian syndrome,Polycystic ovaries,polycystic ovaries,Polycystic ovaries (disorder),polycystic ovary,polycystic ovary syndrome,polycystic ovary syndrome 1,Sclerocystic Ovarian Degeneration,Sclerocystic Ovaries,Sclerocystic Ovary,Sclerocystic Ovary Syndrome,Stein Leventhal Syndrome,Stein-Leventhal synd.,Stein-Leventhal Syndrome,Stein-Leventhal syndrome,Syndrome, Polycystic Ovary,Syndrome, Stein-Leventhal,Polycystic ovary syndrome
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Healthy Controls
Group 1 name Corresponds to the case (exposed) group for case-control studies
PCOS (Polycystic ovary syndrome) Patients
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group comprises women diagnosed with Polycystic Ovary Syndrome (PCOS)
Group 0 sample size Number of subjects in the control (unexposed) group
41
Group 1 sample size Number of subjects in the case (exposed) group
47

Lab analysis

Sequencing type
16S
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
Not specified
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
unchanged
Chao1 Abundance-based estimator of species richness
unchanged

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/05

Curator: Nithya

Revision editor(s): Nithya, Joiejoie

Source: Fig. 2D

Description: Characteristic bacterial taxa based on LDA effect size (LEfSe) analysis between PCOS patients and healthy individuals.

Abundance in Group 1: increased abundance in PCOS (Polycystic ovary syndrome) Patients

NCBI Quality ControlLinks
Escherichia/Shigella sp.
Hungatella
Lachnospira
Erysipelotrichaceae UCG-003Erysipelotrichaceae UCG-003

Revision editor(s): Nithya, Joiejoie

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/05

Curator: Nithya

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Source: Fig. 2D

Description: Characteristic bacterial taxa based on LDA effect size (LEfSe) analysis between PCOS patients and healthy individuals.

Abundance in Group 1: decreased abundance in PCOS (Polycystic ovary syndrome) Patients

NCBI Quality ControlLinks
Alloprevotella
Barnesiella
Collinsella
Coprobacillus
Desulfovibrio
Eubacterium ventriosum
Lachnospira eligens
Slackia
Lachnospiraceae_UCG-001Lachnospiraceae_UCG-001
Ruminococcaceae_UCG-010Ruminococcaceae_UCG-010
Ruminococcaceae UCG-014Ruminococcaceae UCG-014
Ruminococcus
Coprococcus
Ruminiclostridium

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Experiment 4


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/04

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Healthy-HB (High Body mass index) Subjects
Group 1 name Corresponds to the case (exposed) group for case-control studies
PCOS-HB (Polycystic ovary syndrome - High Body mass index) Patients
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group refers to Polycystic ovary syndrome (PCOS) patients with a high body mass index (BMI ≥ 24)
Group 0 sample size Number of subjects in the control (unexposed) group
20
Group 1 sample size Number of subjects in the case (exposed) group
25

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

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/06

Curator: Nithya

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Source: Additional file 2: Figure S2b

Description: Reveal of characteristic bacterial taxa based on LDA Effect Size (LEfSe) analysis between Healthy-HB and PCOS-HB

Abundance in Group 1: increased abundance in PCOS-HB (Polycystic ovary syndrome - High Body mass index) Patients

NCBI Quality ControlLinks
Blautia
Dorea
Lachnoclostridium
Lachnospira
Mediterraneibacter gnavus
Erysipelotrichaceae_UCG-003Erysipelotrichaceae_UCG-003
[Clostridium] innocuum

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/06

Curator: Nithya

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Source: Additional file 2: Figure S2b

Description: Reveal of characteristic bacterial taxa based on LDA Effect Size (LEfSe) analysis between Healthy-HB and PCOS-HB

Abundance in Group 1: decreased abundance in PCOS-HB (Polycystic ovary syndrome - High Body mass index) Patients

NCBI Quality ControlLinks
Oxalobacter
Slackia
Peptococcus
Adlercreutzia
Eubacterium xylanophilum
Family_XIII_UCG-001Family_XIII_UCG-001
Ruminiclostridium
Desulfovibrio
Lachnospiraceae_UCG-001Lachnospiraceae_UCG-001
Odoribacter
Eubacterium ventriosum
Barnesiella
Paraprevotella
Ruminococcaceae_UCG-010Ruminococcaceae_UCG-010
Ruminococcaceae bacterium UCG-005
Ruminococcaceae_UCG-014Ruminococcaceae_UCG-014
Christensenellaceae_R-7_groupChristensenellaceae_R-7_group
Coprococcus
Collinsella
Parabacteroides
Ruminococcus
Dialister
Alistipes
Agathobacter

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Experiment 6


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/04

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Differences from previous experiment shown

Subjects

Lab analysis

Sequencing type
ITS / ITS2

Statistical Analysis

Alpha Diversity

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

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Source: Additional file 2: Figure S5

Description: Reveal of characteristic fungal taxa based on LDA Effect Size (LEfSe) analysis. Comparison between Healthy-HB and PCOS-HB.

Abundance in Group 1: increased abundance in PCOS-HB (Polycystic ovary syndrome - High Body mass index) Patients

NCBI Quality ControlLinks
Bolbitius
Candida
Cladosporium
Coniochaeta
Kazachstania
Malassezia
Meyerozyma
Neurospora
Thyridium
Trichoderma
Xeromyces

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Source: Additional file 2: Figure S5

Description: Reveal of characteristic fungal taxa based on LDA Effect Size (LEfSe) analysis. Comparison between Healthy-HB and PCOS-HB.

Abundance in Group 1: decreased abundance in PCOS-HB (Polycystic ovary syndrome - High Body mass index) Patients

NCBI Quality ControlLinks
Acaulium
Acrocalymma
Acrophialophora
Archaeorhizomyces sp.
Cadophora
Calonectria
Cephalotrichum
Cercophora
Chaetomium
Chrysosporium
Cladophialophora
Clavulinopsis
Colletotrichum
Cordyceps
Cuphophyllus
Dactylonectria
Dichotomopilus
Didymella
Endophoma
Epicoccum
Exophiala
Fusarium
Gymnoascus
Herpotrichia
Hypomyces
Idriella
Ilyonectria
Knufia
Lachnum
Lectera
Leohumicola
Metarhizium
Microascus
Minimedusa
Mortierella
Ophiosphaerella
Pezizella
Plenodomus
Pseudogymnoascus
Purpureocillium
Pyrenochaetopsis
Rachicladosporium
Remersonia
Sagenomella
Schizothecium
Scolecobasidium
Scytalidium
Serendipita
Solicoccozyma
Staphylotrichum
Syncephalis
Tetracladium
Thelonectria
Trichocladium

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Experiment 7


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Nithya

Revision editor(s): Nithya, Joiejoie, Anne-mariesharp

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Healthy subjects
Group 1 name Corresponds to the case (exposed) group for case-control studies
PCOS (Polycystic ovary syndrome) patients
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group comprises polycystic ovary syndrome (PCOS) patients
Group 0 sample size Number of subjects in the control (unexposed) group
41
Group 1 sample size Number of subjects in the case (exposed) group
47

Lab analysis

Statistical Analysis

Alpha Diversity

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

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Nithya

Revision editor(s): Nithya, Joiejoie

Source: Fig. 3F

Description: Characteristic fungal taxa based on LDA effect size (LEfSe) analysis between PCOS patients and healthy individuals

Abundance in Group 1: increased abundance in PCOS (Polycystic ovary syndrome) patients

NCBI Quality ControlLinks
Aspergillus
Cephaliophora
Coniochaeta
Hanseniaspora
Kazachstania
Malassezia
Microascus
Paraphoma
Schizophyllum

Revision editor(s): Nithya, Joiejoie

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Nithya

Revision editor(s): Nithya, Joiejoie

Source: Fig. 3F

Description: Characteristic fungal taxa based on LDA effect size (LEfSe) analysis between PCOS patients and healthy individuals.

Abundance in Group 1: decreased abundance in PCOS (Polycystic ovary syndrome) patients

NCBI Quality ControlLinks
Acrocalymma
Acrophialophora
Cadophora
Calonectria
Cephalotrichum
Cercophora
Chaetomidium
Chaetomium
Chrysosporium
Cladophialophora
Clavulinopsis
Clonostachys
Cordyceps
Cuphophyllus
Dactylonectria
Dichotomopilus
Didymella
Entoloma
Epicoccum
Exophiala
Fusarium
Gymnoascus
Herpotrichia
Idriella
Ilyonectria
Knufia
Lectera
Leohumicola
Metarhizium
Minimedusa
Mortierella
Nectria
Oidiodendron
Ophiosphaerella
Pseudogymnoascus
Purpureocillium
Remersonia
Sagenomella
Sarocladium
Schizothecium
Serendipita
Setophoma
Solicoccozyma
Staphylotrichum
Stropharia
Syncephalis
Tausonia
Tetracladium

Revision editor(s): Nithya, Joiejoie

Experiment 8


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/07

Curator: Joiejoie

Revision editor(s): Joiejoie, Nithya, Anne-mariesharp

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Healthy-LB (Normal Body mass index) subjects
Group 1 name Corresponds to the case (exposed) group for case-control studies
PCOS-LB (Polycystic ovary syndrome - Normal Body mass index) patients
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group comprises Polycystic ovary syndrome (PCOS) patients with a body mass index (BMI < 24)
Group 0 sample size Number of subjects in the control (unexposed) group
21
Group 1 sample size Number of subjects in the case (exposed) group
22

Lab analysis

Statistical Analysis

Alpha Diversity

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

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/09

Curator: Nithya

Revision editor(s): Nithya, Anne-mariesharp

Source: Additional file 2: Figure S4

Description: Reveal of characteristic fungal taxa based on LDA Effect Size (LEfSe) analysis. Comparison between Healthy-LB and PCOS-LB.

Abundance in Group 1: increased abundance in PCOS-LB (Polycystic ovary syndrome - Normal Body mass index) patients

NCBI Quality ControlLinks
Thyridium

Revision editor(s): Nithya, Anne-mariesharp

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/09

Curator: Nithya

Revision editor(s): Nithya, Anne-mariesharp

Source: Additional file 2: Figure S4

Description: Reveal of characteristic fungal taxa based on LDA Effect Size (LEfSe) analysis. Comparison between Healthy-LB and PCOS-LB.

Abundance in Group 1: decreased abundance in PCOS-LB (Polycystic ovary syndrome - Normal Body mass index) patients

NCBI Quality ControlLinks
Ascosphaera
Bolbitius
Botryotrichum
Cephaliophora
Cylindrocarpon
Meyerozyma
Nectria
Neurospora
Sarocladium
Setophoma
Solicoccozyma
Stagonosporopsis
Tetracladium
Westerdykella

Revision editor(s): Nithya, Anne-mariesharp

Experiment 11


Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/08

Curator: Nithya

Revision editor(s): Nithya, Anne-mariesharp

Differences from previous experiment shown

Subjects

Lab analysis

Sequencing type
16S

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

Signature 1

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/08

Curator: Nithya

Revision editor(s): Nithya, Anne-mariesharp

Source: Additional file 2: Figure S2a

Description: Reveal of characteristic bacterial taxa based on LDA Effect Size (LEfSe) analysis between Healthy-LB and PCOS-LB

Abundance in Group 1: increased abundance in PCOS-LB (Polycystic ovary syndrome - Normal Body mass index) patients

NCBI Quality ControlLinks
Lactobacillus
Oscillibacter

Revision editor(s): Nithya, Anne-mariesharp

Signature 2

Reviewed Marked as Reviewed by KateRasheed on 2025-6-11

Curated date: 2025/05/08

Curator: Nithya

Revision editor(s): Nithya, Anne-mariesharp

Source: Additional file 2: Figure S2a

Description: Reveal of characteristic bacterial taxa based on LDA Effect Size (LEfSe) analysis between Healthy-LB and PCOS-LB

Abundance in Group 1: decreased abundance in PCOS-LB (Polycystic ovary syndrome - Normal Body mass index) patients

NCBI Quality ControlLinks
Catenibacterium
Coprobacillus
Coprococcus

Revision editor(s): Nithya, Anne-mariesharp