Effects of vaginal microbiota on in vitro fertilization outcomes in women with different infertility causes

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Reviewed Marked as Reviewed by Svetlana up on 2025-4-8
Citation
PMID PubMed identifier for scientific articles.
DOI Digital object identifier for electronic documents.
URI Uniform resource identifier for web resources.
Authors
Zhao H, Wang C, Narsing Rao MP, Rafiq M, Luo G, Li S, Kang Y-Q
Journal
Microbiology spectrum
Year
2025
Keywords:
embryo transfer, in vitro fertilization, infertility, intracytoplasmic sperm injection, vaginal microbiota, vaginal swab
UNLABELLED: Backed by advancements in technologies like microbial sequencing, many studies indicate that the vaginal microbiome is a key marker of female reproductive health. However, further studies are still needed to investigate the correlation between vaginal microbiota (VMB) and outcomes of assisted reproductive technology (ART). Therefore, this study compared the VMB of two types of infertile women undergoing in vitro fertilization (IVF) with normal control women during the implantation window period and investigated the effects of VMB characteristics on IVF outcomes. Vaginal swabs from IVF patients (n = 85) were collected before embryo transfer (ET), and vaginal swabs from normal control women (n = 37) were collected during the 6-8 days of ovulation detection. Results showed differences in the vaginal community structure between infertile women with polycystic ovary syndrome (PCOS) and with tubal factor infertility (TFI) undergoing IVF treatment. The results revealed a higher relative abundance of Lactobacillus iners in the non-pregnant group compared with the pregnant group. The results also demonstrated the abundance of Pseudomonas spp. in both non-pregnant groups of infertile women. The findings suggested that the VMB composition affects the IVF outcomes and that the pre-ET high abundance of L. iners may potentially indicate an IVF failure. The abundance of Pseudomonas spp. in the vagina may be an adverse factor for ART pregnancy. IMPORTANCE: Many studies suggest that vaginal microbiota (VMB) may affect in vitro fertilization-embryo transfer (IVF-ET) outcomes. Assessing VMB before embryo transfer can optimize timing for better assisted reproductive technology (ART) results. This study examined VMB distribution in infertile women undergoing ART using 16S rRNA sequencing. Results revealed that VMB structure impacted ART outcomes in women with polycystic ovary syndrome (PCOS) and tubal factor infertility (TFI) before embryo transfer ([less than or equal to] 24 hours). Lactobacillus iners and Pseudomonas spp. were identified as adverse factors for post-ET pregnancy. The study also showed differences in pre-ET VMB between normal women and women with PCOS and TFI during the ovulatory window. These findings highlight the importance of considering VMB composition to optimize embryo transfer timing and personalize ART treatment based on infertility type, improving the chances of success.

Experiment 1


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

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
Vaginal fluid Vaginal discharge,Vaginal secretion,Vaginal fluid,vaginal fluid
Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Female infertility female infertility,female reproductive system infertility,female reproductive system infertility disorder,female sterility,female sub-fertility,female subfertility,infertility disorder of female reproductive system,postpartum sterility,sterility, female,sterility, postpartum,sub fertility, female,sub-fertility, female,subfertility, female,Female infertility
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Tubal Factor Infertility, Polycystic Ovary Syndrome(TFI, PCOS) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Control group (NL)
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of fertile women.
Group 0 sample size Number of subjects in the control (unexposed) group
77
Group 1 sample size Number of subjects in the case (exposed) group
37
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
1 month

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
4


Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 3D

Description: Histogram of taxa with differential abundance among the NL, PCOS, and TFI groups using the computed LDA score.

Abundance in Group 1: increased abundance in Control group (NL)

NCBI Quality ControlLinks
Sneathia vaginalis
Eubacterium sp.
Herbaspirillum
Ensifer
Dyella
Duganella
Actinomadura
Acetobacter

Revision editor(s): Victoria

Experiment 2


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Polycystic Ovary Syndrome, Control(PCOS, NL) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Tubal Factor Infertility group (TFI)
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with tubal factor infertility.
Group 0 sample size Number of subjects in the control (unexposed) group
69
Group 1 sample size Number of subjects in the case (exposed) group
45

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 3D

Description: Histogram of taxa with differential abundance among the NL, PCOS, and TFI groups using the computed LDA score.

Abundance in Group 1: increased abundance in Tubal Factor Infertility group (TFI)

NCBI Quality ControlLinks
Parvimonas
Peptostreptococcaceae

Revision editor(s): Victoria

Experiment 3


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Tubal factor infertility, Control(TFI, Control) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Polycystic Ovary Syndrome (PCOS) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of infertile women with Polycystic Ovary Syndrome (PCOS).
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
32

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 3D

Description: Histogram of taxa with differential abundance among the NL, PCOS, and TFI groups using the computed LDA score.

Abundance in Group 1: increased abundance in Polycystic Ovary Syndrome (PCOS) group

NCBI Quality ControlLinks
Prevotella
Veillonellaceae
Leptotrichiaceae
Sneathia
Agitococcus
Dialister
Butyricimonas lubricusButyricimonas lubricus
Dialister micraerophilus
Peptostreptococcus
Pseudorhodobacter

Revision editor(s): Victoria

Experiment 4


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Polycystic Ovary Syndrome (PCOS) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Tubal factor infertility (TFI) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with tubal factor infertility.
Group 0 sample size Number of subjects in the control (unexposed) group
32
Group 1 sample size Number of subjects in the case (exposed) group
45
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
Not specified

Lab analysis

Statistical Analysis

Statistical test
T-Test
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
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4B

Description: t-test analysis of different microbes at the species and genus levels.

Abundance in Group 1: increased abundance in Tubal factor infertility (TFI) group

NCBI Quality ControlLinks
Ligilactobacillus
Lactobacillus iners

Revision editor(s): Victoria

Signature 2

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4B

Description: t-test analysis of different microbes at the species and genus levels.

Abundance in Group 1: decreased abundance in Tubal factor infertility (TFI) group

NCBI Quality ControlLinks
Dialister

Revision editor(s): Victoria

Experiment 5


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

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
Polycystic Ovary Syndrome.Pregnant (PCOS.P) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Polycystic Ovary Syndrome.Non-pregnant (PCOS.NP) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of infertile women with Polycystic Ovary Syndrome (PCOS) who are not pregnant.
Group 0 sample size Number of subjects in the control (unexposed) group
10
Group 1 sample size Number of subjects in the case (exposed) group
22

Lab analysis

Statistical Analysis

Statistical test
LEfSe
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
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 5E

Description: Histogram of taxa with differential abundance computed using LDA scores.

Abundance in Group 1: increased abundance in Polycystic Ovary Syndrome.Non-pregnant (PCOS.NP) group

NCBI Quality ControlLinks
Mycoplasmataceae
Veillonellaceae bacterium
Pseudomonas
Pseudomonadaceae
Dialister propionicifaciens

Revision editor(s): Victoria

Signature 2

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 5E

Description: Histogram of taxa with differential abundance computed using LDA scores.

Abundance in Group 1: decreased abundance in Polycystic Ovary Syndrome.Non-pregnant (PCOS.NP) group

NCBI Quality ControlLinks
Clostridium sp.
Leptotrichia sp.

Revision editor(s): Victoria

Experiment 6


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Female infertility female infertility,female reproductive system infertility,female reproductive system infertility disorder,female sterility,female sub-fertility,female subfertility,infertility disorder of female reproductive system,postpartum sterility,sterility, female,sterility, postpartum,sub fertility, female,sub-fertility, female,subfertility, female,Female infertility
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Tubal Factor Infertility.Pregnant (TFI.P) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Tubal Factor Infertility.Non-pregnant (TFI.NP) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of infertile women with Tubal Factor Infertility who are not pregnant.
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
24

Lab analysis

Statistical Analysis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 5E

Description: Histogram of taxa with differential abundance computed using LDA scores.

Abundance in Group 1: increased abundance in Tubal Factor Infertility.Non-pregnant (TFI.NP) group

NCBI Quality ControlLinks
Pseudomonadaceae
Pseudomonas
Gemelliphila asaccharolytica
Ralstonia
Lysobacteraceae

Revision editor(s): Victoria

Signature 2

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/03/31

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 5E

Description: Histogram of taxa with differential abundance computed using LDA scores.

Abundance in Group 1: decreased abundance in Tubal Factor Infertility.Non-pregnant (TFI.NP) group

NCBI Quality ControlLinks
Helicobacter typhlonius
Porphyromonas endodontalis
Actinomycetaceae
Ureaplasma parvum
Actinomyces
Megasphaera
Allobaculum
Scardovia
Scardovia wiggsiae
Blautia

Revision editor(s): Victoria

Experiment 7


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Ectopic pregnancy Ectopic pregnancy,ectopic pregnancy
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Non-ectopic pregnancy group
Group 1 name Corresponds to the case (exposed) group for case-control studies
Ectopic pregnancy group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Polysystic ovary syndrome(PCOS) and a history of ectopic pregnancy.
Group 0 sample size Number of subjects in the control (unexposed) group
31
Group 1 sample size Number of subjects in the case (exposed) group
2

Lab analysis

Statistical Analysis

Statistical test
Mann-Whitney (Wilcoxon)
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
Not specified


Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4H

Description: Boxplot distribution of Lactobacillus abundance classified based on the history of ectopic pregnancy.

Abundance in Group 1: decreased abundance in Ectopic pregnancy group

NCBI Quality ControlLinks
Lactobacillus

Revision editor(s): Victoria

Experiment 8


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Tubal factor infertility(TFI) and a history of ectopic pregnancy.
Group 0 sample size Number of subjects in the control (unexposed) group
38
Group 1 sample size Number of subjects in the case (exposed) group
12

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4H

Description: Boxplot distribution of Lactobacillus abundance classified based on the history of ectopic pregnancy.

Abundance in Group 1: decreased abundance in Ectopic pregnancy group

NCBI Quality ControlLinks
Lactobacillus

Revision editor(s): Victoria

Experiment 9


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Body weight weight,Body weight,body weight
Group 0 name Corresponds to the control (unexposed) group for case-control studies
24≤BMI<28 (Overweight) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
BMI>28 (Obese) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Polysystic ovary syndrome (PCOS) and are obese.
Group 0 sample size Number of subjects in the control (unexposed) group
Not specified
Group 1 sample size Number of subjects in the case (exposed) group
Not specified

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4E

Description: Boxplot of the distribution of three bacterial genera based on their BMI levels.

Abundance in Group 1: increased abundance in BMI>28 (Obese) group

NCBI Quality ControlLinks
Lactobacillus

Revision editor(s): Victoria

Experiment 10


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
18.5≤BMI<24 (Normal weight) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
24≤BMI<28 (Overweight) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Polysystic ovary syndrome (PCOS) and are overweight.

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4E

Description: Boxplot of the distribution of three bacterial genera based on their BMI levels.

Abundance in Group 1: increased abundance in 24≤BMI<28 (Overweight) group

NCBI Quality ControlLinks
Streptococcus

Revision editor(s): Victoria

Experiment 11


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
BMI<18.5 (Under weight) group
Group 1 name Corresponds to the case (exposed) group for case-control studies
18.5≤BMI<24 (Normal weight) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Tubal factor infertility (TFI) and have normal weight.

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4E

Description: Boxplot of the distribution of three bacterial genera based on their BMI levels.

Abundance in Group 1: decreased abundance in 18.5≤BMI<24 (Normal weight) group

NCBI Quality ControlLinks
Prevotella

Revision editor(s): Victoria

Experiment 12


Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
24≤BMI<28 (Overweight) group
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
This group consists of women with Tubal factor infertility (TFI) and are overweight.

Lab analysis

Statistical Analysis

Signature 1

Reviewed Marked as Reviewed by Svetlana up on 2025-4-8

Curated date: 2025/04/02

Curator: Victoria

Revision editor(s): Victoria

Source: Figure 4E

Description: Boxplot of the distribution of three bacterial genera based on their BMI levels.

Abundance in Group 1: decreased abundance in 24≤BMI<28 (Overweight) group

NCBI Quality ControlLinks
Prevotella

Revision editor(s): Victoria