Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community

To manipulate nasal microbiota for respiratory health, we need to better understand how this microbial community is assembled and maintained. Previous work has demonstrated that the pH in the nasal passage experiences temporal fluctuations. Yet, the impact of such pH fluctuations on nasal microbiota...

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Main Authors: Sandra Dedrick, M. Javad Akbari, Samantha K. Dyckman, Nannan Zhao, Yang-Yu Liu, Babak Momeni
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-02-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2021.613109/full
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spelling doaj-423e8feaed75451db5e493d2b23f04612021-02-10T06:45:17ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2021-02-011210.3389/fmicb.2021.613109613109Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico CommunitySandra Dedrick0M. Javad Akbari1Samantha K. Dyckman2Nannan Zhao3Yang-Yu Liu4Babak Momeni5Department of Biology, Boston College, Chestnut Hill, MA, United StatesDepartment of Biology, Boston College, Chestnut Hill, MA, United StatesDepartment of Biology, Boston College, Chestnut Hill, MA, United StatesChanning Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA, United StatesChanning Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA, United StatesDepartment of Biology, Boston College, Chestnut Hill, MA, United StatesTo manipulate nasal microbiota for respiratory health, we need to better understand how this microbial community is assembled and maintained. Previous work has demonstrated that the pH in the nasal passage experiences temporal fluctuations. Yet, the impact of such pH fluctuations on nasal microbiota is not fully understood. Here, we examine how temporal fluctuations in pH might affect the coexistence of nasal bacteria in in silico communities. We take advantage of the cultivability of nasal bacteria to experimentally assess their responses to pH and the presence of other species. Based on experimentally observed responses, we formulate a mathematical model to numerically investigate the impact of temporal pH fluctuations on species coexistence. We assemble in silico nasal communities using up to 20 strains that resemble the isolates that we have experimentally characterized. We then subject these in silico communities to pH fluctuations and assess how the community composition and coexistence is impacted. Using this model, we then simulate pH fluctuations—varying in amplitude or frequency—to identify conditions that best support species coexistence. We find that the composition of nasal communities is generally robust against pH fluctuations within the expected range of amplitudes and frequencies. Our results also show that cooperative communities and communities with lower niche overlap have significantly lower composition deviations when exposed to temporal pH fluctuations. Overall, our data suggest that nasal microbiota could be robust against environmental fluctuations.https://www.frontiersin.org/articles/10.3389/fmicb.2021.613109/fullmicrobial communitiesvariable environmentnasal microbiotamathematical modelspecies interaction networkcommunity ecology
collection DOAJ
language English
format Article
sources DOAJ
author Sandra Dedrick
M. Javad Akbari
Samantha K. Dyckman
Nannan Zhao
Yang-Yu Liu
Babak Momeni
spellingShingle Sandra Dedrick
M. Javad Akbari
Samantha K. Dyckman
Nannan Zhao
Yang-Yu Liu
Babak Momeni
Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
Frontiers in Microbiology
microbial communities
variable environment
nasal microbiota
mathematical model
species interaction network
community ecology
author_facet Sandra Dedrick
M. Javad Akbari
Samantha K. Dyckman
Nannan Zhao
Yang-Yu Liu
Babak Momeni
author_sort Sandra Dedrick
title Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
title_short Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
title_full Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
title_fullStr Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
title_full_unstemmed Impact of Temporal pH Fluctuations on the Coexistence of Nasal Bacteria in an in silico Community
title_sort impact of temporal ph fluctuations on the coexistence of nasal bacteria in an in silico community
publisher Frontiers Media S.A.
series Frontiers in Microbiology
issn 1664-302X
publishDate 2021-02-01
description To manipulate nasal microbiota for respiratory health, we need to better understand how this microbial community is assembled and maintained. Previous work has demonstrated that the pH in the nasal passage experiences temporal fluctuations. Yet, the impact of such pH fluctuations on nasal microbiota is not fully understood. Here, we examine how temporal fluctuations in pH might affect the coexistence of nasal bacteria in in silico communities. We take advantage of the cultivability of nasal bacteria to experimentally assess their responses to pH and the presence of other species. Based on experimentally observed responses, we formulate a mathematical model to numerically investigate the impact of temporal pH fluctuations on species coexistence. We assemble in silico nasal communities using up to 20 strains that resemble the isolates that we have experimentally characterized. We then subject these in silico communities to pH fluctuations and assess how the community composition and coexistence is impacted. Using this model, we then simulate pH fluctuations—varying in amplitude or frequency—to identify conditions that best support species coexistence. We find that the composition of nasal communities is generally robust against pH fluctuations within the expected range of amplitudes and frequencies. Our results also show that cooperative communities and communities with lower niche overlap have significantly lower composition deviations when exposed to temporal pH fluctuations. Overall, our data suggest that nasal microbiota could be robust against environmental fluctuations.
topic microbial communities
variable environment
nasal microbiota
mathematical model
species interaction network
community ecology
url https://www.frontiersin.org/articles/10.3389/fmicb.2021.613109/full
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