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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 | ||
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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. | ||
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![figure1](/images/publications/2023_Symul.png) | ||
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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). | ||
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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. | ||
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![figure2](/images/publications/2023_Symul_fig2.png) | ||
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[Download pdf](http://lasy.github.io/files/papers/2023_Symul_subcommunities.pdf) | ||
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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. | ||
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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 | ||
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__L. Symul__, P. Jeganathan, E. K. Costello, M. France, S. Bloom, J. Ravel, D. Kwon, D. Relman, S. Holmes | ||
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![figure1](/images/publications/2023_Symul.png) | ||
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[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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