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subcommunities paper
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lasy committed Nov 29, 2023
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10 changes: 0 additions & 10 deletions _news/2023-09-01-uclouvain.md

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27 changes: 27 additions & 0 deletions _posts/2023-11-29-Subcommunities-paper.md
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---
title: 'Our paper on "Subcommunities of the vaginal microbiota" is out in Proceedings B'
date: 2023-11-29
permalink: /posts/2023/11/Subcommunities-paper
tags:
- research
---

In this [paper](http://lasy.github.io/publication/2023-Symul-VMRC-subcommunities), we show that mixed membership models - here, topic models (LDA) - better describe vaginal microbiota composition than "community (state) types" that are based on clustering approaches.
They also better predict the risk of transitioning to a sub-optimal state (loss of Lactobacillus dominance) and better describe longitudinal changes along menstrual cycles.

![figure1](/images/publications/2023_Symul.png)


The identification of the topics rely on a package ([alto](https://lasy.github.io/alto/index.html)) previously developed with Kris Sankaran and Julia Fukuyama and described [here](http://lasy.github.io/publication/2021-Fukuyama).


So, if you're in need of a dimension reduction method for representing microbiota data, these described here might be a good option. Would love to discuss if you end up trying or finding something that better suit your neeeds.

![figure2](/images/publications/2023_Symul_fig2.png)


[Download pdf](http://lasy.github.io/files/papers/2023_Symul_subcommunities.pdf)

I warmly thanks all my co-authors, the VMRC for their relentless efforts in understanding the vaginal microbiota and how to restore it to a healthy state, and the study participants who accepted a quite intensive collection of swabs.


16 changes: 16 additions & 0 deletions _publications/2023-Symul-VMRC-subcommunities.md
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title: "Sub-communities of the vaginal ecosystem in pregnant and non-pregnant women."
collection: publications
permalink: /publication/2023-Symul-VMRC-subcommunities
date: 2023-11-29
venue: 'Proceedings of the Royal Society B: Biological Sciences'
paperurl: http://lasy.github.io/files/papers/2023_Symul_subcommunities.pdf
---

__L. Symul__, P. Jeganathan, E. K. Costello, M. France, S. Bloom, J. Ravel, D. Kwon, D. Relman, S. Holmes

![figure1](/images/publications/2023_Symul.png)


[Link to publication](https://royalsocietypublishing.org/doi/10.1098/rspb.2023.1461) |
[Download pdf](http://lasy.github.io/files/papers/2023_Symul_subcommunities.pdf)
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