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Stability of human gut microbiome: Comparison of ecological modelling and observational approaches
The gut microbiome plays a pivotal role in the human body, and perturbations in its composition have been linked to various disorders. Stability is an essential property of a healthy human gut microbiome, which allows it to maintain its functional richness under the external influences. This propert...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511340/ https://www.ncbi.nlm.nih.gov/pubmed/37745638 http://dx.doi.org/10.1016/j.csbj.2023.08.030 |
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author | Revel-Muroz, Anastasia Akulinin, Mikhail Shilova, Polina Tyakht, Alexander Klimenko, Natalia |
author_facet | Revel-Muroz, Anastasia Akulinin, Mikhail Shilova, Polina Tyakht, Alexander Klimenko, Natalia |
author_sort | Revel-Muroz, Anastasia |
collection | PubMed |
description | The gut microbiome plays a pivotal role in the human body, and perturbations in its composition have been linked to various disorders. Stability is an essential property of a healthy human gut microbiome, which allows it to maintain its functional richness under the external influences. This property has been explored through two distinct methodologies - mathematical modelling based on ecological principles and statistical analysis drawn from observations in interventional studies. Here we conducted a meta-analysis aimed to compare the two approaches utilising the data from 9 interventional and time series studies encompassing 3512 gut microbiome profiles obtained via 16S rRNA gene sequencing. By employing the previously published compositional Lotka-Volterra method, we modelled the dynamics of the microbial community and evaluated ecological stability measures. These measures were compared to those based on observed microbiome changes. There was a substantial correlation between the outcomes of the two approaches. Particularly, local stability assessed within the ecological paradigm was positively correlated with observational stability measures accounting for the compositional nature of microbiome data. Additionally, we were able to reproduce the previously reported inverse relationship between the community's robustness to microorganism loss and local stability, attributed to the distinct impacts of coefficient characterising the network decomposition on these two stability assessments. Our findings demonstrate harmonisation between the ecological and observational approaches to microbiome analysis, advancing the understanding of healthy gut microbiome concept. This paves the way to develop efficient microbiome-targeting interventions for disease prevention and treatment. |
format | Online Article Text |
id | pubmed-10511340 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-105113402023-09-22 Stability of human gut microbiome: Comparison of ecological modelling and observational approaches Revel-Muroz, Anastasia Akulinin, Mikhail Shilova, Polina Tyakht, Alexander Klimenko, Natalia Comput Struct Biotechnol J Research Article The gut microbiome plays a pivotal role in the human body, and perturbations in its composition have been linked to various disorders. Stability is an essential property of a healthy human gut microbiome, which allows it to maintain its functional richness under the external influences. This property has been explored through two distinct methodologies - mathematical modelling based on ecological principles and statistical analysis drawn from observations in interventional studies. Here we conducted a meta-analysis aimed to compare the two approaches utilising the data from 9 interventional and time series studies encompassing 3512 gut microbiome profiles obtained via 16S rRNA gene sequencing. By employing the previously published compositional Lotka-Volterra method, we modelled the dynamics of the microbial community and evaluated ecological stability measures. These measures were compared to those based on observed microbiome changes. There was a substantial correlation between the outcomes of the two approaches. Particularly, local stability assessed within the ecological paradigm was positively correlated with observational stability measures accounting for the compositional nature of microbiome data. Additionally, we were able to reproduce the previously reported inverse relationship between the community's robustness to microorganism loss and local stability, attributed to the distinct impacts of coefficient characterising the network decomposition on these two stability assessments. Our findings demonstrate harmonisation between the ecological and observational approaches to microbiome analysis, advancing the understanding of healthy gut microbiome concept. This paves the way to develop efficient microbiome-targeting interventions for disease prevention and treatment. Research Network of Computational and Structural Biotechnology 2023-08-29 /pmc/articles/PMC10511340/ /pubmed/37745638 http://dx.doi.org/10.1016/j.csbj.2023.08.030 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Article Revel-Muroz, Anastasia Akulinin, Mikhail Shilova, Polina Tyakht, Alexander Klimenko, Natalia Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title | Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title_full | Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title_fullStr | Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title_full_unstemmed | Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title_short | Stability of human gut microbiome: Comparison of ecological modelling and observational approaches |
title_sort | stability of human gut microbiome: comparison of ecological modelling and observational approaches |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511340/ https://www.ncbi.nlm.nih.gov/pubmed/37745638 http://dx.doi.org/10.1016/j.csbj.2023.08.030 |
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