Sub-communities of the vaginal ecosystem in pregnant and non-pregnant women
Abstract/Contents
- Abstract
- Diverse and non-Lactobacillus-dominated vaginal microbial communities are associated with adverse health outcomes such as preterm birth and the acquisition of sexually transmitted infections. Despite the importance of recognizing and understanding the key risk-associated features of these communities, their heterogeneous structure and properties remain ill-defined. Clustering approaches are commonly used to characterize vaginal communities, but they lack sensitivity and robustness in resolving substructures and revealing transitions between potential sub-communities. Here, we address this need with an approach based on mixed membership topic models, using longitudinal data from cohorts of pregnant and non-pregnant study participants. We identify several non-Lactobacillus-dominated sub-communities common to both cohorts and independent of reproductive status. In non-pregnant individuals, we find that the menstrual cycle modulates transitions between and within sub-communities. In addition, a specific non-Lactobacillus-dominated sub-community, which was associated with preterm delivery in pregnant participants, was also more common during menses, a time of elevated vaginal inflammation in non-pregnant participants. Overall, our analyses based on mixed membership models reveal substructures of vaginal ecosystems which may have important clinical and biological associations.
Description
Type of resource | Dataset, text |
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Date modified | December 5, 2022; July 25, 2023; February 23, 2024 |
Publication date | February 9, 2022 |
Creators/Contributors
Author | Symul, Laura |
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Author | Jeganathan, Pratheepa |
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Author | Costello, Elizabeth | |
Author | France, Michael | |
Author | Bloom, Seth |
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Author | Kwon, Douglas |
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Author | Ravel, Jacques |
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Author | Relman, David A. |
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Author | Holmes, Susan |
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Subjects
Subject | vaginal microbiota |
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Subject | metabolomics |
Subject | Cytokines |
Subject | 16S rRNA |
Genre | Data |
Genre | Tabular data |
Genre | Data sets |
Genre | Dataset |
Genre | Tables (data) |
Bibliographic information
Related item |
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DOI | https://doi.org/10.25740/gp215vr4425 |
Location | https://purl.stanford.edu/gp215vr4425 |
Access conditions
- Use and reproduction
- User agrees that, where applicable, content will not be used to identify or to otherwise infringe the privacy or confidentiality rights of individuals. Content distributed via the Stanford Digital Repository may be subject to additional license and use restrictions applied by the depositor.
- License
- This work is licensed under a Creative Commons Attribution 4.0 International license (CC BY).
Preferred citation
- Preferred citation
- Symul, L., Jeganathan, P., Costello, E., France, M., Bloom, S., Kwon, D., Ravel, J., Relman, D., and Holmes, S. (2022). Sub-communities of the vaginal ecosystem in pregnant and non-pregnant women. Stanford Digital Repository. Available at https://purl.stanford.edu/gp215vr4425
Collection
Stanford Research Data
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